| concepts |
[{"id": "defense_strategic_framework [{"id": "defense_strategic_framework", "name": "Defense Strategic Framework", "definition": "High-level strategic policies and frameworks governing Department of Defense operations", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["strategic_policies"], "confidence_score": 0.95, "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.193046Z", "completed_at": "2025-12-03T15:29:39.193079Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 337, "end_index": 362, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348237Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 409, "end_index": 434, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348255Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3032, "end_index": 3053, "surrounding_text": "Department of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 902, "end_index": 923, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207181Z"}], "source_entity_names": ["National Defense Strategy", "Department of Defense", "Strategic Asset", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW"], "hierarchical_evidence": ["DoD Data Strategy aligns with National Defense Strategy", "Strategic frameworks provide overarching guidance for defense operations"], "taxonomic_reasoning": "Grouped strategic-level policies and frameworks that provide foundational guidance for DoD operations and transformation initiatives"}, {"id": "data_management_ecosystem", "name": "Data Management Ecosystem", "definition": "Comprehensive system for managing data lifecycle, quality, and governance in defense operations", "parent_concepts": ["defense_data_systems"], "child_concepts": ["decision_support_systems"], "confidence_score": 0.93, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.193164Z", "completed_at": "2025-12-03T15:29:39.193172Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "System", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/System", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data management encompasses governance, lifecycle, and access components", "DoD requires comprehensive data ecosystem for operational effectiveness"], "taxonomic_reasoning": "Organized data-related entities into comprehensive ecosystem reflecting end-to-end data management requirements"}, {"id": "operational_capabilities", "name": "Operational Capabilities", "definition": "Military and defense operational capabilities and effectiveness measures", "parent_concepts": ["operational_concepts"], "child_concepts": ["military_operations", "defense_personnel", "effectiveness_measures", "sensing_platforms", "network_infrastructure", "technology_systems", "implementation_methods", "military_applications", "combat_effectiveness", "operational_attributes", "opportunity_identification", "operational_infrastructure", "dod_operations_management"], "confidence_score": 0.94, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.198354Z", "completed_at": "2025-12-03T15:29:39.198383Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "Essential Capabilities", "DoD capabilities"], "hierarchical_evidence": ["Operational capabilities encompass personnel, systems, and operations", "Military advantage derives from integrated operational capabilities"], "taxonomic_reasoning": "Grouped operational entities that directly contribute to military effectiveness and battlefield outcomes"}, {"id": "strategic_policies", "name": "Strategic Policies", "definition": "High-level policy documents and strategic guidance for defense operations", "parent_concepts": ["defense_strategic_framework"], "confidence_score": 0.94, "entity_id": "E-df216e2e1ae2", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.199829Z", "completed_at": "2025-12-03T15:29:39.199844Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1480, "end_index": 1488, "surrounding_text": "governance community will use the insights from this effort to inform their policies on issues such", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.589815Z"}], "hierarchical_evidence": ["Both represent strategic-level policy documents", "Provide foundational guidance for defense operations"], "taxonomic_reasoning": "Grouped strategic policy documents that establish high-level direction and priorities"}, {"id": "organizational_transformation", "name": "Organizational Transformation", "definition": "Strategic initiatives for cultural and workforce development in data-driven organizations", "parent_concepts": ["dod_data_strategy"], "child_concepts": ["cultural_transformation", "workforce_development", "capability_management"], "confidence_score": 0.93, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.204688Z", "completed_at": "2025-12-03T15:29:39.204709Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4768, "end_index": 4791, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.694733Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 368, "end_index": 391, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696254Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4147, "end_index": 4170, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833607Z"}], "source_entity_names": ["cultural transformation"], "hierarchical_evidence": ["Digital modernization drives organizational transformation", "Data-centric approaches represent organizational change initiatives"], "taxonomic_reasoning": "Grouped transformation concepts that represent organizational change and modernization efforts"}, {"id": "data_governance", "name": "Data Governance", "definition": "Policies, standards, and oversight mechanisms for data management", "parent_concepts": ["data_management_framework"], "child_concepts": ["governance_processes", "data_management_policies", "data_management_practices", "data_stewardship", "governance_roles", "data_security_controls", "system_constraints", "master_data_management", "purpose", "ownership", "data_ethics_compliance", "governance_documents", "strategic_principles", "data_classification", "data_cataloging"], "confidence_score": 0.94, "entity_id": "E-971b66e55e0e", "transformation_logs": [{"id": "transform_data_gov", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.204796Z", "completed_at": "2025-12-03T15:29:39.204803Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}], "source_entity_names": ["data governance"], "hierarchical_evidence": ["Data governance encompasses stewardship and ethical considerations", "Data treated as strategic asset requiring governance"], "taxonomic_reasoning": "Organized governance-related entities that establish oversight and management of data resources"}, {"id": "data_lifecycle_management", "name": "Data Lifecycle Management", "definition": "Management of data throughout its entire lifecycle from creation to disposal", "parent_concepts": ["data_management_processes"], "child_concepts": ["data_collection_processes", "data_processes", "data_collection", "records_management", "critical_data_assets", "lifecycle", "records", "data_usage_management", "data_creation", "data_retention_management"], "confidence_score": 0.92, "entity_id": "E-4b270fdf325b", "transformation_logs": [{"id": "transform_data_lif", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.204857Z", "completed_at": "2025-12-03T15:29:39.204863Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}], "source_entity_names": ["data lifecycle"], "hierarchical_evidence": ["Data lifecycle encompasses collection through disposal", "Information management and records management are lifecycle components"], "taxonomic_reasoning": "Grouped lifecycle-related processes that manage data from creation to disposal"}, {"id": "military_operations", "name": "Military Operations", "definition": "Strategic and tactical military activities and capabilities", "parent_concepts": ["operational_capabilities"], "child_concepts": ["joint_all_domain_operations", "command_control_systems", "joint_operations", "military_assets"], "confidence_score": 0.93, "entity_id": "E-ef57c4425c29", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.204915Z", "completed_at": "2025-12-03T15:29:39.204920Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MilitaryOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOperation", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}], "source_entity_names": ["military operations"], "hierarchical_evidence": ["Joint All Domain Operations represents operational concept", "Battlefield represents operational environment"], "taxonomic_reasoning": "Grouped operational concepts and environments that define military activity contexts"}, {"id": "defense_personnel", "name": "Defense Personnel", "definition": "Military and civilian personnel involved in defense operations and leadership", "parent_concepts": ["operational_capabilities"], "confidence_score": 0.87, "entity_id": "E-9a7bb5342640", "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.206235Z", "completed_at": "2025-12-03T15:29:39.206245Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}], "hierarchical_evidence": ["Personnel categories represent different roles in defense operations", "All contribute to operational capabilities"], "taxonomic_reasoning": "Grouped personnel entities representing different roles and levels within defense organization"}, {"id": "collective_data_stewardship", "name": "Collective Data Stewardship", "definition": "Shared responsibility for data management and governance", "parent_concepts": ["guiding_principles_framework"], "confidence_score": 0.89, "entity_id": "E-22a9c0de99ab", "transformation_logs": [{"id": "transform_collecti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.206301Z", "completed_at": "2025-12-03T15:29:39.206307Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 4039, "end_index": 4066, "surrounding_text": "Collective Data Stewardship", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.335382Z"}], "source_entity_names": ["Collective Data Stewardship"], "hierarchical_evidence": ["Collective stewardship involves multiple data management roles", "Different roles have distinct responsibilities in data governance"], "taxonomic_reasoning": "Organized stewardship roles under collective framework reflecting collaborative data governance approach"}, {"id": "data_collection_processes", "name": "Data Collection Processes", "definition": "Systematic processes for gathering and acquiring data from various sources", "parent_concepts": ["data_lifecycle_management"], "confidence_score": 0.92, "entity_id": "E-dd9a14a17ea8", "transformation_logs": [{"id": "transform_data_col", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.206355Z", "completed_at": "2025-12-03T15:29:39.206360Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}], "source_entity_names": ["data collection"], "hierarchical_evidence": ["Electronic collection is a method of data collection", "Point of creation and pedigree relate to collection processes"], "taxonomic_reasoning": "Grouped collection-related processes and concepts that support data acquisition activities"}, {"id": "artificial_intelligence_systems", "name": "Artificial Intelligence Systems", "definition": "AI technologies and machine learning capabilities", "parent_concepts": ["technology_systems"], "confidence_score": 0.93, "entity_id": "E-877af5ba6eab", "transformation_logs": [{"id": "transform_artifici", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.206408Z", "completed_at": "2025-12-03T15:29:39.206413Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3331, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653360Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3365, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653379Z"}], "source_entity_names": ["Artificial Intelligence"], "hierarchical_evidence": ["AI training and algorithmic models are components of AI systems", "AI systems require data access for training and operation"], "taxonomic_reasoning": "Grouped AI-related entities that represent technological capabilities requiring data access"}, {"id": "decision_support_systems", "name": "Decision Support Systems", "definition": "Systems and processes providing analytical insights for decision making", "parent_concepts": ["data_management_ecosystem"], "child_concepts": ["strategic_outcomes", "decision_making_processes", "analytical_capabilities", "outcome_management", "intelligent_systems", "decision_categories", "knowledge_management", "decision_quality_data", "performance_measurement", "policy_development", "resolution_mechanisms"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.211632Z", "completed_at": "2025-12-03T15:29:39.211655Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1191, "end_index": 1221, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2272, "end_index": 2283, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211799Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 30, "surrounding_text": "...Senior Leader Decision Support...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213898Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4630, "end_index": 4644, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417251Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 16, "surrounding_text": "...software systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.968951Z"}], "source_entity_names": ["Senior Leader Decision Support", "DoD systems", "weapon systems", "software systems"], "hierarchical_evidence": ["Both support decision-making processes", "Provide analytical capabilities for leadership"], "taxonomic_reasoning": "Grouped decision support capabilities that enhance leadership effectiveness through data-driven insights"}, {"id": "dod_data_strategy", "name": "DoD Data Strategy Framework", "definition": "Comprehensive framework for Department of Defense data strategy and implementation", "parent_concepts": ["defense_data_systems"], "child_concepts": ["organizational_transformation", "strategic_foundation", "strategy_framework", "strategic_components", "implementation_scope", "technology_infrastructure", "operational_applications"], "confidence_score": 0.95, "entity_id": "E-66fff5a72461", "transformation_logs": [{"id": "transform_dod_data", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.211732Z", "completed_at": "2025-12-03T15:29:39.211738Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}], "source_entity_names": ["DoD Data Strategy Framework"], "hierarchical_evidence": ["Vision and guiding principles form the strategic foundation", "Essential capabilities define the operational framework"], "taxonomic_reasoning": "Root concept encompassing all DoD data strategy elements based on strategic integration and organizational scope"}, {"id": "national_defense_strategy", "name": "National Defense Strategy", "definition": "Overarching defense strategy informing data requirements", "parent_concepts": ["strategic_framework"], "confidence_score": 0.88, "entity_id": "E-0565212cecd9", "transformation_logs": [{"id": "transform_national", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.211801Z", "completed_at": "2025-12-03T15:29:39.211807Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 798, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.585420Z"}], "source_entity_names": ["National Defense Strategy"], "hierarchical_evidence": ["Represents highest-level strategic policy for defense"], "taxonomic_reasoning": "Primary strategic policy document establishing defense priorities"}, {"id": "data_governance_framework", "name": "Data Governance Framework", "definition": "Comprehensive framework for managing data assets, security, and compliance within organizational structures", "parent_concepts": ["dod_data_ecosystem"], "child_concepts": ["data_governance_policies", "data_stewardship_roles", "strategic_data_principles", "data_ethics_principles", "data_access_control", "strategic_advantages", "stakeholder_management", "metadata_management", "access_control_systems", "data_management_roles", "compliance_and_policy", "governance_management", "data_standards_policies"], "confidence_score": 0.95, "entity_id": "E-971b66e55e0e", "transformation_logs": [{"id": "transform_data_gov", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.211859Z", "completed_at": "2025-12-03T15:29:39.211865Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}], "source_entity_names": ["data governance"], "hierarchical_evidence": ["Data governance encompasses policies, processes, and oversight mechanisms", "Governance framework manages data assets through structured approaches"], "taxonomic_reasoning": "Governance elements grouped under framework concept based on structural integration and management focus"}, {"id": "governance_components", "name": "Governance Components", "definition": "Essential elements that comprise comprehensive data governance framework", "parent_concepts": ["governance_framework"], "child_concepts": ["principles", "frameworks", "standards"], "confidence_score": 0.92, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.213198Z", "completed_at": "2025-12-03T15:29:39.213207Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Governance includes principles, policies, processes, and frameworks", "Standards and frameworks provide structural foundation for governance"], "taxonomic_reasoning": "Foundational governance elements grouped based on structural and operational relationships"}, {"id": "governance_processes", "name": "Governance Processes", "definition": "Established procedures for implementing data governance", "parent_concepts": ["data_governance"], "child_concepts": ["tools", "metrics", "oversight"], "confidence_score": 0.87, "entity_id": "E-17679abbafcf", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.213263Z", "completed_at": "2025-12-03T15:29:39.213270Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance processes...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832590Z"}], "source_entity_names": ["governance processes"], "hierarchical_evidence": ["Governance processes include tools, metrics, and oversight activities", "Operational governance requires measurement and oversight mechanisms"], "taxonomic_reasoning": "Operational governance elements grouped based on process execution and monitoring functions"}, {"id": "vaultis_principles", "name": "VAULTIS Principles", "definition": "Seven core principles for data management excellence", "parent_concepts": ["data_strategy_principles"], "child_concepts": ["make_data_visible", "make_data_understandable", "make_data_linked", "make_data_trustworthy", "make_data_interoperable", "make_data_secure", "make_data_accessible"], "confidence_score": 0.98, "entity_id": "E-1b59686b78a4", "transformation_logs": [{"id": "transform_vaultis_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.98, "reasoning": "LLM-generated hierarchy with confidence 0.980", "started_at": "2025-12-03T15:29:39.214566Z", "completed_at": "2025-12-03T15:29:39.214575Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}], "hierarchical_evidence": ["VAULTIS encompasses six data principles", "Each principle represents a specific aspect of data management"], "taxonomic_reasoning": "VAULTIS principles grouped as cohesive framework with individual principle components"}, {"id": "make_data_visible", "name": "Make Data Visible", "definition": "Principle ensuring data discoverability and transparency", "parent_concepts": ["vaultis_principles"], "child_concepts": ["consumers"], "confidence_score": 0.95, "entity_id": "E-f0adc0a23c13", "transformation_logs": [{"id": "transform_make_dat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.214627Z", "completed_at": "2025-12-03T15:29:39.214633Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1685, "end_index": 1702, "surrounding_text": "Goal: Make Data Visible", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975534Z"}], "source_entity_names": ["Make Data Visible"], "hierarchical_evidence": ["Making data visible focuses on consumers' ability to discover data", "Visibility principle targets data consumers as primary beneficiaries"], "taxonomic_reasoning": "Visibility principle includes consumer focus as key implementation aspect"}, {"id": "make_data_understandable", "name": "Make Data Understandable", "definition": "Principle ensuring data clarity and comprehensibility", "parent_concepts": ["vaultis_principles"], "child_concepts": ["content", "context", "applicability"], "confidence_score": 0.95, "entity_id": "E-f24d867db072", "transformation_logs": [{"id": "transform_make_dat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.214680Z", "completed_at": "2025-12-03T15:29:39.214686Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 3994, "end_index": 4018, "surrounding_text": "Goal: Make Data Understandable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975732Z"}], "source_entity_names": ["Make Data Understandable"], "hierarchical_evidence": ["Understanding data requires content, context, and applicability information", "Data understandability encompasses multiple informational dimensions"], "taxonomic_reasoning": "Understandability components grouped based on information comprehension requirements"}, {"id": "make_data_linked", "name": "Make Data Linked", "definition": "Principle ensuring data relationships and connections", "parent_concepts": ["vaultis_principles"], "child_concepts": ["data_elements", "innate_relationships"], "confidence_score": 0.95, "entity_id": "E-ef6e4cc8cdb4", "transformation_logs": [{"id": "transform_make_dat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.214732Z", "completed_at": "2025-12-03T15:29:39.214737Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 1813, "end_index": 1829, "surrounding_text": "Goal: Make Data Linked .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.929903Z"}], "source_entity_names": ["Make Data Linked"], "hierarchical_evidence": ["Linking data involves establishing relationships between data elements", "Data linking encompasses both explicit and innate relationships"], "taxonomic_reasoning": "Data linking components grouped based on relationship establishment and connection mechanisms"}, {"id": "make_data_trustworthy", "name": "Make Data Trustworthy", "definition": "Principle ensuring data reliability and integrity", "parent_concepts": ["vaultis_principles"], "child_concepts": ["decision_making"], "confidence_score": 0.95, "entity_id": "E-dcb75ce69814", "transformation_logs": [{"id": "transform_make_dat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.214793Z", "completed_at": "2025-12-03T15:29:39.214798Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 1957, "end_index": 1978, "surrounding_text": "Goal: Make Data Trustworthy .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.929995Z"}], "source_entity_names": ["Make Data Trustworthy"], "hierarchical_evidence": ["Trustworthy data supports reliable decision-making", "Data trustworthiness is essential for decision processes"], "taxonomic_reasoning": "Trustworthiness principle linked to decision-making as primary application context"}, {"id": "make_data_interoperable", "name": "Make Data Interoperable", "definition": "Principle ensuring data compatibility and integration", "parent_concepts": ["vaultis_principles"], "confidence_score": 0.95, "entity_id": "E-32e62d7eeab6", "transformation_logs": [{"id": "transform_make_dat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.214843Z", "completed_at": "2025-12-03T15:29:39.214849Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2097, "end_index": 2120, "surrounding_text": "Goal: Make Data Interoperable .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930093Z"}], "source_entity_names": ["Make Data Interoperable"], "hierarchical_evidence": ["Data interoperability requires common representation standards", "Interoperability enables data exchange across systems"], "taxonomic_reasoning": "Interoperability principle includes common representation as implementation mechanism"}, {"id": "make_data_secure", "name": "Make Data Secure", "definition": "Principle ensuring data protection and security", "parent_concepts": ["vaultis_principles"], "child_concepts": ["unauthorized_use", "manipulation", "adversaries"], "confidence_score": 0.95, "entity_id": "E-cc7a22a4d717", "transformation_logs": [{"id": "transform_make_dat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.214893Z", "completed_at": "2025-12-03T15:29:39.214898Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2238, "end_index": 2254, "surrounding_text": "Goal: Make Data Secure .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930186Z"}], "source_entity_names": ["Make Data Secure"], "hierarchical_evidence": ["Data security protects against unauthorized use and manipulation", "Security measures defend against adversarial threats"], "taxonomic_reasoning": "Security principle encompasses threat protection mechanisms and adversarial considerations"}, {"id": "organizational_structure", "name": "Organizational Structure", "definition": "Leadership roles and organizational entities responsible for data governance", "parent_concepts": ["dod_data_governance"], "child_concepts": ["governance_organizations", "implementation_framework", "organizational_entities", "stakeholder_groups", "implementation_structure", "document_structure", "leadership_roles", "department_wide_representation", "defense_organizations", "strategic_assets", "personnel_categories", "operational_units", "senior_leadership", "governance_entities", "workforce_categories", "military_components", "operational_elements", "component_organizations", "functional_offices", "data_community"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.219864Z", "completed_at": "2025-12-03T15:29:39.219884Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "hierarchical_evidence": ["Organizational structure includes talent, governance bodies, and implementation components", "DoD data strategy requires organizational support across multiple levels"], "taxonomic_reasoning": "Organizational elements grouped based on institutional structure and human resource management"}, {"id": "talent_and_culture", "name": "Talent and Culture", "definition": "Strategic focus area combining human capital and cultural development", "parent_concepts": ["workforce_development"], "child_concepts": ["decision_outcomes"], "confidence_score": 0.94, "entity_id": "E-0195403ee11d", "transformation_logs": [{"id": "transform_talent_a", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.219961Z", "completed_at": "2025-12-03T15:29:39.219967Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4063, "end_index": 4081, "surrounding_text": "Talent and Culture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833491Z"}], "source_entity_names": ["Talent and Culture"], "hierarchical_evidence": ["Talent and culture encompasses workforce development and decision-making transformation", "Cultural change supports data-informed and evidence-based approaches"], "taxonomic_reasoning": "Human capital elements grouped with cultural transformation outcomes"}, {"id": "dod_workforce", "name": "DoD Workforce", "definition": "Department of Defense personnel including military and civilian components", "parent_concepts": ["workforce_development"], "child_concepts": ["workforce_characteristics"], "confidence_score": 0.89, "entity_id": "E-a65c3d1faa39", "transformation_logs": [{"id": "transform_dod_work", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.220020Z", "completed_at": "2025-12-03T15:29:39.220025Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "GroupOfPersons", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfPersons", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4181, "end_index": 4194, "surrounding_text": "DoD workforce at its heart.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833664Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4375, "end_index": 4388, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833683Z"}], "source_entity_names": ["DoD workforce"], "hierarchical_evidence": ["DoD workforce comprises service members, civilians, and contractors", "Workforce categories represent different employment relationships within DoD"], "taxonomic_reasoning": "Personnel categories grouped under workforce based on employment classification"}, {"id": "decision_outcomes", "name": "Decision Outcomes", "definition": "Results of data-driven decision-making processes", "parent_concepts": ["talent_and_culture"], "confidence_score": 0.85, "entity_id": "E-62f3bd2fea2f", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.221431Z", "completed_at": "2025-12-03T15:29:39.221443Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1184, "end_index": 1192, "surrounding_text": "and collect data and continuously add value to best inform the decision-maker.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4992, "end_index": 5000, "surrounding_text": "exploration to enhance analyses that impact decision", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658618Z"}], "hierarchical_evidence": ["Cultural transformation produces data-informed decisions and evidence-based policies", "Decision outcomes reflect successful data strategy implementation"], "taxonomic_reasoning": "Decision-making outcomes grouped based on data-driven approach implementation"}, {"id": "governance_organizations", "name": "Governance Organizations", "definition": "Institutional bodies responsible for data governance oversight and coordination", "parent_concepts": ["organizational_structure"], "confidence_score": 0.89, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.222823Z", "completed_at": "2025-12-03T15:29:39.222832Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Governance organizations include CDO, Data Council, and community groups", "Multiple organizational levels support data governance coordination"], "taxonomic_reasoning": "Governance bodies grouped based on institutional responsibility and coordination functions"}, {"id": "implementation_framework", "name": "Implementation Framework", "definition": "Structural elements and processes for strategy execution", "parent_concepts": ["organizational_structure"], "child_concepts": ["implementation_challenges", "components", "data_strategy_implementation_plans", "architecture"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.227790Z", "completed_at": "2025-12-03T15:29:39.227807Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357483Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205813Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 3439, "end_index": 3459, "surrounding_text": "Implementation Plans .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414012Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1402, "end_index": 1429, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967557Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4682, "end_index": 4702, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255278Z"}], "source_entity_names": ["Data Strategy Implementation Plans", "Implementation Plans", "DoD Data Strategy Framework", "governance framework"], "hierarchical_evidence": ["Implementation requires components, plans, architecture, and capabilities", "Framework encompasses technical and organizational implementation elements"], "taxonomic_reasoning": "Implementation elements grouped based on execution support and structural requirements"}, {"id": "implementation_challenges", "name": "Implementation Challenges", "definition": "Obstacles and problem-solving approaches in strategy execution", "parent_concepts": ["implementation_framework"], "child_concepts": ["challenges", "solutions"], "confidence_score": 0.83, "entity_id": "E-7e73a810ecb5", "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.229227Z", "completed_at": "2025-12-03T15:29:39.229242Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}], "hierarchical_evidence": ["Implementation involves identifying challenges and developing solutions", "Problem-solving approach addresses implementation obstacles"], "taxonomic_reasoning": "Challenge-solution pairing grouped based on problem-solving relationship"}, {"id": "principles", "name": "Principles", "definition": "Fundamental guidelines governing data management approaches", "parent_concepts": ["governance_components"], "confidence_score": 0.9, "entity_id": "E-1b59686b78a4", "transformation_logs": [{"id": "transform_principl", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.229304Z", "completed_at": "2025-12-03T15:29:39.229311Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}], "source_entity_names": ["principles"], "hierarchical_evidence": ["Principles provide foundational guidance for governance"], "taxonomic_reasoning": "Foundational governance element"}, {"id": "policies", "name": "Policies", "definition": "Governance policies and procedures for data management", "parent_concepts": ["strategic_framework"], "confidence_score": 0.82, "entity_id": "E-df216e2e1ae2", "transformation_logs": [{"id": "transform_policies", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.229361Z", "completed_at": "2025-12-03T15:29:39.229367Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1480, "end_index": 1488, "surrounding_text": "governance community will use the insights from this effort to inform their policies on issues such", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.589815Z"}], "source_entity_names": ["policies"], "hierarchical_evidence": ["Policies establish formal governance rules"], "taxonomic_reasoning": "Regulatory governance element"}, {"id": "processes", "name": "Processes", "definition": "Operational processes supporting data management activities", "parent_concepts": ["data_operations"], "confidence_score": 0.86, "entity_id": "E-d02aebcaed71", "transformation_logs": [{"id": "transform_processe", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.229418Z", "completed_at": "2025-12-03T15:29:39.229424Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}], "source_entity_names": ["processes"], "hierarchical_evidence": ["Processes define systematic governance procedures"], "taxonomic_reasoning": "Procedural governance element"}, {"id": "frameworks", "name": "Frameworks", "definition": "Structural models for organizing governance activities", "parent_concepts": ["governance_components"], "confidence_score": 0.87, "entity_id": "E-c53847873484", "transformation_logs": [{"id": "transform_framewor", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.229468Z", "completed_at": "2025-12-03T15:29:39.229473Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}], "source_entity_names": ["frameworks"], "hierarchical_evidence": ["Frameworks provide structural organization for governance"], "taxonomic_reasoning": "Structural governance element"}, {"id": "standards", "name": "Standards", "definition": "Technical and procedural specifications for data management", "parent_concepts": ["governance_components"], "confidence_score": 0.89, "entity_id": "E-2f76528a1e78", "transformation_logs": [{"id": "transform_standard", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.229527Z", "completed_at": "2025-12-03T15:29:39.229532Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}], "source_entity_names": ["standards"], "hierarchical_evidence": ["Standards define technical specifications for governance"], "taxonomic_reasoning": "Technical governance element"}, {"id": "data_assets", "name": "Data Assets", "definition": "Digital and data resources managed within DoD operations", "parent_concepts": ["data_operations"], "child_concepts": ["asset_classification"], "confidence_score": 0.88, "entity_id": "E-c31585d81535", "transformation_logs": [{"id": "transform_data_ass", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.229578Z", "completed_at": "2025-12-03T15:29:39.229583Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 486, "end_index": 497, "surrounding_text": "semantic metadata with data assets.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3566, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106363Z"}], "source_entity_names": ["data assets"], "hierarchical_evidence": ["Data assets are managed through governance framework"], "taxonomic_reasoning": "Primary resource managed by governance"}, {"id": "tools", "name": "Tools", "definition": "Software and systems supporting governance processes", "parent_concepts": ["governance_processes"], "confidence_score": 0.86, "entity_id": "E-d83e66e3bae6", "transformation_logs": [{"id": "transform_tools", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.229629Z", "completed_at": "2025-12-03T15:29:39.229634Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 933, "end_index": 938, "surrounding_text": "support efforts to provide current, decision-quality data along with a platform of tools for analysis", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.586100Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2774, "end_index": 2779, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.586141Z"}], "source_entity_names": ["tools"], "hierarchical_evidence": ["Tools support governance process execution"], "taxonomic_reasoning": "Technical support for governance processes"}, {"id": "metrics", "name": "Metrics", "definition": "Measurement systems for governance effectiveness", "parent_concepts": ["governance_processes"], "confidence_score": 0.87, "entity_id": "E-edfc72832486", "transformation_logs": [{"id": "transform_metrics", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.229679Z", "completed_at": "2025-12-03T15:29:39.229684Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "MeasurementInformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MeasurementInformationContentEntity", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3061, "end_index": 3068, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909141Z"}], "source_entity_names": ["metrics"], "hierarchical_evidence": ["Metrics measure governance process effectiveness"], "taxonomic_reasoning": "Measurement component of governance processes"}, {"id": "oversight", "name": "Oversight", "definition": "Supervisory activities ensuring governance compliance", "parent_concepts": ["governance_processes"], "confidence_score": 0.88, "entity_id": "E-62cc48933673", "transformation_logs": [{"id": "transform_oversigh", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.229726Z", "completed_at": "2025-12-03T15:29:39.229731Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3074, "end_index": 3083, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909240Z"}], "source_entity_names": ["oversight"], "hierarchical_evidence": ["Oversight ensures governance process compliance"], "taxonomic_reasoning": "Supervisory component of governance processes"}, {"id": "make_data_accessible", "name": "Make Data Accessible", "definition": "Principle ensuring data availability to authorized users", "parent_concepts": ["vaultis_principles"], "confidence_score": 0.95, "entity_id": "E-3c35c9de700d", "transformation_logs": [{"id": "transform_make_dat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.229791Z", "completed_at": "2025-12-03T15:29:39.229797Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2986, "end_index": 3006, "surrounding_text": "Goal: Make Data Accessible", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975634Z"}], "source_entity_names": ["Make Data Accessible"], "hierarchical_evidence": ["Accessibility is a core VAULTIS principle"], "taxonomic_reasoning": "Individual VAULTIS principle component"}, {"id": "consumers", "name": "Consumers", "definition": "Users who discover and utilize data resources", "parent_concepts": ["make_data_visible"], "confidence_score": 0.85, "entity_id": "E-d847a68a4627", "transformation_logs": [{"id": "transform_consumer", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.229853Z", "completed_at": "2025-12-03T15:29:39.229858Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Agent", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Agent", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1096, "end_index": 1105, "surrounding_text": "\uf0b7 Visible \u2013 Consumers can locate the needed data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969652Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1150, "end_index": 1159, "surrounding_text": "\uf0b7 Accessible \u2013 Consumers can retrieve the data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1203, "end_index": 1212, "surrounding_text": "\uf0b7 Understandable \u2013 Consumers can find descriptions of data to recognize the content,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969685Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1310, "end_index": 1319, "surrounding_text": "\uf0b7 Linked \u2013 Consumers can exploit complementary data elements through innate", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969702Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1408, "end_index": 1417, "surrounding_text": "\uf0b7 Trustworthy \u2013 Consumers can be confident in all aspects of data for decision-making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969718Z"}], "source_entity_names": ["Consumers"], "hierarchical_evidence": ["Consumers benefit from data visibility"], "taxonomic_reasoning": "Target beneficiary of visibility principle"}, {"id": "content", "name": "Content", "definition": "Substantive information within data resources", "parent_concepts": ["make_data_understandable"], "confidence_score": 0.84, "entity_id": "E-78903c1496cc", "transformation_logs": [{"id": "transform_content", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.229903Z", "completed_at": "2025-12-03T15:29:39.229909Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4990, "end_index": 4997, "surrounding_text": "Objective 4: Classification and control markings are defined and implemented; content an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.117234Z"}], "source_entity_names": ["content"], "hierarchical_evidence": ["Content contributes to data understandability"], "taxonomic_reasoning": "Information component for understanding"}, {"id": "context", "name": "Context", "definition": "Situational information surrounding data content", "parent_concepts": ["make_data_understandable"], "confidence_score": 0.86, "entity_id": "E-a011c723544c", "transformation_logs": [{"id": "transform_context", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.229953Z", "completed_at": "2025-12-03T15:29:39.229958Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}], "source_entity_names": ["context"], "hierarchical_evidence": ["Context enhances data understandability"], "taxonomic_reasoning": "Contextual component for understanding"}, {"id": "applicability", "name": "Applicability", "definition": "Relevance and use case information for data", "parent_concepts": ["make_data_understandable"], "confidence_score": 0.83, "entity_id": "E-78a0eb07aad4", "transformation_logs": [{"id": "transform_applicab", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.229999Z", "completed_at": "2025-12-03T15:29:39.230004Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3697, "end_index": 3710, "surrounding_text": "applicability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911241Z"}], "source_entity_names": ["applicability"], "hierarchical_evidence": ["Applicability supports data understandability"], "taxonomic_reasoning": "Usage component for understanding"}, {"id": "data_elements", "name": "Data Elements", "definition": "Individual components of data that can be linked", "parent_concepts": ["make_data_linked"], "confidence_score": 0.87, "entity_id": "E-7a2aacdfaa50", "transformation_logs": [{"id": "transform_data_ele", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.230047Z", "completed_at": "2025-12-03T15:29:39.230051Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 513, "end_index": 526, "surrounding_text": "Objective 3: Data elements are aligned into a comprehensive data dictionary with a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106449Z"}], "source_entity_names": ["data elements"], "hierarchical_evidence": ["Data elements are connected through linking"], "taxonomic_reasoning": "Basic unit for data linking"}, {"id": "relationships", "name": "Relationships", "definition": "Connections and associations between data elements and entities", "parent_concepts": ["data_analytics_systems"], "confidence_score": 0.88, "entity_id": "E-6dd5941cfba8", "transformation_logs": [{"id": "transform_relation", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.230093Z", "completed_at": "2025-12-03T15:29:39.230097Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1281, "end_index": 1294, "surrounding_text": "Data-driven decision-making requires DoD data to be linked such that relationships and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108534Z"}], "source_entity_names": ["relationships"], "hierarchical_evidence": ["Relationships connect data elements"], "taxonomic_reasoning": "Connection mechanism for data linking"}, {"id": "innate_relationships", "name": "Innate Relationships", "definition": "Natural or inherent connections between data elements", "parent_concepts": ["make_data_linked"], "confidence_score": 0.82, "entity_id": "E-75e8f677cb0f", "transformation_logs": [{"id": "transform_innate_r", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.230139Z", "completed_at": "2025-12-03T15:29:39.230144Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 20, "surrounding_text": "...innate relationships...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204211Z"}], "source_entity_names": ["innate relationships"], "hierarchical_evidence": ["Innate relationships represent natural data connections"], "taxonomic_reasoning": "Natural connection type for data linking"}, {"id": "decision_making", "name": "Decision Making", "definition": "Process of making choices based on trustworthy data", "parent_concepts": ["make_data_trustworthy"], "confidence_score": 0.89, "entity_id": "E-2f4ad43a426b", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.230185Z", "completed_at": "2025-12-03T15:29:39.230190Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}], "source_entity_names": ["decision making"], "hierarchical_evidence": ["Trustworthy data supports decision-making"], "taxonomic_reasoning": "Primary application of trustworthy data"}, {"id": "common_representation", "name": "Common Representation", "definition": "Standardized formats and structures enabling data interoperability", "parent_concepts": ["data_interoperable"], "confidence_score": 0.9, "entity_id": "E-eefef67232cb", "transformation_logs": [{"id": "transform_common_r", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.230233Z", "completed_at": "2025-12-03T15:29:39.230238Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3952, "end_index": 3973, "surrounding_text": ") Make Data Interoperable \u2013 Consumers have a common representation/", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911620Z"}], "source_entity_names": ["common representation"], "hierarchical_evidence": ["Common representation enables interoperability"], "taxonomic_reasoning": "Technical mechanism for interoperability"}, {"id": "unauthorized_use", "name": "Unauthorized Use", "definition": "Improper access or utilization of data resources", "parent_concepts": ["make_data_secure"], "confidence_score": 0.87, "entity_id": "E-ccea2236b848", "transformation_logs": [{"id": "transform_unauthor", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.230278Z", "completed_at": "2025-12-03T15:29:39.230282Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "end_index": 16, "surrounding_text": "...unauthorized use...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911823Z"}], "source_entity_names": ["unauthorized use"], "hierarchical_evidence": ["Security protects against unauthorized use"], "taxonomic_reasoning": "Security threat to be prevented"}, {"id": "manipulation", "name": "Manipulation", "definition": "Unauthorized alteration or corruption of data", "parent_concepts": ["make_data_secure"], "confidence_score": 0.88, "entity_id": "E-c27037b817a6", "transformation_logs": [{"id": "transform_manipula", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.230323Z", "completed_at": "2025-12-03T15:29:39.230328Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4084, "end_index": 4096, "surrounding_text": "use/manipulation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911914Z"}], "source_entity_names": ["manipulation"], "hierarchical_evidence": ["Security prevents data manipulation"], "taxonomic_reasoning": "Security threat to be prevented"}, {"id": "adversaries", "name": "Adversaries", "definition": "Hostile actors threatening data security", "parent_concepts": ["make_data_secure"], "confidence_score": 0.89, "entity_id": "E-bdc982067b87", "transformation_logs": [{"id": "transform_adversar", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.230369Z", "completed_at": "2025-12-03T15:29:39.230373Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Agent", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Agent", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1821, "end_index": 1832, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.830046Z"}], "source_entity_names": ["adversaries"], "hierarchical_evidence": ["Security protects against adversaries"], "taxonomic_reasoning": "Security threat source"}, {"id": "service_members", "name": "Service Members", "definition": "Military personnel serving in defense organizations", "parent_concepts": ["personnel_categories"], "confidence_score": 0.92, "entity_id": "E-b40d4a472908", "transformation_logs": [{"id": "transform_service_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.230415Z", "completed_at": "2025-12-03T15:29:39.230420Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1939, "end_index": 1954, "surrounding_text": "DoD data requires trust to deliver the needed value to its Service members, civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109410Z"}], "source_entity_names": ["Service members"], "hierarchical_evidence": ["Service members are part of DoD workforce"], "taxonomic_reasoning": "Military personnel category"}, {"id": "civilians", "name": "Civilians", "definition": "Non-military personnel working in defense organizations", "parent_concepts": ["personnel_categories"], "confidence_score": 0.92, "entity_id": "E-70816eb088bb", "transformation_logs": [{"id": "transform_civilian", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.230460Z", "completed_at": "2025-12-03T15:29:39.230465Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1956, "end_index": 1965, "surrounding_text": "DoD data requires trust to deliver the needed value to its Service members, civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109504Z"}], "source_entity_names": ["civilians"], "hierarchical_evidence": ["Civilians are part of DoD workforce"], "taxonomic_reasoning": "Civilian personnel category"}, {"id": "contractors", "name": "Contractors", "definition": "External personnel providing services under contract to DoD", "parent_concepts": ["personnel_categories"], "confidence_score": 0.73, "entity_id": "E-63b0ca813567", "transformation_logs": [{"id": "transform_contract", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.73, "reasoning": "LLM-generated hierarchy with confidence 0.730", "started_at": "2025-12-03T15:29:39.230507Z", "completed_at": "2025-12-03T15:29:39.230512Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Agent", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Agent", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 31, "end_index": 42, "surrounding_text": "ervice members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.966597Z"}], "source_entity_names": ["contractors"], "hierarchical_evidence": ["Contractors are part of DoD workforce"], "taxonomic_reasoning": "Contract personnel category"}, {"id": "data_informed_decisions", "name": "Data Informed Decisions", "definition": "Decision-making processes based on data analysis and insights", "parent_concepts": ["decision_making_culture"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_data_inf", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.235841Z", "completed_at": "2025-12-03T15:29:39.235863Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Data-informed decisions are component of decision-making culture"], "taxonomic_reasoning": "Specific decision-making approach within broader cultural transformation"}, {"id": "evidence_based_policies", "name": "Evidence Based Policies", "definition": "Policy development grounded in empirical evidence and data analysis", "parent_concepts": ["decision_making_culture"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_evidence", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.241513Z", "completed_at": "2025-12-03T15:29:39.241540Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3641, "end_index": 3649, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354203Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3994, "end_index": 4002, "surrounding_text": "make data-informed decisions, create evidence-based policies, and implement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354220Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3979, "end_index": 4002, "surrounding_text": "make data-informed decisions, create evidence-based policies, and implement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.355388Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4786, "end_index": 4794, "surrounding_text": "policies, standards, and practices.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417638Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 24, "surrounding_text": "...data management policies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965497Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 386, "end_index": 394, "surrounding_text": "policies, standards, and practices.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972199Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 2582, "end_index": 2590, "surrounding_text": "our developing force while establishing policies to ensure that data talent is cultivated.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972220Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 3529, "end_index": 3537, "surrounding_text": "The development and execution of plans, policies, programs, and practices that acquire, control, protect, and enhance the value of data assets", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972242Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4973, "end_index": 4981, "surrounding_text": "Data stewards establish policies", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972256Z"}], "source_entity_names": ["policies", "evidence-based policies", "data management policies"], "hierarchical_evidence": ["Evidence-based policies are component of decision-making culture"], "taxonomic_reasoning": "Policy development approach within decision-making cultural transformation"}, {"id": "dod_cdo", "name": "DoD Chief Data Officer", "definition": "Department of Defense Chief Data Officer", "parent_concepts": ["governance_entities"], "confidence_score": 0.94, "entity_id": "E-bc4bbfa1ec8b", "transformation_logs": [{"id": "transform_dod_cdo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.241641Z", "completed_at": "2025-12-03T15:29:39.241651Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3973, "end_index": 3995, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654844Z"}], "source_entity_names": ["DoD Chief Data Officer"], "hierarchical_evidence": ["DoD CDO is primary governance entity for data strategy"], "taxonomic_reasoning": "CDO represents senior governance authority"}, {"id": "dod_data_council", "name": "DoD Data Council", "definition": "Department of Defense Data Council", "parent_concepts": ["governance_entities"], "confidence_score": 0.92, "entity_id": "E-9e316f71cafa", "transformation_logs": [{"id": "transform_dod_data", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.241723Z", "completed_at": "2025-12-03T15:29:39.241731Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4238, "end_index": 4254, "surrounding_text": "Strategy Implementation Plans, overseen by the DoD CDO and DoD Data Council.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912200Z"}], "source_entity_names": ["DoD Data Council"], "hierarchical_evidence": ["DoD Data Council coordinates governance activities"], "taxonomic_reasoning": "Governance coordination body"}, {"id": "data_governance_community", "name": "Data Governance Community", "definition": "Community focused on data governance activities", "parent_concepts": ["stakeholder_communities"], "confidence_score": 0.9, "entity_id": "E-6ff06d7b222d", "transformation_logs": [{"id": "transform_data_gov", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.241818Z", "completed_at": "2025-12-03T15:29:39.241827Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "end_index": 25, "surrounding_text": "...data governance community...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.589481Z"}], "source_entity_names": ["data governance community"], "hierarchical_evidence": ["Data governance community supports organizational structure"], "taxonomic_reasoning": "Professional governance network"}, {"id": "user_communities", "name": "User Communities", "definition": "Communities of data users and consumers", "parent_concepts": ["stakeholder_communities"], "confidence_score": 0.88, "entity_id": "E-0c18a865dbfb", "transformation_logs": [{"id": "transform_user_com", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.241897Z", "completed_at": "2025-12-03T15:29:39.241906Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4291, "end_index": 4307, "surrounding_text": "data governance community and user communities will continue to partner to identify", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912395Z"}], "source_entity_names": ["user communities"], "hierarchical_evidence": ["User communities participate in governance organization"], "taxonomic_reasoning": "User-focused governance group"}, {"id": "components", "name": "Components", "definition": "Organizational units implementing data strategy", "parent_concepts": ["implementation_framework"], "confidence_score": 0.88, "entity_id": "E-13b77129a80d", "transformation_logs": [{"id": "transform_componen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.241975Z", "completed_at": "2025-12-03T15:29:39.241983Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}], "source_entity_names": ["Components"], "hierarchical_evidence": ["Components implement data strategy framework"], "taxonomic_reasoning": "Implementation organizational unit"}, {"id": "data_strategy_implementation_plans", "name": "Data Strategy Implementation Plans", "definition": "Detailed plans for executing data strategy initiatives", "parent_concepts": ["implementation_framework"], "confidence_score": 0.9, "entity_id": "E-145cf8e87825", "transformation_logs": [{"id": "transform_data_str", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.242051Z", "completed_at": "2025-12-03T15:29:39.242059Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1890, "end_index": 1924, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.592132Z"}], "source_entity_names": ["Data Strategy Implementation Plans"], "hierarchical_evidence": ["Implementation plans guide strategy execution"], "taxonomic_reasoning": "Strategic execution planning"}, {"id": "enterprise_cloud", "name": "Enterprise Cloud", "definition": "Cloud computing infrastructure providing scalable and secure computing resources", "parent_concepts": ["technology_infrastructure"], "confidence_score": 0.92, "entity_id": "E-ea91caf5fac3", "transformation_logs": [{"id": "transform_enterpri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.242123Z", "completed_at": "2025-12-03T15:29:39.242130Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1715, "end_index": 1731, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829859Z"}], "source_entity_names": ["enterprise cloud"], "hierarchical_evidence": ["Enterprise cloud supports implementation framework"], "taxonomic_reasoning": "Technical infrastructure component"}, {"id": "architecture", "name": "Architecture", "definition": "Technical design framework for data systems", "parent_concepts": ["implementation_framework"], "confidence_score": 0.89, "entity_id": "E-3f3b36ee6ae1", "transformation_logs": [{"id": "transform_architec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.242208Z", "completed_at": "2025-12-03T15:29:39.242216Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}], "source_entity_names": ["Architecture"], "hierarchical_evidence": ["Architecture provides implementation framework structure"], "taxonomic_reasoning": "Technical design component"}, {"id": "essential_capabilities", "name": "Essential Capabilities", "definition": "Critical capabilities required for successful data strategy implementation", "parent_concepts": ["strategic_elements"], "child_concepts": ["architecture_capability", "standards_capability", "governance_capability", "talent_culture_capability"], "confidence_score": 0.9, "entity_id": "E-47c98c80e25d", "transformation_logs": [{"id": "transform_essentia", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.242280Z", "completed_at": "2025-12-03T15:29:39.242287Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1171, "end_index": 1193, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829174Z"}], "source_entity_names": ["Essential Capabilities"], "hierarchical_evidence": ["Essential capabilities support implementation framework"], "taxonomic_reasoning": "Critical functional requirement"}, {"id": "challenges", "name": "Challenges", "definition": "Obstacles and difficulties in strategy implementation", "parent_concepts": ["implementation_challenges"], "confidence_score": 0.85, "entity_id": "E-7e73a810ecb5", "transformation_logs": [{"id": "transform_challeng", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.242347Z", "completed_at": "2025-12-03T15:29:39.242355Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}], "source_entity_names": ["challenges"], "hierarchical_evidence": ["Challenges represent implementation obstacles"], "taxonomic_reasoning": "Implementation obstacle identification"}, {"id": "solutions", "name": "Solutions", "definition": "Approaches and methods for addressing implementation challenges", "parent_concepts": ["implementation_challenges"], "confidence_score": 0.86, "entity_id": "E-e13e6b64b390", "transformation_logs": [{"id": "transform_solution", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.242422Z", "completed_at": "2025-12-03T15:29:39.242429Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2164, "end_index": 2173, "surrounding_text": ") Design for Compliance \u2013 DoD must implement IT solutions that provide an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912585Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4366, "end_index": 4375, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912605Z"}], "source_entity_names": ["solutions"], "hierarchical_evidence": ["Solutions address implementation challenges"], "taxonomic_reasoning": "Problem resolution approach"}, {"id": "dod_data_strategy_framework", "name": "DoD Data Strategy Framework", "definition": "Comprehensive framework for Department of Defense data strategy implementation and governance", "parent_concepts": ["defense_data_systems"], "child_concepts": ["data_principles", "implementation_components", "compliance_security", "critical_success_factor", "strategic_planning_components", "implementation_infrastructure", "strategic_foundations"], "confidence_score": 0.98, "entity_id": "E-66fff5a72461", "transformation_logs": [{"id": "transform_dod_data", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.98, "reasoning": "LLM-generated hierarchy with confidence 0.980", "started_at": "2025-12-03T15:29:39.242496Z", "completed_at": "2025-12-03T15:29:39.242504Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}], "source_entity_names": ["DoD Data Strategy Framework"], "hierarchical_evidence": ["DoD Data Strategy encompasses principles, governance, and implementation", "Strategy includes multiple components and implementation plans"], "taxonomic_reasoning": "Root concept encompassing all data strategy elements based on strategic document structure and organizational hierarchy"}, {"id": "defense_mission_context", "name": "Defense Mission Context", "definition": "Strategic and operational context for Department of Defense missions and capabilities", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["strategic_environment", "defense_capabilities"], "confidence_score": 0.93, "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.248975Z", "completed_at": "2025-12-03T15:29:39.249004Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 337, "end_index": 362, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348237Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 409, "end_index": 434, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348255Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3032, "end_index": 3053, "surrounding_text": "Department of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4304, "end_index": 4311, "surrounding_text": ") Make Data Understandable \u2013 Consumers can recognize the content, context, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.356224Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 902, "end_index": 923, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207181Z"}], "source_entity_names": ["National Defense Strategy", "Department of Defense", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "context"], "hierarchical_evidence": ["DoD mission encompasses strategic environment and military operations", "Defense capabilities support mission execution"], "taxonomic_reasoning": "Organizational context grouping mission-related concepts under defense umbrella"}, {"id": "stakeholder_ecosystem", "name": "Stakeholder Ecosystem", "definition": "Network of stakeholders, users, and communities involved in data strategy implementation", "parent_concepts": ["defense_organizational_structures"], "child_concepts": ["organizational_stakeholders"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_stakehol", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.254256Z", "completed_at": "2025-12-03T15:29:39.254283Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1003, "end_index": 1023, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.699437Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...stakeholder representation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833030Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4782, "end_index": 4802, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834953Z"}], "source_entity_names": ["supportive ecosystem", "stakeholder representation"], "hierarchical_evidence": ["Data stakeholders include various organizational and user communities", "Ecosystem includes internal and external partners"], "taxonomic_reasoning": "Stakeholder grouping based on organizational relationships and data interaction patterns"}, {"id": "data_principles", "name": "Data Principles", "definition": "Core principles for data management and utilization within DoD", "parent_concepts": ["dod_data_strategy_framework"], "child_concepts": ["data_secure", "data_visibility", "data_accessibility", "data_security_interoperability"], "confidence_score": 0.95, "entity_id": "E-45cf8ac7c77d", "transformation_logs": [{"id": "transform_data_pri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.254364Z", "completed_at": "2025-12-03T15:29:39.254370Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}], "source_entity_names": ["data principles"], "hierarchical_evidence": ["Data principles include trustworthy, interoperable, and secure data", "Core data quality attributes form foundational principles"], "taxonomic_reasoning": "Grouped data quality attributes as fundamental principles based on strategic importance"}, {"id": "governance_structure", "name": "Governance Structure", "definition": "Organizational entities responsible for data strategy oversight and coordination", "parent_concepts": ["strategic_planning_components"], "confidence_score": 0.88, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.255818Z", "completed_at": "2025-12-03T15:29:39.255829Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["DoD CDO leads data governance structure", "Data Council and governance community provide organizational oversight"], "taxonomic_reasoning": "Hierarchical governance structure based on organizational authority and responsibility"}, {"id": "implementation_components", "name": "Implementation Components", "definition": "Strategic and tactical components for data strategy implementation", "parent_concepts": ["dod_data_strategy_framework"], "child_concepts": ["strategic_implementation", "operational_implementation", "support_elements"], "confidence_score": 0.87, "entity_id": "E-13b77129a80d", "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.257209Z", "completed_at": "2025-12-03T15:29:39.257220Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}], "hierarchical_evidence": ["Implementation includes strategic plans and operational solutions", "Support elements include best practices and guidance"], "taxonomic_reasoning": "Implementation hierarchy based on strategic-to-tactical progression and support structure"}, {"id": "data_trustworthy", "name": "Data Trustworthy", "definition": "Assessment and validation of data trustworthiness and credibility", "parent_concepts": ["data_quality_management"], "child_concepts": ["decision_making_support"], "confidence_score": 0.88, "entity_id": "E-6bea676c64db", "transformation_logs": [{"id": "transform_data_tru", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.257280Z", "completed_at": "2025-12-03T15:29:39.257286Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2483, "end_index": 2499, "surrounding_text": "Goal: Make Data Trustworthy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.010272Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2784, "end_index": 2800, "surrounding_text": "DoD will know it has made progress toward making data trustworthy when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.010288Z"}], "source_entity_names": ["Data Trustworthy"], "hierarchical_evidence": ["Trustworthy data supports decision-making processes", "Data quality ensures trustworthiness"], "taxonomic_reasoning": "Trustworthy data principle encompasses decision support and quality assurance"}, {"id": "data_interoperable", "name": "Data Interoperable", "definition": "Capability for data systems to work together and exchange information", "parent_concepts": ["data_integration_systems"], "child_concepts": ["common_representation", "data_comprehension"], "confidence_score": 0.88, "entity_id": "E-37e050754a13", "transformation_logs": [{"id": "transform_data_int", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.257338Z", "completed_at": "2025-12-03T15:29:39.257365Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3409, "end_index": 3427, "surrounding_text": "Goal: Make Data Interoperable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012001Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3855, "end_index": 3873, "surrounding_text": "DoD will know it has made progress toward making data interoperable when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012024Z"}], "source_entity_names": ["Data Interoperable"], "hierarchical_evidence": ["Interoperable data requires common representation", "Data comprehension enables interoperability"], "taxonomic_reasoning": "Interoperability principle includes representation standards and comprehension mechanisms"}, {"id": "data_secure", "name": "Data Secure", "definition": "Principle ensuring data protection from unauthorized access and manipulation", "parent_concepts": ["data_principles"], "child_concepts": ["unauthorized_use_prevention", "data_manipulation_protection"], "confidence_score": 0.93, "entity_id": "E-018066083403", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.257434Z", "completed_at": "2025-12-03T15:29:39.257442Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 4548, "end_index": 4559, "surrounding_text": "Goal: Make Data Secure", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.014096Z"}], "source_entity_names": ["Data Secure"], "hierarchical_evidence": ["Secure data prevents unauthorized use", "Data security includes protection from manipulation"], "taxonomic_reasoning": "Security principle encompasses access control and data integrity protection"}, {"id": "strategic_environment", "name": "Strategic Environment", "definition": "External factors and entities affecting defense operations and decision-making", "parent_concepts": ["defense_mission_context"], "child_concepts": ["competitive_landscape", "partnerships"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.262590Z", "completed_at": "2025-12-03T15:29:39.262616Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatialRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000006", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4002, "end_index": 4027, "surrounding_text": "Data is a Strategic Asset", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972996Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "Data is a Strategic Asset"], "hierarchical_evidence": ["Strategic environment includes great power competition", "Strategic opportunities and challenges shape security context"], "taxonomic_reasoning": "Strategic environment encompasses competitive dynamics and opportunity/challenge assessment"}, {"id": "defense_capabilities", "name": "Defense Capabilities", "definition": "Military capabilities and assets supporting defense mission accomplishment", "parent_concepts": ["defense_mission_context"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.267586Z", "completed_at": "2025-12-03T15:29:39.267606Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 337, "end_index": 362, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348237Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 409, "end_index": 434, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348255Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3032, "end_index": 3053, "surrounding_text": "Department of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 902, "end_index": 923, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207181Z"}], "source_entity_names": ["National Defense Strategy", "Department of Defense", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "Essential Capabilities"], "hierarchical_evidence": ["Defense capabilities include DoD and Joint Force capabilities", "Strategic assets support capability development"], "taxonomic_reasoning": "Capabilities hierarchy based on organizational scope and strategic value"}, {"id": "organizational_stakeholders", "name": "Organizational Stakeholders", "definition": "Personnel and entities involved in data-driven operations and decision-making", "parent_concepts": ["stakeholder_ecosystem"], "child_concepts": ["external_partners", "human_stakeholders", "management_roles", "operational_personnel", "decision_making_roles", "technical_specialists"], "confidence_score": 0.93, "entity_id": "E-855ab223feb6", "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.268998Z", "completed_at": "2025-12-03T15:29:39.269010Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}], "hierarchical_evidence": ["Organizational stakeholders include CDO and Data Council", "Department leadership provides strategic oversight"], "taxonomic_reasoning": "Internal stakeholder hierarchy based on organizational authority and data responsibility"}, {"id": "external_partners", "name": "External Partners", "definition": "External stakeholders and community partners", "parent_concepts": ["organizational_stakeholders"], "confidence_score": 0.86, "entity_id": "E-671a23cceeaf", "transformation_logs": [{"id": "transform_external", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.269067Z", "completed_at": "2025-12-03T15:29:39.269073Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 17, "surrounding_text": "...external partners...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.976199Z"}], "source_entity_names": ["external partners"], "hierarchical_evidence": ["External partners include allies and international partners", "Partners support shared security and prosperity"], "taxonomic_reasoning": "External partnership hierarchy based on alliance relationships and shared objectives"}, {"id": "decision_making_support", "name": "Decision Making Support", "definition": "Data capabilities supporting military and strategic decision-making processes", "parent_concepts": ["data_trustworthy"], "confidence_score": 0.87, "entity_id": "E-2f4ad43a426b", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.269120Z", "completed_at": "2025-12-03T15:29:39.269125Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "ServiceFunction", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/ServiceFunction", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}], "source_entity_names": ["decision making"], "hierarchical_evidence": ["Trustworthy data enables effective decision-making"], "taxonomic_reasoning": "Decision support as key outcome of trustworthy data principle"}, {"id": "data_quality_assurance", "name": "Data Quality Assurance", "definition": "Processes and standards ensuring data reliability and trustworthiness", "parent_concepts": ["data_operations"], "confidence_score": 0.92, "entity_id": "E-f97eacdbdf2f", "transformation_logs": [{"id": "transform_data_qua", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.269171Z", "completed_at": "2025-12-03T15:29:39.269177Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}], "source_entity_names": ["data quality"], "hierarchical_evidence": ["Data quality is fundamental to trustworthiness"], "taxonomic_reasoning": "Quality assurance as foundational element of data trustworthiness"}, {"id": "data_comprehension", "name": "Data Comprehension", "definition": "Mechanisms ensuring data can be understood and interpreted across different contexts", "parent_concepts": ["data_interoperable"], "confidence_score": 0.86, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_com", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.270488Z", "completed_at": "2025-12-03T15:29:39.270497Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "CognitiveFacility", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/CognitiveFacility", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data comprehension supports interoperability"], "taxonomic_reasoning": "Comprehension as cognitive aspect of data interoperability"}, {"id": "unauthorized_use_prevention", "name": "Unauthorized Use Prevention", "definition": "Security measures preventing unauthorized access and use of data", "parent_concepts": ["data_secure"], "confidence_score": 0.91, "entity_id": "E-ccea2236b848", "transformation_logs": [{"id": "transform_unauthor", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.270549Z", "completed_at": "2025-12-03T15:29:39.270554Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "SecurityFunction", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SecurityFunction", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "end_index": 16, "surrounding_text": "...unauthorized use...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911823Z"}], "source_entity_names": ["unauthorized use"], "hierarchical_evidence": ["Data security includes preventing unauthorized use"], "taxonomic_reasoning": "Access control as primary security mechanism"}, {"id": "data_manipulation_protection", "name": "Data Manipulation Protection", "definition": "Security controls protecting data integrity from unauthorized modification", "parent_concepts": ["data_secure"], "confidence_score": 0.88, "entity_id": "E-e01136aff6f8", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.270600Z", "completed_at": "2025-12-03T15:29:39.270605Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "SecurityFunction", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SecurityFunction", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}], "source_entity_names": ["data protection"], "hierarchical_evidence": ["Data security includes protection from manipulation"], "taxonomic_reasoning": "Integrity protection as key security requirement"}, {"id": "strategic_implementation", "name": "Strategic Implementation", "definition": "Processes and initiatives for operationalizing data strategy across the organization", "parent_concepts": ["implementation_components"], "child_concepts": ["strategy_operationalization"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.275723Z", "completed_at": "2025-12-03T15:29:39.275746Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "PlanExecution", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/PlanExecution", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357483Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205813Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}], "source_entity_names": ["Strategic Asset", "Data Strategy Implementation Plans", "strategic asset", "strategic opportunities"], "hierarchical_evidence": ["Strategic implementation includes way ahead and planning"], "taxonomic_reasoning": "Strategic level implementation focusing on direction and planning"}, {"id": "operational_implementation", "name": "Operational Implementation", "definition": "Practical execution and implementation of data strategies and technical solutions", "parent_concepts": ["implementation_components"], "child_concepts": ["data_processing_activities", "technical_solutions"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.280933Z", "completed_at": "2025-12-03T15:29:39.280957Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "PlanExecution", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/PlanExecution", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357483Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205813Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "Data Strategy Implementation Plans"], "hierarchical_evidence": ["Operational implementation includes solutions and management practices"], "taxonomic_reasoning": "Operational level focusing on execution and management"}, {"id": "support_elements", "name": "Support Elements", "definition": "Supporting resources and practices enabling successful implementation", "parent_concepts": ["implementation_components"], "confidence_score": 0.81, "transformation_logs": [{"id": "transform_support_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.81, "reasoning": "LLM-generated hierarchy with confidence 0.810", "started_at": "2025-12-03T15:29:39.285919Z", "completed_at": "2025-12-03T15:29:39.285940Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1191, "end_index": 1221, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4379, "end_index": 4392, "surrounding_text": ") Make Data Linked \u2013 Consumers can exploit data elements through innate", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.356550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 30, "surrounding_text": "...Senior Leader Decision Support...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213898Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 1134, "end_index": 1147, "surrounding_text": "Objective 3: Data elements are aligned into a comprehensive data dictionary with a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.008491Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "start_index": 3779, "end_index": 3809, "surrounding_text": "analytics, and senior leader decision support.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.891333Z"}], "source_entity_names": ["Senior Leader Decision Support", "data elements", "Data elements", "senior leader decision support"], "hierarchical_evidence": ["Support elements include best practices and guidance"], "taxonomic_reasoning": "Support structure providing guidance and proven practices"}, {"id": "defense_modernization_ecosystem", "name": "Defense Modernization Ecosystem", "definition": "Comprehensive framework for military digital transformation and technological advancement", "parent_concepts": ["defense_data_systems"], "child_concepts": ["technological_capabilities"], "confidence_score": 0.95, "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.291137Z", "completed_at": "2025-12-03T15:29:39.291157Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 337, "end_index": 362, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348237Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 409, "end_index": 434, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348255Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...Digital Modernization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348354Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3032, "end_index": 3053, "surrounding_text": "Department of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 902, "end_index": 923, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207181Z"}], "source_entity_names": ["National Defense Strategy", "Digital Modernization", "Department of Defense", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW"], "hierarchical_evidence": ["Digital Modernization program encompasses technological and organizational transformation", "DoD systems integrate with broader military modernization efforts"], "taxonomic_reasoning": "Root concept encompassing all defense-related modernization activities, technologies, and organizational structures"}, {"id": "organizational_entities", "name": "Organizational Entities", "definition": "Hierarchical structure of departments and organizational units", "parent_concepts": ["organizational_structure"], "child_concepts": ["military_organizations", "governmental_bodies", "dod_organization", "military_forces"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.296152Z", "completed_at": "2025-12-03T15:29:39.296172Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2182, "end_index": 2201, "surrounding_text": "for use by all authorized individuals and non-person entities through appropriate", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.351820Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3391, "end_index": 3410, "surrounding_text": "individuals and non-person entities through appropriate mechanisms.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.244755Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "end_index": 30, "surrounding_text": "...person and non-person entities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.706741Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 1561, "end_index": 1580, "surrounding_text": "for use by all authorized individuals and non-person entities through appropriate", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.906656Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2770, "end_index": 2789, "surrounding_text": "individuals and non-person entities through appropriate mechanisms.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651803Z"}], "source_entity_names": ["non-person entities", "person and non-person entities"], "hierarchical_evidence": ["Multiple organizational entities participate in defense modernization", "Military and civilian leadership coordinate modernization efforts"], "taxonomic_reasoning": "Groups all human and organizational entities involved in defense modernization under unified category"}, {"id": "military_organizations", "name": "Military Organizations", "definition": "Armed forces entities and military personnel involved in modernization", "parent_concepts": ["organizational_entities"], "child_concepts": ["military_leadership", "operational_forces"], "confidence_score": 0.9, "entity_id": "E-eed094bb04ff", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.297519Z", "completed_at": "2025-12-03T15:29:39.297529Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "MilitaryOrganization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOrganization", "foundational_confidence": 0.98, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}], "hierarchical_evidence": ["U.S. military encompasses leadership and operational personnel", "DoD leaders guide military modernization initiatives"], "taxonomic_reasoning": "Military entities organized by leadership and operational roles"}, {"id": "military_leadership", "name": "Military Leadership", "definition": "Senior military officials responsible for strategic decision-making", "parent_concepts": ["military_organizations"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.302503Z", "completed_at": "2025-12-03T15:29:39.302520Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1558, "end_index": 1576, "surrounding_text": "leveraged in a way that brings both immediate and lasting military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350529Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 958, "end_index": 973, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207545Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1458, "end_index": 1482, "surrounding_text": "of great power competition, and it will enable operators and military decision-makers to harness", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209364Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1866, "end_index": 1885, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.210496Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2433, "end_index": 2451, "surrounding_text": "whichever side can better leverage data will gain military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212272Z"}], "source_entity_names": ["military advantage", "military forces", "military decision-makers", "military operations"], "hierarchical_evidence": ["DoD leaders provide strategic guidance for modernization", "Senior military leadership oversees transformation initiatives"], "taxonomic_reasoning": "DoD leaders represent military leadership tier in organizational hierarchy"}, {"id": "operational_forces", "name": "Operational Forces", "definition": "Front-line military personnel and combat units", "parent_concepts": ["military_organizations"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.307544Z", "completed_at": "2025-12-03T15:29:39.307564Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 958, "end_index": 973, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207545Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "military forces", "operational warfighter"], "hierarchical_evidence": ["Operational warfighter represents front-line military personnel", "Fighting force encompasses operational military units"], "taxonomic_reasoning": "Groups operational military personnel under unified operational forces category"}, {"id": "governmental_bodies", "name": "Governmental Bodies", "definition": "Civilian government institutions involved in defense oversight", "parent_concepts": ["organizational_entities"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_governme", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.312658Z", "completed_at": "2025-12-03T15:29:39.312681Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GovernmentOrganization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GovernmentOrganization", "foundational_confidence": 0.96, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 3480, "end_index": 3522, "surrounding_text": "Objective 5: Warfighting and business governance bodies make decisions based on live", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.708422Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "start_index": 2955, "end_index": 2972, "surrounding_text": "working closely with the appropriate governance bodies, members of the CDO Council must also", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.889467Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 29, "surrounding_text": "...warfighting governance bodies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.971071Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2875, "end_index": 2901, "surrounding_text": "Objective 5: Warfighting and business governance bodies make decisions based on live", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.971163Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2334, "end_index": 2351, "surrounding_text": "working closely with the appropriate governance bodies, members of the CDO Council must also", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582285Z"}], "source_entity_names": ["Warfighting and business governance bodies", "governance bodies", "warfighting governance bodies", "business governance bodies"], "hierarchical_evidence": ["U.S. Congress provides oversight and funding for defense modernization", "Congressional involvement in defense transformation initiatives"], "taxonomic_reasoning": "U.S. Congress represents governmental oversight body in defense modernization"}, {"id": "stakeholder_groups", "name": "Stakeholder Groups", "definition": "Groups with interests in data governance outcomes", "parent_concepts": ["organizational_structure"], "child_concepts": ["international_partners", "domestic_stakeholders", "american_people", "data_stewards"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_stakehol", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.317577Z", "completed_at": "2025-12-03T15:29:39.317597Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfPersons", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfPersons", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...stakeholder representation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833030Z"}], "source_entity_names": ["stakeholder representation"], "hierarchical_evidence": ["American people are stakeholders in defense modernization outcomes", "World leaders and adversaries represent external stakeholder considerations"], "taxonomic_reasoning": "Groups various stakeholder constituencies under unified category"}, {"id": "technological_capabilities", "name": "Technological Capabilities", "definition": "Advanced technologies and systems enabling military modernization", "parent_concepts": ["defense_modernization_ecosystem"], "child_concepts": ["emerging_technologies", "digital_infrastructure_systems", "data_management_capabilities", "military_systems"], "confidence_score": 0.94, "transformation_logs": [{"id": "transform_technolo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.322530Z", "completed_at": "2025-12-03T15:29:39.322551Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2713, "end_index": 2735, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 1089, "end_index": 1111, "surrounding_text": "Essential Capabilities .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.412341Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4675, "end_index": 4696, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417450Z"}], "source_entity_names": ["Essential Capabilities", "DoD capabilities", "essential capabilities", "advanced capabilities"], "hierarchical_evidence": ["New technologies drive military modernization capabilities", "AI and automation represent key technological enablers"], "taxonomic_reasoning": "Comprehensive category for all technological capabilities supporting defense modernization"}, {"id": "emerging_technologies", "name": "Emerging Technologies", "definition": "Cutting-edge technologies transforming military capabilities", "parent_concepts": ["technological_capabilities"], "child_concepts": ["automation_technologies", "advanced_connectivity"], "confidence_score": 0.91, "entity_id": "E-2d17ef722e7d", "transformation_logs": [{"id": "transform_emerging", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.323917Z", "completed_at": "2025-12-03T15:29:39.323926Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3917, "end_index": 3929, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692625Z"}], "hierarchical_evidence": ["AI and automation represent emerging technology categories", "5G-enabled devices provide advanced connectivity capabilities"], "taxonomic_reasoning": "Groups cutting-edge technologies under emerging technology category"}, {"id": "automation_technologies", "name": "Automation Technologies", "definition": "Systems enabling automated processes and operations", "parent_concepts": ["emerging_technologies"], "confidence_score": 0.86, "entity_id": "E-6be95fe91ef0", "transformation_logs": [{"id": "transform_automati", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.325216Z", "completed_at": "2025-12-03T15:29:39.325225Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1411, "end_index": 1421, "surrounding_text": "Modernization program - from automation to Artificial Intelligence (Al) to 5G-enabled edge", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532135Z"}], "hierarchical_evidence": ["Automation technologies enable process optimization", "Automated systems support operational efficiency"], "taxonomic_reasoning": "Automation represents distinct emerging technology category"}, {"id": "advanced_connectivity", "name": "Advanced Connectivity", "definition": "Next-generation communication and networking technologies", "parent_concepts": ["emerging_technologies"], "confidence_score": 0.84, "transformation_logs": [{"id": "transform_advanced", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.330263Z", "completed_at": "2025-12-03T15:29:39.330284Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4675, "end_index": 4696, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417450Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 18, "surrounding_text": "...advanced analytics...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.247871Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4054, "end_index": 4075, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933722Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "end_index": 18, "surrounding_text": "...advanced analytics...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646118Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3099, "end_index": 3129, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112443Z"}], "source_entity_names": ["advanced capabilities", "advanced analytics", "advanced algorithm development"], "hierarchical_evidence": ["5G-enabled devices provide advanced connectivity capabilities", "Edge computing enhances real-time communication"], "taxonomic_reasoning": "5G-enabled edge devices represent advanced connectivity technology"}, {"id": "digital_infrastructure_systems", "name": "Digital Infrastructure Systems", "definition": "Foundational digital systems and platforms supporting operations", "parent_concepts": ["technological_capabilities"], "child_concepts": ["computing_platforms", "sensor_networks"], "confidence_score": 0.88, "entity_id": "E-1a5c63bed7ce", "transformation_logs": [{"id": "transform_digital_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.330356Z", "completed_at": "2025-12-03T15:29:39.330362Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1547, "end_index": 1569, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532594Z"}], "source_entity_names": ["digital infrastructure"], "hierarchical_evidence": ["Digital infrastructure provides foundational technology support", "Platforms and connected sensors form integrated infrastructure"], "taxonomic_reasoning": "Groups foundational digital systems under infrastructure category"}, {"id": "computing_platforms", "name": "Computing Platforms", "definition": "Computational systems and processing platforms", "parent_concepts": ["digital_infrastructure_systems"], "confidence_score": 0.85, "entity_id": "E-d3594bc564f5", "transformation_logs": [{"id": "transform_computin", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.331703Z", "completed_at": "2025-12-03T15:29:39.331713Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}], "hierarchical_evidence": ["Platforms provide computational foundation for operations", "Computing platforms enable data processing and analysis"], "taxonomic_reasoning": "Platforms represent computing infrastructure components"}, {"id": "sensor_networks", "name": "Sensor Networks", "definition": "Interconnected sensing systems for data collection", "parent_concepts": ["digital_infrastructure_systems"], "confidence_score": 0.83, "entity_id": "E-36194b36e582", "transformation_logs": [{"id": "transform_sensor_n", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.333004Z", "completed_at": "2025-12-03T15:29:39.333012Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3967, "end_index": 3975, "surrounding_text": "Warfighters at all echelons require tested, secure, seamless access to data across networks,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933345Z"}], "hierarchical_evidence": ["Connected sensors form networked sensing capabilities", "Sensor networks enable distributed data collection"], "taxonomic_reasoning": "Connected sensors represent networked sensing infrastructure"}, {"id": "data_management_capabilities", "name": "Data Management Capabilities", "definition": "Systems and processes for handling, securing, and utilizing data", "parent_concepts": ["technological_capabilities"], "child_concepts": ["data_security_mechanisms"], "confidence_score": 0.9, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.333068Z", "completed_at": "2025-12-03T15:29:39.333077Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data flows and resources require management capabilities", "Data superiority depends on effective data management"], "taxonomic_reasoning": "Groups all data-related capabilities under unified management category"}, {"id": "data_processing_systems", "name": "Data Processing Systems", "definition": "Systems for processing and transforming data streams and datasets", "parent_concepts": ["data_operations"], "child_concepts": ["data_streams", "adaptive_systems"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.341181Z", "completed_at": "2025-12-03T15:29:39.341220Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.96, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Data flows require processing systems for analysis", "Data-driven concepts depend on processing capabilities"], "taxonomic_reasoning": "Groups data processing and analysis capabilities"}, {"id": "data_security_mechanisms", "name": "Data Security Mechanisms", "definition": "Systems ensuring secure data handling and protection", "parent_concepts": ["data_management_capabilities"], "confidence_score": 0.85, "entity_id": "E-252336569114", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.341331Z", "completed_at": "2025-12-03T15:29:39.341340Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}], "source_entity_names": ["data security"], "hierarchical_evidence": ["Secure manner indicates data protection requirements", "Security mechanisms protect data integrity and confidentiality"], "taxonomic_reasoning": "Security-related entities grouped under data protection mechanisms"}, {"id": "military_systems", "name": "Military Systems", "definition": "Specialized military equipment and weapon systems", "parent_concepts": ["technological_capabilities"], "confidence_score": 0.86, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.343603Z", "completed_at": "2025-12-03T15:29:39.343635Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.97, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Weapon systems represent military-specific technology", "DoD systems encompass military technological infrastructure"], "taxonomic_reasoning": "Military-specific systems grouped under dedicated category"}, {"id": "strategic_frameworks", "name": "Strategic Frameworks", "definition": "High-level strategic documents and concepts guiding defense operations", "parent_concepts": ["defense_governance_framework"], "child_concepts": ["digital_modernization_strategy", "fundamental_dod_premise"], "confidence_score": 0.88, "entity_id": "E-c53847873484", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.345911Z", "completed_at": "2025-12-03T15:29:39.345941Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}], "hierarchical_evidence": ["Digital Modernization program provides strategic framework", "Overarching vision and guiding principles establish strategic direction"], "taxonomic_reasoning": "Comprehensive category for strategic and programmatic elements"}, {"id": "modernization_programs", "name": "Modernization Programs", "definition": "Structured programs for DoD digital transformation", "parent_concepts": ["digital_transformation_initiatives"], "confidence_score": 0.93, "entity_id": "E-3de215b77938", "transformation_logs": [{"id": "transform_moderniz", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.348163Z", "completed_at": "2025-12-03T15:29:39.348188Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2918, "end_index": 2926, "surrounding_text": "The development and execution of plans, policies, programs, and practices that acquire, control, protect, and enhance the value of data assets", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.333722Z"}], "hierarchical_evidence": ["Digital Modernization program represents formal transformation initiative", "Modernization programs drive systematic change"], "taxonomic_reasoning": "Digital Modernization represents key modernization program"}, {"id": "strategic_concepts", "name": "Strategic Concepts", "definition": "High-level strategic frameworks and competitive environments", "parent_concepts": ["operational_concepts"], "child_concepts": ["organizational_vision", "transformation_objectives", "great_power_competition"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.355579Z", "completed_at": "2025-12-03T15:29:39.355618Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 20, "surrounding_text": "...data-driven concepts...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.210287Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "data-driven concepts", "Data is a Strategic Asset"], "hierarchical_evidence": ["Overarching vision provides strategic direction", "Data-centric enterprise represents transformation concept"], "taxonomic_reasoning": "Groups strategic concepts and transformation principles"}, {"id": "organizational_vision", "name": "Organizational Vision", "definition": "High-level strategic direction and guiding principles", "parent_concepts": ["strategic_concepts"], "confidence_score": 0.87, "entity_id": "E-d043e7cffc04", "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.358080Z", "completed_at": "2025-12-03T15:29:39.358113Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 234, "end_index": 240, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328002Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 539, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328018Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 607, "end_index": 613, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328035Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2382, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328049Z"}], "hierarchical_evidence": ["Overarching vision establishes strategic direction", "Guiding principles provide operational framework"], "taxonomic_reasoning": "Vision and principles represent organizational direction"}, {"id": "transformation_objectives", "name": "Transformation Objectives", "definition": "Specific goals and targets for organizational change", "parent_concepts": ["strategic_concepts"], "confidence_score": 0.85, "entity_id": "E-db8febdcbdc6", "transformation_logs": [{"id": "transform_transfor", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.360539Z", "completed_at": "2025-12-03T15:29:39.360564Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}], "hierarchical_evidence": ["Data-centric enterprise represents transformation objective", "Goals and objectives define transformation targets"], "taxonomic_reasoning": "Groups transformation goals and enterprise objectives"}, {"id": "operational_domains", "name": "Operational Domains", "definition": "Functional areas where data supports mission operations and business processes", "parent_concepts": ["organizational_framework"], "child_concepts": ["mission_operations", "business_operations"], "confidence_score": 0.86, "entity_id": "E-cfa1683ffc73", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.362951Z", "completed_at": "2025-12-03T15:29:39.362975Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}], "hierarchical_evidence": ["Joint Warfighting represents operational domain", "Senior Leader Decision Support and Business Analytics are operational areas"], "taxonomic_reasoning": "Groups key operational domains and functional areas"}, {"id": "performance_metrics", "name": "Performance Metrics", "definition": "Metrics measuring system and operational performance", "parent_concepts": ["data_capabilities"], "child_concepts": ["operational_effectiveness"], "confidence_score": 0.84, "entity_id": "E-edfc72832486", "transformation_logs": [{"id": "transform_performa", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.365303Z", "completed_at": "2025-12-03T15:29:39.365324Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3061, "end_index": 3068, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909141Z"}], "hierarchical_evidence": ["Efficiency and proficiency measure operational performance", "Speed and scale represent capability metrics"], "taxonomic_reasoning": "Groups performance measures and effectiveness indicators"}, {"id": "operational_effectiveness", "name": "Operational Effectiveness", "definition": "Measures of operational performance and capability", "parent_concepts": ["performance_metrics"], "confidence_score": 0.82, "entity_id": "E-b8123578415a", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.367658Z", "completed_at": "2025-12-03T15:29:39.367676Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3880, "end_index": 3893, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692431Z"}], "hierarchical_evidence": ["Efficiency and proficiency measure operational capability", "Speed and scale represent performance dimensions"], "taxonomic_reasoning": "Groups operational performance measures"}, {"id": "competitive_advantages", "name": "Competitive Advantages", "definition": "Strategic advantages over competitors and adversaries", "parent_concepts": ["strategic_outcomes"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_competit", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.375934Z", "completed_at": "2025-12-03T15:29:39.375969Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4460, "end_index": 4480, "surrounding_text": "of its overall mission, it gains distinct, strategic advantages over competitors and adversaries alike.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.974100Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 60, "end_index": 80, "surrounding_text": "of its overall mission, it gains distinct, strategic advantages over competitors and adversaries alike.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.245765Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3911, "end_index": 3920, "surrounding_text": "We must also understand that our competitors gain advantage if these assets", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654642Z"}], "source_entity_names": ["strategic advantages", "advantage"], "hierarchical_evidence": ["Military advantage represents competitive capability", "Data superiority provides strategic advantage"], "taxonomic_reasoning": "Groups strategic advantages and superior capabilities"}, {"id": "strategic_foundation", "name": "Strategic Foundation", "definition": "Core strategic elements including vision, principles, and objectives", "parent_concepts": ["dod_data_strategy"], "child_concepts": ["vision_and_principles", "vision_framework", "guiding_principles_framework"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.382261Z", "completed_at": "2025-12-03T15:29:39.382289Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4002, "end_index": 4027, "surrounding_text": "Data is a Strategic Asset", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972996Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "Data is a Strategic Asset"], "hierarchical_evidence": ["Vision and principles form strategic foundation", "Goals and capabilities derive from strategic foundation"], "taxonomic_reasoning": "Grouped foundational strategic elements that define direction and approach"}, {"id": "vision_and_principles", "name": "Vision and Principles", "definition": "Strategic vision statement and guiding principles for data management", "parent_concepts": ["strategic_foundation"], "child_concepts": ["guiding_principles_set"], "confidence_score": 0.92, "entity_id": "E-2708a77ca005", "transformation_logs": [{"id": "transform_vision_a", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.382370Z", "completed_at": "2025-12-03T15:29:39.382376Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 3309, "end_index": 3338, "surrounding_text": "Vision and Guiding Principles.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535739Z"}], "source_entity_names": ["Vision and Guiding Principles"], "hierarchical_evidence": ["Vision and Guiding Principles section contains both elements", "Vision statement and principles work together to guide strategy"], "taxonomic_reasoning": "Vision and principles are paired strategic direction elements"}, {"id": "vision_statement", "name": "Vision Statement", "definition": "Strategic vision defining the desired future state of DoD data capabilities", "parent_concepts": ["strategic_elements"], "child_concepts": ["future_state_of_data"], "confidence_score": 0.9, "entity_id": "E-b062c1a2faf8", "transformation_logs": [{"id": "transform_vision_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.382427Z", "completed_at": "2025-12-03T15:29:39.382432Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 549, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331672Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2392, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331686Z"}], "source_entity_names": ["vision statement"], "hierarchical_evidence": ["Vision Statement is component of Vision and Guiding Principles"], "taxonomic_reasoning": "Specific strategic vision component"}, {"id": "guiding_principles_set", "name": "Guiding Principles Set", "definition": "Collection of fundamental principles governing data strategy implementation", "parent_concepts": ["vision_and_principles"], "child_concepts": ["data_collection_principle"], "confidence_score": 0.93, "entity_id": "E-27ff1fbb996b", "transformation_logs": [{"id": "transform_guiding_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.382488Z", "completed_at": "2025-12-03T15:29:39.382493Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}], "source_entity_names": ["guiding principles"], "hierarchical_evidence": ["Multiple data principles listed under Guiding Principles section", "Principles provide operational guidance for strategy implementation"], "taxonomic_reasoning": "Individual principles grouped under overarching principles framework"}, {"id": "data_strategic_asset", "name": "Data as Strategic Asset", "definition": "Principle treating data as strategic organizational resource", "parent_concepts": ["guiding_principles_framework"], "confidence_score": 0.92, "entity_id": "E-41be4c265494", "transformation_logs": [{"id": "transform_data_str", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.382538Z", "completed_at": "2025-12-03T15:29:39.382543Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...data as non-IT asset...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.835180Z"}], "source_entity_names": ["data as non-IT asset"], "hierarchical_evidence": ["Data is a Strategic Asset listed as guiding principle"], "taxonomic_reasoning": "Specific principle within guiding principles framework"}, {"id": "data_ethics", "name": "Data Ethics", "definition": "Ethical principles governing data use and management", "parent_concepts": ["guiding_principles_framework"], "confidence_score": 0.91, "entity_id": "E-5e44acf31b67", "transformation_logs": [{"id": "transform_data_eth", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.382586Z", "completed_at": "2025-12-03T15:29:39.382591Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}], "source_entity_names": ["Data Ethics"], "hierarchical_evidence": ["Data Ethics listed as guiding principle"], "taxonomic_reasoning": "Specific principle within guiding principles framework"}, {"id": "data_collection_principle", "name": "Data Collection Principle", "definition": "Principle governing data collection practices and standards", "parent_concepts": ["guiding_principles_set"], "confidence_score": 0.88, "entity_id": "E-dd9a14a17ea8", "transformation_logs": [{"id": "transform_data_col", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.382633Z", "completed_at": "2025-12-03T15:29:39.382638Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}], "source_entity_names": ["data collection"], "hierarchical_evidence": ["Data Collection listed as guiding principle"], "taxonomic_reasoning": "Specific principle within guiding principles framework"}, {"id": "enterprise_data_access", "name": "Enterprise-Wide Data Access", "definition": "Principle ensuring broad organizational data accessibility", "parent_concepts": ["guiding_principles_framework"], "confidence_score": 0.88, "entity_id": "E-e83e00f63409", "transformation_logs": [{"id": "transform_enterpri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.382682Z", "completed_at": "2025-12-03T15:29:39.382687Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 1439, "end_index": 1466, "surrounding_text": ") Enterprise-Wide Data Access and Availability \u2013 DoD data must be made available", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.906468Z"}], "source_entity_names": ["enterprise-wide data access"], "hierarchical_evidence": ["Enterprise-Wide Data Access and Availability listed as guiding principle"], "taxonomic_reasoning": "Specific principle within guiding principles framework"}, {"id": "ai_training_data", "name": "AI Training Data", "definition": "Data specifically prepared and optimized for artificial intelligence training", "parent_concepts": ["artificial_intelligence_ecosystem"], "child_concepts": ["training_datasets", "data_preparation", "data_labeling"], "confidence_score": 0.94, "entity_id": "E-3d078d3b2962", "transformation_logs": [{"id": "transform_ai_train", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.384235Z", "completed_at": "2025-12-03T15:29:39.384245Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationBearingEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingArtifact", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 296, "end_index": 315, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967097Z"}], "hierarchical_evidence": ["Training-quality datasets are specialized for AI training", "TQD represents standardized training data"], "taxonomic_reasoning": "Specialized data category optimized for machine learning and AI model training"}, {"id": "data_fit_purpose", "name": "Data Fit for Purpose", "definition": "Principle ensuring data quality and suitability for intended use", "parent_concepts": ["guiding_principles_framework"], "confidence_score": 0.87, "entity_id": "E-7b68c69f01a6", "transformation_logs": [{"id": "transform_data_fit", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.384296Z", "completed_at": "2025-12-03T15:29:39.384302Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4250, "end_index": 4270, "surrounding_text": "Data Fit for Purpose", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655592Z"}], "source_entity_names": ["Data Fit for Purpose"], "hierarchical_evidence": ["Data Fit for Purpose listed as guiding principle"], "taxonomic_reasoning": "Specific principle within guiding principles framework"}, {"id": "design_compliance", "name": "Design for Compliance", "definition": "Principle integrating compliance requirements into system design", "parent_concepts": ["guiding_principles_framework"], "confidence_score": 0.86, "entity_id": "E-58f0ffd8bbc9", "transformation_logs": [{"id": "transform_design_c", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.384349Z", "completed_at": "2025-12-03T15:29:39.384354Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 617, "end_index": 638, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828210Z"}], "source_entity_names": ["Design for Compliance"], "hierarchical_evidence": ["Design for Compliance listed as guiding principle"], "taxonomic_reasoning": "Specific principle within guiding principles framework"}, {"id": "strategic_objectives", "name": "Strategic Objectives", "definition": "High-level goals and competitive advantages sought through modernization", "parent_concepts": ["defense_modernization"], "child_concepts": ["data_understanding", "data_linking", "data_trustworthiness", "nations_security", "american_influence", "shared_security", "prosperity", "competitive_advantage", "operational_contexts"], "confidence_score": 0.88, "entity_id": "E-db8febdcbdc6", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.385700Z", "completed_at": "2025-12-03T15:29:39.385709Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}], "hierarchical_evidence": ["Goals and Enabling Objectives section contains specific data objectives", "Multiple 'Make Data' objectives listed as strategic goals"], "taxonomic_reasoning": "Specific strategic objectives grouped under overarching goals framework"}, {"id": "data_visibility", "name": "Data Visibility", "definition": "Principles and practices for making data visible and discoverable", "parent_concepts": ["data_principles"], "confidence_score": 0.92, "entity_id": "E-1d07f42f11be", "transformation_logs": [{"id": "transform_data_vis", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.385762Z", "completed_at": "2025-12-03T15:29:39.385780Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2164, "end_index": 2179, "surrounding_text": "Moving towards this type of data visibility allows users (person and non-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970285Z"}], "source_entity_names": ["data visibility"], "hierarchical_evidence": ["Make Data Visible listed as strategic objective"], "taxonomic_reasoning": "Specific strategic objective for data management"}, {"id": "data_accessibility", "name": "Data Accessibility", "definition": "Principles and practices for making data accessible to authorized users", "parent_concepts": ["data_principles"], "child_concepts": ["data_availability"], "confidence_score": 0.91, "entity_id": "E-57b3322ca71b", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.385827Z", "completed_at": "2025-12-03T15:29:39.385832Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "end_index": 18, "surrounding_text": "...data accessibility...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.708716Z"}], "source_entity_names": ["data accessibility"], "hierarchical_evidence": ["Make Data Accessible listed as strategic objective"], "taxonomic_reasoning": "Specific strategic objective for data management"}, {"id": "data_understanding", "name": "Data Understanding", "definition": "Objective to make data comprehensible and interpretable", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.9, "entity_id": "E-fc89ca245791", "transformation_logs": [{"id": "transform_data_und", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.385877Z", "completed_at": "2025-12-03T15:29:39.385882Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4641, "end_index": 4659, "surrounding_text": "Understanding data is critical to enable enhanced, more accurate, and timely decision-making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.711221Z"}], "source_entity_names": ["Understanding data"], "hierarchical_evidence": ["Make Data Understandable listed as strategic objective"], "taxonomic_reasoning": "Specific strategic objective for data management"}, {"id": "data_linking", "name": "Data Linking", "definition": "Objective to establish connections and relationships between data elements", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.9, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_lin", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.387222Z", "completed_at": "2025-12-03T15:29:39.387232Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Make Data Linked listed as strategic objective"], "taxonomic_reasoning": "Specific strategic objective for data management"}, {"id": "data_trustworthiness", "name": "Data Trustworthiness", "definition": "Objective to ensure data reliability and credibility", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.9, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_tru", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.388577Z", "completed_at": "2025-12-03T15:29:39.388586Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Make Data Trustworthy listed as strategic objective"], "taxonomic_reasoning": "Specific strategic objective for data management"}, {"id": "data_interoperability", "name": "Data Interoperability", "definition": "Technical capabilities enabling data exchange and integration across systems", "parent_concepts": ["data_management_systems"], "child_concepts": ["semantic_interoperability", "syntactic_interoperability", "data_exchange_mechanisms"], "confidence_score": 0.94, "entity_id": "E-c04e8bad0e1e", "transformation_logs": [{"id": "transform_data_int", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.388638Z", "completed_at": "2025-12-03T15:29:39.388643Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}], "source_entity_names": ["data interoperability"], "hierarchical_evidence": ["Make Data Interoperable listed as strategic objective"], "taxonomic_reasoning": "Specific strategic objective for data management"}, {"id": "data_security", "name": "Data Security", "definition": "Security requirements and protections for data systems", "parent_concepts": ["data_quality_attributes"], "confidence_score": 0.91, "entity_id": "E-252336569114", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.388691Z", "completed_at": "2025-12-03T15:29:39.388696Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}], "source_entity_names": ["data security"], "hierarchical_evidence": ["Make Data Secure listed as strategic objective"], "taxonomic_reasoning": "Specific strategic objective for data management"}, {"id": "architecture_capability", "name": "Architecture Capability", "definition": "Capability to design and implement data architecture solutions", "parent_concepts": ["essential_capabilities"], "confidence_score": 0.88, "entity_id": "E-3f3b36ee6ae1", "transformation_logs": [{"id": "transform_architec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.390087Z", "completed_at": "2025-12-03T15:29:39.390097Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}], "hierarchical_evidence": ["Architecture listed as essential capability"], "taxonomic_reasoning": "Specific capability within essential capabilities framework"}, {"id": "standards_capability", "name": "Standards Capability", "definition": "Capability to develop and enforce data standards", "parent_concepts": ["essential_capabilities"], "confidence_score": 0.88, "entity_id": "E-2f76528a1e78", "transformation_logs": [{"id": "transform_standard", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.391426Z", "completed_at": "2025-12-03T15:29:39.391434Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}], "hierarchical_evidence": ["Standards listed as essential capability"], "taxonomic_reasoning": "Specific capability within essential capabilities framework"}, {"id": "governance_capability", "name": "Governance Capability", "definition": "Capability to establish and maintain data governance processes", "parent_concepts": ["essential_capabilities"], "confidence_score": 0.88, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.392798Z", "completed_at": "2025-12-03T15:29:39.392807Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Governance listed as essential capability"], "taxonomic_reasoning": "Specific capability within essential capabilities framework"}, {"id": "talent_culture_capability", "name": "Talent and Culture Capability", "definition": "Capability to develop data-focused talent and organizational culture", "parent_concepts": ["essential_capabilities"], "confidence_score": 0.88, "entity_id": "E-0195403ee11d", "transformation_logs": [{"id": "transform_talent_c", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.392859Z", "completed_at": "2025-12-03T15:29:39.392864Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4063, "end_index": 4081, "surrounding_text": "Talent and Culture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833491Z"}], "source_entity_names": ["Talent and Culture"], "hierarchical_evidence": ["Talent and Culture listed as essential capability"], "taxonomic_reasoning": "Specific capability within essential capabilities framework"}, {"id": "implementation_structure", "name": "Implementation Structure", "definition": "Organizational structure for implementing data governance strategies", "parent_concepts": ["organizational_structure"], "child_concepts": ["operationalization", "mission_areas", "component_implementation_plans"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.397911Z", "completed_at": "2025-12-03T15:29:39.397933Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357483Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205813Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 3439, "end_index": 3459, "surrounding_text": "Implementation Plans .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414012Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 2127, "end_index": 2147, "surrounding_text": "capabilities are left to future data strategy implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.688670Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 4475, "end_index": 4494, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.013982Z"}], "source_entity_names": ["Data Strategy Implementation Plans", "Implementation Plans", "implementation plans", "Implementation plan"], "hierarchical_evidence": ["Operationalizing the Strategy section addresses implementation", "Implementation Plans and Focus Areas support strategy execution"], "taxonomic_reasoning": "Implementation elements grouped under operational framework"}, {"id": "operationalization", "name": "Strategy Operationalization", "definition": "Processes and mechanisms for putting the data strategy into practice", "parent_concepts": ["implementation_structure"], "child_concepts": ["strengthened_governance", "focus_areas"], "confidence_score": 0.91, "entity_id": "E-62d9e9fbf0f0", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.398005Z", "completed_at": "2025-12-03T15:29:39.398011Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 27, "surrounding_text": "...Strategy operationalization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.886462Z"}], "source_entity_names": ["Strategy operationalization"], "hierarchical_evidence": ["Operationalizing the Strategy encompasses governance, focus areas, and implementation plans", "These elements work together to execute strategy"], "taxonomic_reasoning": "Operational components grouped under strategy operationalization"}, {"id": "strengthened_governance", "name": "Strengthened Governance", "definition": "Enhanced governance structures and processes for data management", "parent_concepts": ["operationalization"], "confidence_score": 0.88, "entity_id": "E-a2a250384242", "transformation_logs": [{"id": "transform_strength", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.398058Z", "completed_at": "2025-12-03T15:29:39.398063Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2524, "end_index": 2547, "surrounding_text": "Strengthened Governance .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930368Z"}], "source_entity_names": ["Strengthened Governance"], "hierarchical_evidence": ["Strengthened Governance listed under operationalization"], "taxonomic_reasoning": "Specific operational component for strategy implementation"}, {"id": "focus_areas", "name": "Focus Areas", "definition": "Priority areas for concentrated implementation efforts", "parent_concepts": ["operationalization"], "confidence_score": 0.88, "entity_id": "E-3a6f7d81b446", "transformation_logs": [{"id": "transform_focus_ar", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.398108Z", "completed_at": "2025-12-03T15:29:39.398113Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2666, "end_index": 2677, "surrounding_text": "Focus Areas .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930459Z"}], "source_entity_names": ["Focus Areas"], "hierarchical_evidence": ["Focus Areas listed under operationalization"], "taxonomic_reasoning": "Specific operational component for strategy implementation"}, {"id": "implementation_plans", "name": "Implementation Plans", "definition": "Detailed plans for executing data strategy initiatives", "parent_concepts": ["strategic_framework"], "confidence_score": 0.85, "entity_id": "E-dfa56b7b0410", "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.398160Z", "completed_at": "2025-12-03T15:29:39.398165Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1759, "end_index": 1779, "surrounding_text": "Implementation Plans", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1904, "end_index": 1924, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591382Z"}], "source_entity_names": ["Implementation Plans"], "hierarchical_evidence": ["Implementation Plans listed under operationalization"], "taxonomic_reasoning": "Specific operational component for strategy implementation"}, {"id": "document_structure", "name": "Document Structure", "definition": "Organizational structure of strategy documentation", "parent_concepts": ["organizational_structure"], "child_concepts": ["table_contents", "introduction_section", "scope_definition"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_document", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.403034Z", "completed_at": "2025-12-03T15:29:39.403053Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationStructure", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationStructure", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "hierarchical_evidence": ["Document contains standard structural elements", "Table of contents, introduction, problem statement, and scope are document organization elements"], "taxonomic_reasoning": "Document structural elements grouped under document organization framework"}, {"id": "table_contents", "name": "Table of Contents", "definition": "Document navigation and content organization structure", "parent_concepts": ["document_structure"], "confidence_score": 0.82, "entity_id": "E-45b5feab3755", "transformation_logs": [{"id": "transform_table_co", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.403124Z", "completed_at": "2025-12-03T15:29:39.403130Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationBearingEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingArtifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "end_index": 17, "surrounding_text": "...Table of Contents...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.536754Z"}], "source_entity_names": ["Table of Contents"], "hierarchical_evidence": ["TABLE OF CONTENTS is document structural element"], "taxonomic_reasoning": "Document navigation component"}, {"id": "introduction_section", "name": "Introduction Section", "definition": "Opening section providing context and overview", "parent_concepts": ["document_structure"], "confidence_score": 0.82, "entity_id": "E-17aa69d31774", "transformation_logs": [{"id": "transform_introduc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.404478Z", "completed_at": "2025-12-03T15:29:39.404487Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationBearingEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingArtifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2845, "end_index": 2857, "surrounding_text": "Introduction .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535470Z"}], "hierarchical_evidence": ["Introduction is document structural element"], "taxonomic_reasoning": "Document content component"}, {"id": "problem_statement", "name": "Problem Statement", "definition": "Definition of the core challenges addressed by the data strategy", "parent_concepts": ["strategic_elements"], "child_concepts": ["first_order_problem"], "confidence_score": 0.9, "entity_id": "E-f5e6b113df14", "transformation_logs": [{"id": "transform_problem_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.404544Z", "completed_at": "2025-12-03T15:29:39.404550Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 417, "end_index": 434, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328884Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 851, "end_index": 868, "surrounding_text": "Problem Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328897Z"}], "source_entity_names": ["problem statement"], "hierarchical_evidence": ["Problem Statement is document structural element"], "taxonomic_reasoning": "Document content component"}, {"id": "scope_definition", "name": "Scope Definition", "definition": "Boundaries and extent of strategy application", "parent_concepts": ["document_structure"], "confidence_score": 0.82, "entity_id": "E-3f7202a1cf93", "transformation_logs": [{"id": "transform_scope_de", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.405890Z", "completed_at": "2025-12-03T15:29:39.405898Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 439, "end_index": 444, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2170, "end_index": 2175, "surrounding_text": "Scope", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329010Z"}], "hierarchical_evidence": ["Scope is document structural element"], "taxonomic_reasoning": "Document content component"}, {"id": "dod_organization", "name": "DoD Organization", "definition": "Department of Defense organizational structure and components", "parent_concepts": ["organizational_entities"], "child_concepts": ["department_defense", "office_secretary_defense"], "confidence_score": 0.93, "entity_id": "E-2450c9506f4a", "transformation_logs": [{"id": "transform_dod_orga", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.407237Z", "completed_at": "2025-12-03T15:29:39.407246Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}], "hierarchical_evidence": ["Department of Defense is primary organization", "Office of the Secretary of Defense is component of DoD"], "taxonomic_reasoning": "DoD organizational components grouped under organizational structure"}, {"id": "department_defense", "name": "Department of Defense", "definition": "Primary defense organization implementing the data strategy", "parent_concepts": ["dod_organization"], "confidence_score": 0.95, "entity_id": "E-78c18ada40ec", "transformation_logs": [{"id": "transform_departme", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.407297Z", "completed_at": "2025-12-03T15:29:39.407302Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.96, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...Department of Defense...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.105618Z"}], "source_entity_names": ["Department of Defense"], "hierarchical_evidence": ["Department of Defense is the primary organizational entity", "DoD is abbreviation for Department of Defense"], "taxonomic_reasoning": "Primary organizational entity for strategy implementation"}, {"id": "office_secretary_defense", "name": "Office of the Secretary of Defense", "definition": "Senior leadership office within the Department of Defense", "parent_concepts": ["dod_organization"], "confidence_score": 0.9, "entity_id": "E-d76b67d0b14e", "transformation_logs": [{"id": "transform_office_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.407349Z", "completed_at": "2025-12-03T15:29:39.407354Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3479, "end_index": 3513, "surrounding_text": "members of the Office of the Secretary of Defense (OSD), the Military Departments, the Office of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931715Z"}], "source_entity_names": ["Office of the Secretary of Defense"], "hierarchical_evidence": ["Office of the Secretary of Defense is DoD component", "OSD is abbreviation for Office of the Secretary of Defense"], "taxonomic_reasoning": "Senior leadership office within DoD organizational structure"}, {"id": "leadership_roles", "name": "Leadership Roles", "definition": "Executive and leadership positions in data governance", "parent_concepts": ["organizational_structure"], "child_concepts": ["deputy_secretary_defense", "dod_leaders_group", "dod_chief_data_officer", "cdo_role"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_leadersh", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.412385Z", "completed_at": "2025-12-03T15:29:39.412407Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4748, "end_index": 4774, "surrounding_text": "To exploit data fully for decision-making, DoD is defining roles and responsibilities for data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.974674Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1392, "end_index": 1399, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.244550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3468, "end_index": 3475, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.244572Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 611, "end_index": 618, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.697434Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 771, "end_index": 778, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651999Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2847, "end_index": 2854, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652020Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4390, "end_index": 4397, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834130Z"}], "source_entity_names": ["roles and responsibilities", "leaders"], "hierarchical_evidence": ["David L. Norquist holds Deputy Secretary of Defense position", "DoD leaders represent leadership collective"], "taxonomic_reasoning": "Leadership positions and individuals grouped under leadership framework"}, {"id": "deputy_secretary_defense", "name": "Deputy Secretary of Defense", "definition": "Senior leadership position responsible for defense operations and strategy", "parent_concepts": ["leadership_roles"], "confidence_score": 0.88, "entity_id": "E-3a2dcddd70dc", "transformation_logs": [{"id": "transform_deputy_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.412476Z", "completed_at": "2025-12-03T15:29:39.412482Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2733, "end_index": 2760, "surrounding_text": "Deputy Secretary of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535379Z"}], "source_entity_names": ["Deputy Secretary of Defense"], "hierarchical_evidence": ["David L. Norquist serves as Deputy Secretary of Defense", "Deputy Secretary of Defense is senior leadership role"], "taxonomic_reasoning": "Specific leadership position within DoD hierarchy"}, {"id": "dod_leaders_group", "name": "DoD Leaders", "definition": "Collective leadership group within the Department of Defense", "parent_concepts": ["leadership_roles"], "confidence_score": 0.85, "entity_id": "E-1abc336c5522", "transformation_logs": [{"id": "transform_dod_lead", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.412530Z", "completed_at": "2025-12-03T15:29:39.412536Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "GroupOfPersons", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfPersons", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1602, "end_index": 1613, "surrounding_text": "by DoD leaders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580295Z"}], "source_entity_names": ["DoD leaders"], "hierarchical_evidence": ["DoD leaders referenced as leadership collective"], "taxonomic_reasoning": "Leadership collective within DoD organizational structure"}, {"id": "strategic_context", "name": "Strategic Context", "definition": "Strategic frameworks and operational environments driving DoD priorities", "parent_concepts": ["digital_transformation_initiatives"], "child_concepts": ["digital_modernization"], "confidence_score": 0.86, "entity_id": "E-a011c723544c", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.413886Z", "completed_at": "2025-12-03T15:29:39.413896Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}], "hierarchical_evidence": ["National Defense Strategy provides strategic context", "Digital Modernization program is related initiative", "Military and combat effectiveness are strategic outcomes"], "taxonomic_reasoning": "Strategic context elements grouped under broader strategic framework"}, {"id": "digital_modernization", "name": "Digital Modernization Program", "definition": "Initiative to modernize digital capabilities and infrastructure", "parent_concepts": ["strategic_context"], "confidence_score": 0.86, "entity_id": "E-d7a772ced6ff", "transformation_logs": [{"id": "transform_digital_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.413951Z", "completed_at": "2025-12-03T15:29:39.413957Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3237, "end_index": 3266, "surrounding_text": "The DoD Data Strategy, as a key component of the Department\u2019s Digital Modernization program,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931078Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4095, "end_index": 4124, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931100Z"}], "source_entity_names": ["Digital Modernization program"], "hierarchical_evidence": ["Digital Modernization program provides context for data strategy"], "taxonomic_reasoning": "Related modernization initiative within strategic context"}, {"id": "effectiveness_measures", "name": "Effectiveness Measures", "definition": "Metrics and measures of military and combat effectiveness", "parent_concepts": ["operational_capabilities"], "confidence_score": 0.87, "entity_id": "E-b8123578415a", "transformation_logs": [{"id": "transform_effectiv", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.415261Z", "completed_at": "2025-12-03T15:29:39.415271Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "MeasurementInformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MeasurementInformationContentEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3880, "end_index": 3893, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692431Z"}], "hierarchical_evidence": ["Military effectiveness and combat effectiveness are strategic outcomes", "Effectiveness measures relate to strategy success"], "taxonomic_reasoning": "Strategic outcome measures grouped under effectiveness framework"}, {"id": "dod_organizational_structure", "name": "DoD Organizational Structure", "definition": "Department of Defense organizational entities and leadership roles", "parent_concepts": ["defense_organizational_structures"], "child_concepts": ["military_departments", "joint_staff_organization", "combatant_commands", "defense_agencies", "dod_field_activities", "governance_bodies", "specialized_organizations", "joint_organizations"], "confidence_score": 0.95, "transformation_logs": [{"id": "transform_dod_orga", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.420536Z", "completed_at": "2025-12-03T15:29:39.420555Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 290, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348541Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 381, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348561Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 706, "end_index": 709, "surrounding_text": "Success cannot be taken for granted\u2026it is the responsibility of all DoD leaders", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348580Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 820, "end_index": 823, "surrounding_text": "Vision: DoD is a data-centric organization that uses data at speed and scale for operational", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1246, "end_index": 1249, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348615Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 706, "end_index": 717, "surrounding_text": "Success cannot be taken for granted\u2026it is the responsibility of all DoD leaders", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348816Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1246, "end_index": 1260, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350041Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3813, "end_index": 3826, "surrounding_text": ") Talent and Culture \u2013 DoD workforce (Service Members, Civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354920Z"}], "source_entity_names": ["DoD Data Strategy", "DoD", "DoD leaders", "DoD management", "DoD workforce"], "hierarchical_evidence": ["DoD consists of military departments, joint staff, combatant commands, and defense agencies", "Components represent organizational elements within DoD structure"], "taxonomic_reasoning": "Primary organizational hierarchy based on official DoD structure and command relationships"}, {"id": "data_management_framework", "name": "Data Management Framework", "definition": "Comprehensive framework for data strategy, governance, and capabilities within DoD", "parent_concepts": ["dod_data_enterprise"], "child_concepts": ["data_governance", "data_access_systems", "data_sharing_mechanisms", "data_capabilities", "data_infrastructure", "data_architecture", "data_strategy_policies", "data_governance_structure", "data_strategy_principles", "data_implementation_components", "data_lifecycle_processes", "data_technical_infrastructure", "data_utilization", "data_applications", "resource_management", "data_strategy_governance", "data_technical_requirements", "data_collaboration_mechanisms"], "confidence_score": 0.93, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.420626Z", "completed_at": "2025-12-03T15:29:39.420632Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/IAO_0000030", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Enterprise data management encompasses policies, standards, and practices", "Data-driven insights require comprehensive data management framework"], "taxonomic_reasoning": "Grouped data management concepts under unified framework based on functional integration"}, {"id": "military_departments", "name": "Military Departments", "definition": "Service branches and military department organizations", "parent_concepts": ["dod_organizational_structure"], "confidence_score": 0.89, "entity_id": "E-637aca967fb0", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.420678Z", "completed_at": "2025-12-03T15:29:39.420684Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3358, "end_index": 3378, "surrounding_text": "competition and conflict, the Secretary has directed the Joint Staff and Military Departments", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584565Z"}], "source_entity_names": ["Military Departments"], "hierarchical_evidence": ["Military Departments are major components of DoD organizational structure"], "taxonomic_reasoning": "Direct organizational component of DoD structure"}, {"id": "joint_staff_organization", "name": "Joint Staff Organization", "definition": "Chairman of Joint Chiefs of Staff and supporting joint staff structure", "parent_concepts": ["dod_organizational_structure"], "child_concepts": ["office_of_cjcs", "joint_staff"], "confidence_score": 0.94, "entity_id": "E-d1c80d59ab2d", "transformation_logs": [{"id": "transform_joint_st", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.420733Z", "completed_at": "2025-12-03T15:29:39.420739Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3342, "end_index": 3353, "surrounding_text": "competition and conflict, the Secretary has directed the Joint Staff and Military Departments", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584447Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3940, "end_index": 3951, "surrounding_text": "The integrated JADC2 exercises led by the Joint Staff will", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584464Z"}], "source_entity_names": ["Joint Staff"], "hierarchical_evidence": ["CJCS leads joint staff organization", "Joint Staff supports Chairman of Joint Chiefs of Staff"], "taxonomic_reasoning": "Joint staff elements grouped under unified command structure"}, {"id": "combatant_commands", "name": "Combatant Commands", "definition": "Unified and specified commands responsible for military operations", "parent_concepts": ["dod_organizational_structure"], "confidence_score": 0.95, "entity_id": "E-fc43cf6c3803", "transformation_logs": [{"id": "transform_combatan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.420799Z", "completed_at": "2025-12-03T15:29:39.420805Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3632, "end_index": 3650, "surrounding_text": "the Chairman of the Joint Chiefs of Staff (CJCS) and the Joint Staff, Combatant Commands,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932316Z"}], "source_entity_names": ["Combatant Commands"], "hierarchical_evidence": ["Combatant Commands are major operational components of DoD"], "taxonomic_reasoning": "Primary operational command structure within DoD"}, {"id": "defense_agencies", "name": "Defense Agencies", "definition": "Specialized agencies providing support services across DoD", "parent_concepts": ["dod_organizational_structure"], "confidence_score": 0.93, "entity_id": "E-88521c25bf83", "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.420847Z", "completed_at": "2025-12-03T15:29:39.420852Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3653, "end_index": 3669, "surrounding_text": "Defense Agencies, and DoD Field Activities (referred to collectively in this strategy as", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932413Z"}], "source_entity_names": ["Defense Agencies"], "hierarchical_evidence": ["Defense Agencies are specialized components within DoD structure"], "taxonomic_reasoning": "Functional support organizations within DoD hierarchy"}, {"id": "dod_field_activities", "name": "DoD Field Activities", "definition": "Field-level activities and operations supporting DoD mission", "parent_concepts": ["dod_organizational_structure"], "confidence_score": 0.91, "entity_id": "E-b2ccfd4cf6e2", "transformation_logs": [{"id": "transform_dod_fiel", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.420894Z", "completed_at": "2025-12-03T15:29:39.420899Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3675, "end_index": 3695, "surrounding_text": "Defense Agencies, and DoD Field Activities (referred to collectively in this strategy as", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932505Z"}], "source_entity_names": ["DoD Field Activities"], "hierarchical_evidence": ["DoD Field Activities represent operational components in the field"], "taxonomic_reasoning": "Field-level organizational elements within DoD structure"}, {"id": "office_of_cjcs", "name": "Office of the Chairman of the Joint Chiefs of Staff", "definition": "Executive office supporting the Chairman of Joint Chiefs of Staff", "parent_concepts": ["joint_staff_organization"], "child_concepts": ["cjcs"], "confidence_score": 0.97, "entity_id": "E-1915903c2867", "transformation_logs": [{"id": "transform_office_o", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.97, "reasoning": "LLM-generated hierarchy with confidence 0.970", "started_at": "2025-12-03T15:29:39.420942Z", "completed_at": "2025-12-03T15:29:39.420947Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 51, "surrounding_text": "...Office of the Chairman of the Joint Chiefs of Staff...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932020Z"}], "source_entity_names": ["Office of the Chairman of the Joint Chiefs of Staff"], "hierarchical_evidence": ["CJCS operates within Office of the Chairman of Joint Chiefs of Staff"], "taxonomic_reasoning": "CJCS position contained within supporting office structure"}, {"id": "joint_staff", "name": "Joint Staff", "definition": "Multi-service staff supporting joint military operations", "parent_concepts": ["joint_staff_organization"], "confidence_score": 0.94, "entity_id": "E-d1c80d59ab2d", "transformation_logs": [{"id": "transform_joint_st", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.420990Z", "completed_at": "2025-12-03T15:29:39.420995Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3342, "end_index": 3353, "surrounding_text": "competition and conflict, the Secretary has directed the Joint Staff and Military Departments", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584447Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3940, "end_index": 3951, "surrounding_text": "The integrated JADC2 exercises led by the Joint Staff will", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584464Z"}], "source_entity_names": ["Joint Staff"], "hierarchical_evidence": ["Joint Staff provides multi-service support to joint operations"], "taxonomic_reasoning": "Staff organization supporting joint military command"}, {"id": "cjcs", "name": "Chairman of the Joint Chiefs of Staff", "definition": "Senior uniformed advisor to Secretary of Defense and President", "parent_concepts": ["office_of_cjcs"], "confidence_score": 0.98, "entity_id": "E-1915903c2867", "transformation_logs": [{"id": "transform_cjcs", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.98, "reasoning": "LLM-generated hierarchy with confidence 0.980", "started_at": "2025-12-03T15:29:39.421037Z", "completed_at": "2025-12-03T15:29:39.421042Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "Position", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Position", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 51, "surrounding_text": "...Office of the Chairman of the Joint Chiefs of Staff...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932020Z"}], "source_entity_names": ["Office of the Chairman of the Joint Chiefs of Staff"], "hierarchical_evidence": ["CJCS is the senior military officer within joint staff structure"], "taxonomic_reasoning": "Senior leadership position within joint staff organization"}, {"id": "enterprise_data_management", "name": "Enterprise Data Management", "definition": "Comprehensive data management capabilities across the enterprise", "parent_concepts": ["data_infrastructure"], "confidence_score": 0.9, "entity_id": "E-a05c5a490fd2", "transformation_logs": [{"id": "transform_enterpri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.421087Z", "completed_at": "2025-12-03T15:29:39.421092Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 970, "end_index": 996, "surrounding_text": "the enterprise data management2 to ensure that trusted, critical data is widely available to or", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329197Z"}], "source_entity_names": ["enterprise data management"], "hierarchical_evidence": ["Enterprise data management provides department-wide data capabilities", "Digital Modernization program supports enterprise data management"], "taxonomic_reasoning": "Comprehensive data management approach spanning entire DoD enterprise"}, {"id": "data_standards", "name": "Data Standards", "definition": "Standardization frameworks ensuring data quality and consistency", "parent_concepts": ["data_management_processes"], "child_concepts": ["data_management_standards", "open_data_standards", "data_quality_standards", "best_practices", "metadata_standards", "taxonomic_standards"], "confidence_score": 0.89, "entity_id": "E-b34ae59c1076", "transformation_logs": [{"id": "transform_data_sta", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.421137Z", "completed_at": "2025-12-03T15:29:39.421142Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/IAO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}], "source_entity_names": ["data standards"], "hierarchical_evidence": ["Open data standards support interoperability requirements", "Data management standards ensure consistent data handling"], "taxonomic_reasoning": "Technical standards supporting data interoperability and management"}, {"id": "data_access_systems", "name": "Data Access Systems", "definition": "Systems and capabilities providing secure access to data resources", "parent_concepts": ["data_management_framework"], "child_concepts": ["secure_access_capabilities", "data_quality_requirements"], "confidence_score": 0.91, "entity_id": "E-8732a9866a7d", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.421184Z", "completed_at": "2025-12-03T15:29:39.421189Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationProcessingArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationProcessingArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}], "source_entity_names": ["data access"], "hierarchical_evidence": ["Data access requires secure, seamless, and tested capabilities", "Data quality encompasses accuracy, timeliness, and security"], "taxonomic_reasoning": "Access systems ensuring secure and quality data delivery"}, {"id": "battlefield_operations", "name": "Battlefield Operations", "definition": "Data applications in modern battlefield environments", "parent_concepts": ["operational_applications"], "child_concepts": ["modern_battlefield", "tactical_edge_operations", "warfighter_operations", "diverse_data_sources"], "confidence_score": 0.9, "entity_id": "E-027e18796455", "transformation_logs": [{"id": "transform_battlefi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.422562Z", "completed_at": "2025-12-03T15:29:39.422575Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MilitaryOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOperation", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 555, "end_index": 566, "surrounding_text": "- Joint All Domain Operations \u2013 using data for advantage on the battlefield", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.905159Z"}], "hierarchical_evidence": ["Warfighters operate at tactical edge in modern battlefield", "Operations span multiple echelons of command"], "taxonomic_reasoning": "Operational concepts focused on battlefield execution and warfighter support"}, {"id": "weapon_systems", "name": "Weapon Systems", "definition": "Military platforms and systems enhanced through digital modernization", "parent_concepts": ["digital_transformation"], "child_concepts": ["advanced_capabilities"], "confidence_score": 0.9, "entity_id": "E-4a3ce4dec36e", "transformation_logs": [{"id": "transform_weapon_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.422630Z", "completed_at": "2025-12-03T15:29:39.422636Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Weapon", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Weapon", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4141, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114907Z"}], "source_entity_names": ["weapon systems"], "hierarchical_evidence": ["Weapon systems incorporate advanced capabilities for military operations"], "taxonomic_reasoning": "Military systems providing combat capabilities to warfighters"}, {"id": "sensing_platforms", "name": "Sensing Platforms", "definition": "Sensor systems and platforms for intelligence and surveillance", "parent_concepts": ["operational_capabilities"], "child_concepts": ["platforms", "domains"], "confidence_score": 0.92, "entity_id": "E-d3594bc564f5", "transformation_logs": [{"id": "transform_sensing_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.423952Z", "completed_at": "2025-12-03T15:29:39.423961Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}], "hierarchical_evidence": ["Sensors operate on platforms across multiple domains", "Platforms support sensor operations in various domains"], "taxonomic_reasoning": "Sensing capabilities deployed across platforms and operational domains"}, {"id": "network_infrastructure", "name": "Network Infrastructure", "definition": "Supporting network infrastructure and connectivity systems", "parent_concepts": ["operational_capabilities"], "child_concepts": ["networks", "supporting_infrastructure"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_network_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.429043Z", "completed_at": "2025-12-03T15:29:39.429061Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationProcessingArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationProcessingArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1193, "end_index": 1210, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.208446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2168, "end_index": 2190, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211386Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4599, "end_index": 4624, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417154Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1547, "end_index": 1569, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532594Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3978, "end_index": 4003, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933441Z"}], "source_entity_names": ["network of allies", "digital infrastructure", "supporting infrastructure"], "hierarchical_evidence": ["Networks require supporting infrastructure for operations", "Infrastructure supports network connectivity and operations"], "taxonomic_reasoning": "Infrastructure systems supporting network operations and connectivity"}, {"id": "digital_modernization_program", "name": "Digital Modernization Program", "definition": "Comprehensive program for digital transformation of military operations", "parent_concepts": ["modernization_initiatives"], "confidence_score": 0.92, "entity_id": "E-d7a772ced6ff", "transformation_logs": [{"id": "transform_digital_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.429128Z", "completed_at": "2025-12-03T15:29:39.429134Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3237, "end_index": 3266, "surrounding_text": "The DoD Data Strategy, as a key component of the Department\u2019s Digital Modernization program,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931078Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4095, "end_index": 4124, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931100Z"}], "source_entity_names": ["Digital Modernization program"], "hierarchical_evidence": ["Digital Modernization program supports enterprise data management transformation"], "taxonomic_reasoning": "Strategic program enabling enterprise data management capabilities"}, {"id": "department_wide_representation", "name": "Department-Wide Representation", "definition": "Comprehensive representation across all DoD components and functions", "parent_concepts": ["organizational_structure"], "confidence_score": 0.84, "entity_id": "E-f5ea156db570", "transformation_logs": [{"id": "transform_departme", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.429184Z", "completed_at": "2025-12-03T15:29:39.429190Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 30, "surrounding_text": "...Department-wide representation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936917Z"}], "source_entity_names": ["Department-wide representation"], "hierarchical_evidence": ["Department-wide representation ensures comprehensive coverage", "Organizational structure includes all DoD components"], "taxonomic_reasoning": "Organizational approach ensuring all DoD components are represented in data strategy implementation"}, {"id": "data_management_policies", "name": "Data Management Policies", "definition": "Formal policies governing data management practices and procedures", "parent_concepts": ["data_governance"], "confidence_score": 0.95, "entity_id": "E-0ac0c4e147fe", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.429235Z", "completed_at": "2025-12-03T15:29:39.429241Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/IAO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 24, "surrounding_text": "...data management policies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965497Z"}], "source_entity_names": ["data management policies"], "hierarchical_evidence": ["Data management policies provide governance framework for data operations"], "taxonomic_reasoning": "Policy framework establishing data management requirements and procedures"}, {"id": "data_management_practices", "name": "Data Management Practices", "definition": "Operational practices and procedures for effective data management", "parent_concepts": ["data_governance"], "confidence_score": 0.93, "entity_id": "E-355ec4131cce", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.429284Z", "completed_at": "2025-12-03T15:29:39.429290Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 25, "surrounding_text": "...data management practices...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965702Z"}], "source_entity_names": ["data management practices"], "hierarchical_evidence": ["Data management practices implement governance policies in operations"], "taxonomic_reasoning": "Operational procedures implementing data governance policies"}, {"id": "data_management_standards", "name": "Data Management Standards", "definition": "Technical standards for data management and interoperability", "parent_concepts": ["data_standards"], "confidence_score": 0.96, "entity_id": "E-b70a4e2d8617", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.96, "reasoning": "LLM-generated hierarchy with confidence 0.960", "started_at": "2025-12-03T15:29:39.429334Z", "completed_at": "2025-12-03T15:29:39.429339Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/IAO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 25, "surrounding_text": "...data management standards...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965598Z"}], "source_entity_names": ["data management standards"], "hierarchical_evidence": ["Data management standards ensure consistent data handling and interoperability"], "taxonomic_reasoning": "Technical standards supporting consistent data management implementation"}, {"id": "open_data_standards", "name": "Open Data Standards", "definition": "Open standards promoting data interoperability and sharing", "parent_concepts": ["data_standards"], "confidence_score": 0.86, "entity_id": "E-f02f53a2f63d", "transformation_logs": [{"id": "transform_open_dat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.429383Z", "completed_at": "2025-12-03T15:29:39.429388Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/IAO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 19, "surrounding_text": "...open data standards...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108823Z"}], "source_entity_names": ["open data standards"], "hierarchical_evidence": ["Open data standards are key requirement for interoperability"], "taxonomic_reasoning": "Open standards enabling cross-platform data interoperability"}, {"id": "secure_access_capabilities", "name": "Secure Access Capabilities", "definition": "Systems providing secure and seamless access to data resources", "parent_concepts": ["data_access_systems"], "confidence_score": 0.94, "entity_id": "E-b9a8f3e9995a", "transformation_logs": [{"id": "transform_secure_a", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.429431Z", "completed_at": "2025-12-03T15:29:39.429437Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "end_index": 13, "surrounding_text": "...secure access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.416810Z"}], "source_entity_names": ["secure access"], "hierarchical_evidence": ["Data access requires secure, seamless, and tested capabilities for warfighter support"], "taxonomic_reasoning": "Access capabilities ensuring secure and reliable data delivery"}, {"id": "data_quality_requirements", "name": "Data Quality Requirements", "definition": "Requirements for accurate, timely, and secure data delivery", "parent_concepts": ["data_access_systems"], "confidence_score": 0.91, "entity_id": "E-f97eacdbdf2f", "transformation_logs": [{"id": "transform_data_qua", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.429480Z", "completed_at": "2025-12-03T15:29:39.429485Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/IAO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}], "source_entity_names": ["data quality"], "hierarchical_evidence": ["Survival on modern battlefield requires accurate, timely, and secure data"], "taxonomic_reasoning": "Quality requirements ensuring data meets operational needs"}, {"id": "modern_battlefield", "name": "Modern Battlefield", "definition": "Contemporary warfare environment requiring advanced data capabilities", "parent_concepts": ["battlefield_operations"], "confidence_score": 0.88, "entity_id": "E-75dbfca34a3c", "transformation_logs": [{"id": "transform_modern_b", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.429542Z", "completed_at": "2025-12-03T15:29:39.429551Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatialRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000006", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 18, "surrounding_text": "...modern battlefield...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934501Z"}], "source_entity_names": ["modern battlefield"], "hierarchical_evidence": ["Modern battlefield represents current operational environment for military operations"], "taxonomic_reasoning": "Contemporary operational environment defining current military operations"}, {"id": "tactical_edge_operations", "name": "Tactical Edge Operations", "definition": "Operations conducted at the tactical edge of military operations", "parent_concepts": ["battlefield_operations"], "confidence_score": 0.89, "entity_id": "E-df75b3b52dea", "transformation_logs": [{"id": "transform_tactical", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.429606Z", "completed_at": "2025-12-03T15:29:39.429611Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MilitaryOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOperation", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3738, "end_index": 3751, "surrounding_text": "Deputy CIO for C3 to ensure that we can coordinate information with the tactical edge in a highly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.585817Z"}], "source_entity_names": ["tactical edge"], "hierarchical_evidence": ["Tactical edge represents forward operational areas requiring data access"], "taxonomic_reasoning": "Forward operational areas where tactical operations are conducted"}, {"id": "warfighter_operations", "name": "Warfighter Operations", "definition": "Military operations conducted by warfighters across multiple echelons", "parent_concepts": ["battlefield_operations"], "confidence_score": 0.93, "entity_id": "E-99804244a42d", "transformation_logs": [{"id": "transform_warfight", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.431052Z", "completed_at": "2025-12-03T15:29:39.431066Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MilitaryOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOperation", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1095, "end_index": 1105, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.534998Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2583, "end_index": 2593, "surrounding_text": "The warfighter is counting on us to ensure that the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535015Z"}], "hierarchical_evidence": ["Warfighters operate across multiple echelons in military operations"], "taxonomic_reasoning": "Personnel-focused operations spanning command echelons"}, {"id": "advanced_capabilities", "name": "Advanced Capabilities", "definition": "Advanced military capabilities integrated into weapon systems", "parent_concepts": ["weapon_systems"], "confidence_score": 0.9, "entity_id": "E-6698e439f40c", "transformation_logs": [{"id": "transform_advanced", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.431124Z", "completed_at": "2025-12-03T15:29:39.431130Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4054, "end_index": 4075, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933722Z"}], "source_entity_names": ["advanced capabilities"], "hierarchical_evidence": ["Advanced capabilities enhance weapon system effectiveness"], "taxonomic_reasoning": "Enhanced capabilities integrated into military weapon systems"}, {"id": "sensors", "name": "Sensors", "definition": "Detection and monitoring equipment generating sensor data", "parent_concepts": ["infrastructure_systems"], "confidence_score": 0.87, "entity_id": "E-1c48d2017aba", "transformation_logs": [{"id": "transform_sensors", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.431179Z", "completed_at": "2025-12-03T15:29:39.431184Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 714, "end_index": 721, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967799Z"}], "source_entity_names": ["sensors"], "hierarchical_evidence": ["Sensors provide intelligence and surveillance capabilities on platforms"], "taxonomic_reasoning": "Sensing devices providing intelligence and surveillance data"}, {"id": "platforms", "name": "Platforms", "definition": "Military platforms hosting sensors and other systems", "parent_concepts": ["sensing_platforms"], "confidence_score": 0.92, "entity_id": "E-d3594bc564f5", "transformation_logs": [{"id": "transform_platform", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.431230Z", "completed_at": "2025-12-03T15:29:39.431235Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}], "source_entity_names": ["platforms"], "hierarchical_evidence": ["Platforms host sensors and systems across operational domains"], "taxonomic_reasoning": "Military platforms providing hosting capability for sensors and systems"}, {"id": "domains", "name": "Operational Domains", "definition": "Military operational domains where platforms and sensors operate", "parent_concepts": ["sensing_platforms"], "confidence_score": 0.87, "entity_id": "E-cfa1683ffc73", "transformation_logs": [{"id": "transform_domains", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.432581Z", "completed_at": "2025-12-03T15:29:39.432589Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatialRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000006", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}], "hierarchical_evidence": ["Platforms and sensors operate across multiple operational domains"], "taxonomic_reasoning": "Operational environments where military platforms and sensors function"}, {"id": "networks", "name": "Networks", "definition": "Communication and data networks supporting military operations", "parent_concepts": ["network_infrastructure"], "confidence_score": 0.94, "entity_id": "E-36194b36e582", "transformation_logs": [{"id": "transform_networks", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.432641Z", "completed_at": "2025-12-03T15:29:39.432647Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationProcessingArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationProcessingArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3967, "end_index": 3975, "surrounding_text": "Warfighters at all echelons require tested, secure, seamless access to data across networks,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933345Z"}], "source_entity_names": ["networks"], "hierarchical_evidence": ["Networks provide communication and data connectivity for operations"], "taxonomic_reasoning": "Communication networks enabling data and information sharing"}, {"id": "supporting_infrastructure", "name": "Supporting Infrastructure", "definition": "Infrastructure systems supporting network operations and connectivity", "parent_concepts": ["network_infrastructure"], "confidence_score": 0.88, "entity_id": "E-0b3508f1ddac", "transformation_logs": [{"id": "transform_supporti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.432693Z", "completed_at": "2025-12-03T15:29:39.432699Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3978, "end_index": 4003, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933441Z"}], "source_entity_names": ["supporting infrastructure"], "hierarchical_evidence": ["Supporting infrastructure enables network operations and connectivity"], "taxonomic_reasoning": "Infrastructure systems providing foundation for network operations"}, {"id": "data_ecosystem", "name": "Data Ecosystem", "definition": "Integrated environment of data assets, systems, and processes", "parent_concepts": ["defense_data_systems"], "confidence_score": 0.95, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_eco", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.434048Z", "completed_at": "2025-12-03T15:29:39.434056Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "System", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/System", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data ecosystem encompasses assets, systems, and processes", "Integrated environment for data management and utilization"], "taxonomic_reasoning": "Foundational concept representing the complete data environment and infrastructure"}, {"id": "organizational_capabilities", "name": "Organizational Capabilities", "definition": "Human resources and organizational structures supporting defense modernization", "parent_concepts": ["defense_modernization"], "child_concepts": ["human_resources", "organizational_structures", "skill_development"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.439061Z", "completed_at": "2025-12-03T15:29:39.439078Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2713, "end_index": 2735, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 1089, "end_index": 1111, "surrounding_text": "Essential Capabilities .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.412341Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4675, "end_index": 4696, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417450Z"}], "source_entity_names": ["Essential Capabilities", "DoD capabilities", "essential capabilities", "advanced capabilities"], "hierarchical_evidence": ["Organizational capabilities include human resources and operational outcomes", "Capabilities enable data-driven decision making"], "taxonomic_reasoning": "Encompasses human and organizational elements necessary for effective data strategy implementation"}, {"id": "strategy_framework", "name": "Strategy Framework", "definition": "Structural components that define the DoD Data Strategy approach", "parent_concepts": ["dod_data_strategy"], "child_concepts": ["framework_documentation"], "confidence_score": 0.94, "entity_id": "E-b0b0564e4c0a", "transformation_logs": [{"id": "transform_strategy", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.440478Z", "completed_at": "2025-12-03T15:29:39.440490Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/IAO_0000030", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 558, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591518Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 815, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591554Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1799, "end_index": 1807, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591589Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1895, "end_index": 1903, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591616Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2334, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591647Z"}], "hierarchical_evidence": ["Framework provides structural foundation for strategy", "Documentation supports framework implementation"], "taxonomic_reasoning": "Organizational structure and documentation that supports strategic implementation"}, {"id": "strategic_components", "name": "Strategic Components", "definition": "Core elements that define strategic direction and implementation", "parent_concepts": ["dod_data_strategy"], "child_concepts": ["strategic_direction", "implementation_guidance"], "confidence_score": 0.96, "entity_id": "E-13b77129a80d", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.96, "reasoning": "LLM-generated hierarchy with confidence 0.960", "started_at": "2025-12-03T15:29:39.441831Z", "completed_at": "2025-12-03T15:29:39.441839Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/IAO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}], "hierarchical_evidence": ["Strategic components include vision, principles, and capabilities", "Components provide direction for strategy implementation"], "taxonomic_reasoning": "Fundamental strategic elements that guide policy and implementation decisions"}, {"id": "implementation_scope", "name": "Implementation Scope", "definition": "Boundaries and context for strategy application", "parent_concepts": ["dod_data_strategy"], "child_concepts": ["problem_definition"], "confidence_score": 0.88, "entity_id": "E-3f7202a1cf93", "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.443170Z", "completed_at": "2025-12-03T15:29:39.443178Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatialRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000006", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 439, "end_index": 444, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2170, "end_index": 2175, "surrounding_text": "Scope", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329010Z"}], "hierarchical_evidence": ["Implementation scope defines problem context and operational domains", "Scope establishes boundaries for strategy application"], "taxonomic_reasoning": "Defines the contextual boundaries and problem space for strategic implementation"}, {"id": "technical_systems", "name": "Technical Systems", "definition": "Hardware and software systems supporting operations", "parent_concepts": ["system_architecture"], "child_concepts": ["system_infrastructure"], "confidence_score": 0.91, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_technica", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.444494Z", "completed_at": "2025-12-03T15:29:39.444502Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "System", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/System", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Technical systems include software and hardware components", "Systems provide infrastructure for data operations"], "taxonomic_reasoning": "Technology infrastructure that enables data processing, storage, and access"}, {"id": "data_processes", "name": "Data Processes", "definition": "Core operational processes for data handling and manipulation", "parent_concepts": ["data_lifecycle_management"], "child_concepts": ["process_characteristics"], "confidence_score": 0.89, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.445851Z", "completed_at": "2025-12-03T15:29:39.445860Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data processes include analytics and applications", "Processes enable data interoperability and enrichment"], "taxonomic_reasoning": "Operational activities that transform and utilize data assets for mission purposes"}, {"id": "human_resources", "name": "Human Resources", "definition": "Personnel and individuals supporting defense operations", "parent_concepts": ["organizational_capabilities"], "child_concepts": ["expertise_development"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_human_re", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.450860Z", "completed_at": "2025-12-03T15:29:39.450877Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfPersons", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfPersons", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2565, "end_index": 2579, "surrounding_text": "wars requires that we become world leaders in operationalizing and protecting our data resources", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212472Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 11, "surrounding_text": "...human error...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.250036Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1944, "end_index": 1958, "surrounding_text": "wars requires that we become world leaders in operationalizing and protecting our data resources", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.533344Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "end_index": 11, "surrounding_text": "...human error...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.648724Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4588, "end_index": 4594, "surrounding_text": "minimization of any sources of unintended bias.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658304Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4891, "end_index": 4897, "surrounding_text": "how data is to be used and from which source the data must be consumed.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658321Z"}], "source_entity_names": ["data resources", "human error", "source"], "hierarchical_evidence": ["Human resources include various personnel roles", "Expertise development supports data capabilities"], "taxonomic_reasoning": "Human capital and expertise necessary for effective data strategy execution"}, {"id": "operational_outcomes", "name": "Operational Outcomes", "definition": "Desired results and effects from data strategy implementation", "parent_concepts": ["operational_applications"], "child_concepts": ["performance_benefits", "decision_support", "situational_awareness", "information_coordination", "precision_effects", "mission_survival"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.455974Z", "completed_at": "2025-12-03T15:29:39.455993Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3180, "end_index": 3198, "surrounding_text": "data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214645Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter"], "hierarchical_evidence": ["Operational outcomes include performance benefits and decision support", "Outcomes demonstrate value of data-driven approaches"], "taxonomic_reasoning": "Measurable results and advantages gained from implementing data-centric operations"}, {"id": "organizational_culture", "name": "Organizational Culture", "definition": "Cultural elements and behavioral patterns that influence data sharing and utilization", "parent_concepts": ["organizational_framework"], "child_concepts": ["cultural_attributes", "information_sharing_paradigms"], "confidence_score": 0.83, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.462999Z", "completed_at": "2025-12-03T15:29:39.463032Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3792, "end_index": 3810, "surrounding_text": ") Talent and Culture \u2013 DoD workforce (Service Members, Civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354816Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 1706, "end_index": 1724, "surrounding_text": "Talent and Culture .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.412799Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 2756, "end_index": 2781, "surrounding_text": "to promote a culture of data awareness.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.969938Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1475, "end_index": 1502, "surrounding_text": "Component CDOs will be responsible for promoting a culture of ethical data use supported by", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.248170Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4684, "end_index": 4702, "surrounding_text": "Talent and Culture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.694544Z"}], "source_entity_names": ["Talent and Culture", "culture of data awareness", "culture of ethical data use"], "hierarchical_evidence": ["Organizational culture includes data awareness and acumen", "Cultural transformation supports data-centric operations"], "taxonomic_reasoning": "Cultural and mindset changes required to support effective data strategy implementation"}, {"id": "framework_documentation", "name": "Framework Documentation", "definition": "Reference materials and visual representations of the strategy framework", "parent_concepts": ["strategy_framework"], "confidence_score": 0.82, "transformation_logs": [{"id": "transform_framewor", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.471131Z", "completed_at": "2025-12-03T15:29:39.471169Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1402, "end_index": 1429, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967557Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4682, "end_index": 4702, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255278Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4054, "end_index": 4081, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655181Z"}], "source_entity_names": ["DoD Data Strategy Framework", "governance framework", "modern governance framework"], "hierarchical_evidence": ["Documentation includes figures and reference materials", "Visual representations support framework understanding"], "taxonomic_reasoning": "Supporting documentation that illustrates and explains the strategic framework"}, {"id": "strategic_elements", "name": "Strategic Elements", "definition": "Core strategic components that define the data strategy direction", "parent_concepts": ["strategic_framework"], "child_concepts": ["essential_capabilities", "vision_statement", "problem_statement", "guiding_principles", "strategic_goals", "strategy_scope"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.479347Z", "completed_at": "2025-12-03T15:29:39.479384Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4379, "end_index": 4392, "surrounding_text": ") Make Data Linked \u2013 Consumers can exploit data elements through innate", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.356550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}], "source_entity_names": ["Strategic Asset", "data elements", "strategic asset", "strategic opportunities", "Data is a Strategic Asset"], "hierarchical_evidence": ["Strategic elements comprise the framework structure", "Elements provide methodological foundation"], "taxonomic_reasoning": "Fundamental building blocks that constitute the strategic framework approach"}, {"id": "strategic_direction", "name": "Strategic Direction", "definition": "High-level guidance and aspirational elements of the strategy", "parent_concepts": ["strategic_components"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.487281Z", "completed_at": "2025-12-03T15:29:39.487323Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4002, "end_index": 4027, "surrounding_text": "Data is a Strategic Asset", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972996Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "Data is a Strategic Asset"], "hierarchical_evidence": ["Strategic direction includes vision and guiding principles", "Direction provides aspirational guidance"], "taxonomic_reasoning": "Overarching guidance that establishes strategic intent and philosophical foundation"}, {"id": "implementation_guidance", "name": "Implementation Guidance", "definition": "Specific capabilities, goals, and objectives for strategy execution", "parent_concepts": ["strategic_components"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.495925Z", "completed_at": "2025-12-03T15:29:39.495965Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357483Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205813Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 3439, "end_index": 3459, "surrounding_text": "Implementation Plans .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414012Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 2127, "end_index": 2147, "surrounding_text": "capabilities are left to future data strategy implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.688670Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 4475, "end_index": 4494, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.013982Z"}], "source_entity_names": ["Data Strategy Implementation Plans", "Implementation Plans", "implementation plans", "Implementation plan"], "hierarchical_evidence": ["Implementation guidance includes capabilities, goals, and objectives", "Guidance provides specific direction for execution"], "taxonomic_reasoning": "Concrete elements that translate strategic vision into actionable implementation plans"}, {"id": "problem_definition", "name": "Problem Definition", "definition": "Statement of challenges and scope boundaries", "parent_concepts": ["implementation_scope"], "confidence_score": 0.84, "transformation_logs": [{"id": "transform_problem_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.504538Z", "completed_at": "2025-12-03T15:29:39.504579Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3627, "end_index": 3644, "surrounding_text": "Problem Statement .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215458Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1038, "end_index": 1055, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967340Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1472, "end_index": 1489, "surrounding_text": "Problem Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 3006, "end_index": 3023, "surrounding_text": "Problem Statement .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535557Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4817, "end_index": 4834, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.935115Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4885, "end_index": 4904, "surrounding_text": "Department\u2019s first order problem and to whom it applies.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.935620Z"}], "source_entity_names": ["Problem Statement", "problem statement", "first order problem"], "hierarchical_evidence": ["Problem definition includes statement and scope boundaries", "Definition establishes context for strategy application"], "taxonomic_reasoning": "Contextual framework that defines the problem space and implementation boundaries"}, {"id": "asset_classification", "name": "Asset Classification", "definition": "Categorization of data assets by importance and permanence", "parent_concepts": ["data_assets"], "confidence_score": 0.88, "entity_id": "E-6e7cbf4a4227", "transformation_logs": [{"id": "transform_asset_cl", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.507044Z", "completed_at": "2025-12-03T15:29:39.507077Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "end_index": 5, "surrounding_text": "Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.411477Z"}], "hierarchical_evidence": ["Asset classification includes primary and permanent categories", "Classification defines asset importance and lifecycle"], "taxonomic_reasoning": "Systematic categorization of data assets based on strategic importance and retention requirements"}, {"id": "data_characteristics", "name": "Data Characteristics", "definition": "Quality attributes and properties defining data value and usability", "parent_concepts": ["data_assets_resources"], "child_concepts": ["data_quality_attributes", "data_accessibility_attributes"], "confidence_score": 0.88, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_cha", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.509500Z", "completed_at": "2025-12-03T15:29:39.509521Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationQuality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationQuality", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data characteristics include fields, usability, and security", "Characteristics define data quality and structure"], "taxonomic_reasoning": "Attributes that define the quality, security, and structural properties of data assets"}, {"id": "system_infrastructure", "name": "System Infrastructure", "definition": "Hardware and software components of technical systems", "parent_concepts": ["technical_systems"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_system_i", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.516783Z", "completed_at": "2025-12-03T15:29:39.516811Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 738, "end_index": 751, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349077Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2168, "end_index": 2190, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211386Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3128, "end_index": 3141, "surrounding_text": "responsibility of all DoD leaders is to treat data as a weapon system and manage, secure, and use", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214294Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4599, "end_index": 4624, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417154Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4387, "end_index": 4413, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.694134Z"}], "source_entity_names": ["weapon system", "digital infrastructure", "supporting infrastructure", "localized system decisions"], "hierarchical_evidence": ["System infrastructure includes software and hardware components", "Infrastructure provides technical foundation"], "taxonomic_reasoning": "Physical and logical components that constitute the technical foundation for data operations"}, {"id": "system_interfaces", "name": "System Interfaces", "definition": "Interfaces enabling system integration and human interaction", "parent_concepts": ["system_architecture"], "confidence_score": 0.85, "entity_id": "E-2537684b13b5", "transformation_logs": [{"id": "transform_system_i", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.518176Z", "completed_at": "2025-12-03T15:29:39.518185Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1609, "end_index": 1619, "surrounding_text": "and interfaces (e.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.590577Z"}], "hierarchical_evidence": ["System interfaces enable human-machine interaction", "Interfaces facilitate system accessibility"], "taxonomic_reasoning": "Mechanisms that enable effective interaction between human users and technical systems"}, {"id": "data_operations", "name": "Data Operations", "definition": "Core operational processes for data handling and analysis", "parent_concepts": ["data_management_processes"], "child_concepts": ["processes", "data_assets", "data_quality_assurance", "data_processing_systems", "data_activities", "data_lifecycle", "data_services", "data_access", "data_processing_operations", "data_analytics_systems", "data_collection_operations", "data_processing", "data_access_management", "operational_characteristics", "data_management_activities", "data_analytics", "data_disposition", "data_aggregation", "data_sharing", "data_analysis", "data_presentation"], "confidence_score": 0.91, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_ope", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.519504Z", "completed_at": "2025-12-03T15:29:39.519513Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data operations include analytics and applications", "Operations utilize analytic tools for processing"], "taxonomic_reasoning": "Active processes that analyze data and develop applications for operational use"}, {"id": "process_characteristics", "name": "Process Characteristics", "definition": "Attributes and capabilities of data processing operations", "parent_concepts": ["data_processes"], "confidence_score": 0.84, "transformation_logs": [{"id": "transform_process_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.524664Z", "completed_at": "2025-12-03T15:29:39.524692Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationQuality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationQuality", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2860, "end_index": 2874, "surrounding_text": "Objective 1: DoD budget requests and the supporting budget process integrate data-focused", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.010579Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "start_index": 2898, "end_index": 2909, "surrounding_text": "Data underpins digital modernization and is increasingly the fuel of every DoD process, algorithm,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.526090Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2239, "end_index": 2253, "surrounding_text": "Objective 1: DoD budget requests and the supporting budget process integrate data-focused", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109991Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2277, "end_index": 2288, "surrounding_text": "Data underpins digital modernization and is increasingly the fuel of every DoD process, algorithm,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.594404Z"}], "source_entity_names": ["Budget process", "DoD process", "budget process"], "hierarchical_evidence": ["Process characteristics include interoperability and enrichment", "Characteristics define processing capabilities and speed"], "taxonomic_reasoning": "Operational attributes that define the capabilities and performance of data processing activities"}, {"id": "personnel_roles", "name": "Personnel Roles", "definition": "Key roles and stakeholders involved in data operations and decision-making", "parent_concepts": ["organizational_framework"], "confidence_score": 0.88, "entity_id": "E-9a7bb5342640", "transformation_logs": [{"id": "transform_personne", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.526083Z", "completed_at": "2025-12-03T15:29:39.526092Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}], "hierarchical_evidence": ["Personnel roles include experts, commanders, and decision-makers", "Roles define responsibilities in data operations"], "taxonomic_reasoning": "Specific functional roles that individuals perform within the data-driven organizational structure"}, {"id": "expertise_development", "name": "Expertise Development", "definition": "Building data competencies across the workforce", "parent_concepts": ["human_resources"], "confidence_score": 0.82, "transformation_logs": [{"id": "transform_expertis", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.531122Z", "completed_at": "2025-12-03T15:29:39.531144Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3729, "end_index": 3750, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012840Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...rapid development...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.830218Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3099, "end_index": 3129, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112443Z"}], "source_entity_names": ["Algorithm development", "rapid development", "advanced algorithm development"], "hierarchical_evidence": ["Expertise development builds workforce data acumen", "Development enhances organizational capabilities"], "taxonomic_reasoning": "Systematic development of data-related skills and competencies across the organization"}, {"id": "performance_benefits", "name": "Performance Benefits", "definition": "Measurable improvements in operational performance", "parent_concepts": ["operational_outcomes"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_performa", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.536152Z", "completed_at": "2025-12-03T15:29:39.536171Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "start_index": 2630, "end_index": 2653, "surrounding_text": "common lexicon and common metrics/measures of performance for these plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.525488Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2009, "end_index": 2032, "surrounding_text": "common lexicon and common metrics/measures of performance for these plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.592718Z"}], "source_entity_names": ["measures of performance"], "hierarchical_evidence": ["Performance benefits include operational advantage and efficiency", "Benefits demonstrate improved speed and scale"], "taxonomic_reasoning": "Quantifiable improvements in operational effectiveness resulting from data-driven approaches"}, {"id": "decision_support", "name": "Decision Support", "definition": "Enhanced decision-making capabilities through data insights", "parent_concepts": ["operational_outcomes"], "confidence_score": 0.85, "entity_id": "E-9d4cf56e35d0", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.537567Z", "completed_at": "2025-12-03T15:29:39.537581Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "ServiceRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/ServiceRole", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 570, "end_index": 600, "surrounding_text": "Senior Leader Decision Support: Senior leaders, including the Deputy Secretary, have directed", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584623Z"}], "hierarchical_evidence": ["Decision support enables data-driven decisions and insights", "Support enhances situational awareness and precision effects"], "taxonomic_reasoning": "Capabilities that enhance decision-making through improved information and analytical insights"}, {"id": "cultural_attributes", "name": "Cultural Attributes", "definition": "Characteristics of a data-aware organizational culture", "parent_concepts": ["organizational_culture"], "confidence_score": 0.81, "entity_id": "E-c5414afddb32", "transformation_logs": [{"id": "transform_cultural", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.81, "reasoning": "LLM-generated hierarchy with confidence 0.810", "started_at": "2025-12-03T15:29:39.538912Z", "completed_at": "2025-12-03T15:29:39.538922Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}], "hierarchical_evidence": ["Cultural attributes include data awareness and acumen", "Attributes define organizational mindset"], "taxonomic_reasoning": "Specific cultural characteristics that support effective data utilization and decision-making"}, {"id": "strategic_outcomes", "name": "Strategic Outcomes", "definition": "Results and achievements from data-driven strategic initiatives", "parent_concepts": ["decision_support_systems"], "child_concepts": ["competitive_advantages", "decision_making_improvements", "operational_benefits"], "confidence_score": 0.85, "entity_id": "E-0e0f2ad53665", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.538980Z", "completed_at": "2025-12-03T15:29:39.538986Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1099, "end_index": 1117, "surrounding_text": "interactive data in place of static slides to inform strategic outcomes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587192Z"}], "source_entity_names": ["strategic outcomes"], "hierarchical_evidence": ["Strategic outcomes include competitive advantages and improved decision-making", "Data governance leads to operational and strategic benefits"], "taxonomic_reasoning": "High-level outcomes and benefits achieved through effective data governance and management"}, {"id": "data_governance_policies", "name": "Data Governance Policies", "definition": "Policies, plans, and practices governing data management", "parent_concepts": ["data_governance_framework"], "confidence_score": 0.93, "entity_id": "E-f72fc451e46c", "transformation_logs": [{"id": "transform_data_gov", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.539032Z", "completed_at": "2025-12-03T15:29:39.539037Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 24, "surrounding_text": "...data governance policies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.975410Z"}], "source_entity_names": ["data governance policies"], "hierarchical_evidence": ["Data governance includes policies, plans, and operational practices", "Framework encompasses various management documents and procedures"], "taxonomic_reasoning": "Formal governance structures including policies, plans, and standardized practices"}, {"id": "data_stewardship_roles", "name": "Data Stewardship Roles", "definition": "Roles and responsibilities for collective data stewardship", "parent_concepts": ["data_governance_framework"], "child_concepts": ["executive_leadership", "operational_stewards", "technical_custodians"], "confidence_score": 0.91, "entity_id": "E-f8f6e9b6f41e", "transformation_logs": [{"id": "transform_data_ste", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.539083Z", "completed_at": "2025-12-03T15:29:39.539088Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}], "source_entity_names": ["data stewardship"], "hierarchical_evidence": ["Data stewardship includes various roles from executives to technical custodians", "Collective stewardship involves multiple organizational levels"], "taxonomic_reasoning": "Hierarchical organization of data management roles from strategic to operational levels"}, {"id": "strategic_data_principles", "name": "Strategic Data Principles", "definition": "Fundamental principles guiding data management strategy", "parent_concepts": ["data_governance_framework"], "confidence_score": 0.92, "entity_id": "E-45cf8ac7c77d", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.539133Z", "completed_at": "2025-12-03T15:29:39.539138Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}], "source_entity_names": ["data principles"], "hierarchical_evidence": ["Eight guiding principles include data as strategic asset and collective stewardship", "Principles form foundation of data governance approach"], "taxonomic_reasoning": "Core principles that guide organizational approach to data management"}, {"id": "defense_organizations", "name": "Defense Organizations", "definition": "Military and defense organizational entities", "parent_concepts": ["organizational_structure"], "child_concepts": ["us_congress", "dod_abbreviation"], "confidence_score": 0.95, "entity_id": "E-eed094bb04ff", "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.540419Z", "completed_at": "2025-12-03T15:29:39.540427Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}], "hierarchical_evidence": ["DoD includes headquarters and component organizations", "Component CDOs represent organizational structure"], "taxonomic_reasoning": "Hierarchical structure of defense organizations from headquarters to components"}, {"id": "strategic_assets", "name": "Strategic Assets", "definition": "Critical assets including personnel, systems, and infrastructure", "parent_concepts": ["organizational_structure"], "confidence_score": 0.88, "entity_id": "E-20de8109e38c", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.540477Z", "completed_at": "2025-12-03T15:29:39.540482Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3468, "end_index": 3484, "surrounding_text": "DoD exerts tremendous effort planning and using traditional strategic assets such as personnel,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.334357Z"}], "source_entity_names": ["strategic assets"], "hierarchical_evidence": ["Strategic assets include personnel, weapon systems, and infrastructure", "Assets encompass human, physical, and operational resources"], "taxonomic_reasoning": "Categorization of critical organizational assets by type and function"}, {"id": "decision_making_improvements", "name": "Decision Making Improvements", "definition": "Enhanced decision-making capabilities through better data", "parent_concepts": ["strategic_outcomes"], "confidence_score": 0.92, "entity_id": "E-2f4ad43a426b", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.540527Z", "completed_at": "2025-12-03T15:29:39.540533Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}], "source_entity_names": ["decision making"], "hierarchical_evidence": ["Better-informed decisions result from trustworthy and integrated data", "Decision-making improvements are key strategic outcomes"], "taxonomic_reasoning": "Improvements in decision quality and effectiveness through enhanced data capabilities"}, {"id": "operational_benefits", "name": "Operational Benefits", "definition": "Positive operational outcomes and high-value results", "parent_concepts": ["strategic_outcomes"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.545513Z", "completed_at": "2025-12-03T15:29:39.545529Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3180, "end_index": 3198, "surrounding_text": "data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214645Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter"], "hierarchical_evidence": ["Operational benefits include positive outcomes and high-value results", "Data becomes high-interest commodity with operational value"], "taxonomic_reasoning": "Tangible operational benefits and valuable outcomes from data governance"}, {"id": "executive_leadership", "name": "Executive Leadership", "definition": "Senior executive roles in data governance", "parent_concepts": ["data_stewardship_roles"], "confidence_score": 0.93, "transformation_logs": [{"id": "transform_executiv", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.550650Z", "completed_at": "2025-12-03T15:29:39.550672Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "LeadershipRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/LeadershipRole", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1392, "end_index": 1399, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.244550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3468, "end_index": 3475, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.244572Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 611, "end_index": 618, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.697434Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "start_index": 4047, "end_index": 4064, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.527903Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 771, "end_index": 778, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651999Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2847, "end_index": 2854, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652020Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4390, "end_index": 4397, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834130Z"}], "source_entity_names": ["leaders", "Executive Summary"], "hierarchical_evidence": ["Executive leadership includes Secretary of Defense and Chief Data Officers", "CDO roles represent executive level data governance"], "taxonomic_reasoning": "Senior executive positions responsible for strategic data governance oversight"}, {"id": "operational_stewards", "name": "Operational Stewards", "definition": "Operational level data stewardship roles", "parent_concepts": ["data_stewardship_roles"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.555718Z", "completed_at": "2025-12-03T15:29:39.555740Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 990, "end_index": 993, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207643Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1381, "end_index": 1384, "surrounding_text": "Improving data management will enhance the Department's ability to fight and win wars in an era", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207663Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1716, "end_index": 1719, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2483, "end_index": 2486, "surrounding_text": "wars requires that we become world leaders in operationalizing and protecting our data resources", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207695Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2958, "end_index": 2961, "surrounding_text": "efficiency are everywhere, this strategy focuses efforts on Joint Warfighting, Senior Leader", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207712Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "data stewards", "war"], "hierarchical_evidence": ["Operational stewards include data stewards and functional managers", "These roles handle day-to-day data stewardship activities"], "taxonomic_reasoning": "Mid-level roles responsible for operational data stewardship and management"}, {"id": "technical_custodians", "name": "Technical Custodians", "definition": "Technical roles responsible for data custody and management", "parent_concepts": ["data_stewardship_roles"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_technica", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.561713Z", "completed_at": "2025-12-03T15:29:39.561735Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4829, "end_index": 4844, "surrounding_text": "DoD will assign data stewards, data custodians, and a set of functional data managers", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.975037Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 429, "end_index": 444, "surrounding_text": "DoD will assign data stewards, data custodians, and a set of functional data managers", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.243623Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 651, "end_index": 666, "surrounding_text": "Data custodians are responsible", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.243638Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 2473, "end_index": 2488, "surrounding_text": "Data stewards, data custodians, and functional data managers are all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.706166Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 1023, "end_index": 1038, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.905762Z"}], "source_entity_names": ["data custodians"], "hierarchical_evidence": ["Data custodians represent technical level of data stewardship", "Custodians handle technical aspects of data management"], "taxonomic_reasoning": "Technical roles focused on data custody, storage, and technical management"}, {"id": "technology_systems", "name": "Technology Systems", "definition": "Technical infrastructure and systems supporting defense operations", "parent_concepts": ["operational_capabilities"], "child_concepts": ["artificial_intelligence_systems", "system_components", "system_capabilities", "legacy_infrastructure", "information_technology"], "confidence_score": 0.91, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_technolo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.563163Z", "completed_at": "2025-12-03T15:29:39.563174Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["AI and advanced analytics represent technical capabilities", "Technology systems support data processing and automation"], "taxonomic_reasoning": "Technical systems grouped based on their role in data processing, AI, and automated operations"}, {"id": "data_management_processes", "name": "Data Management Processes", "definition": "Technical and operational processes for managing data lifecycle and quality", "parent_concepts": ["dod_data_governance"], "child_concepts": ["data_lifecycle_management", "data_standards", "data_operations", "data_lifecycle_operations", "data_security_management", "technical_infrastructure", "data_integration_activities", "data_security_measures", "data_sharing_processes", "data_integration_processes", "compliance_management"], "confidence_score": 0.88, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.563234Z", "completed_at": "2025-12-03T15:29:39.563241Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data lifecycle encompasses collection, integration, and dissemination", "Management processes include quality and access control"], "taxonomic_reasoning": "Operational processes grouped under governance framework based on lifecycle management principles"}, {"id": "data_ethics_principles", "name": "Data Ethics Principles", "definition": "Ethical frameworks and principles governing responsible data use", "parent_concepts": ["data_governance_framework"], "child_concepts": ["ethical_frameworks", "responsible_data_practices"], "confidence_score": 0.93, "entity_id": "E-5e44acf31b67", "transformation_logs": [{"id": "transform_data_eth", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.563290Z", "completed_at": "2025-12-03T15:29:39.563296Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}], "source_entity_names": ["Data Ethics"], "hierarchical_evidence": ["Data ethics includes AI ethics and responsible use principles", "Ethical frameworks guide responsible data practices"], "taxonomic_reasoning": "Ethics concepts grouped based on their role in establishing responsible data use standards"}, {"id": "human_stakeholders", "name": "Human Stakeholders", "definition": "Individual human actors in data governance processes", "parent_concepts": ["organizational_stakeholders"], "child_concepts": ["authorized_individuals"], "confidence_score": 0.89, "entity_id": "E-855ab223feb6", "transformation_logs": [{"id": "transform_human_st", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.564708Z", "completed_at": "2025-12-03T15:29:39.564721Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}], "hierarchical_evidence": ["Leaders and authorized individuals are human stakeholders", "Human actors have specific roles in data governance"], "taxonomic_reasoning": "Human entities grouped based on their individual roles in organizational structure"}, {"id": "technical_capabilities", "name": "Technical Capabilities", "definition": "Technical features and functionalities that enable DoD data operations", "parent_concepts": ["dod_data_architecture"], "child_concepts": ["development_capabilities"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_technica", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.569725Z", "completed_at": "2025-12-03T15:29:39.569742Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2713, "end_index": 2735, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 1089, "end_index": 1111, "surrounding_text": "Essential Capabilities .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.412341Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4675, "end_index": 4696, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417450Z"}], "source_entity_names": ["Essential Capabilities", "DoD capabilities", "essential capabilities", "advanced capabilities"], "hierarchical_evidence": ["Automation and security are core technical capabilities", "Enterprise access represents technical capability for data availability"], "taxonomic_reasoning": "Technical capabilities grouped based on their enabling role in data operations"}, {"id": "data_access_control", "name": "Data Access Control", "definition": "Mechanisms for controlling who can access data and under what conditions", "parent_concepts": ["data_governance_framework"], "confidence_score": 0.9, "entity_id": "E-8732a9866a7d", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.569822Z", "completed_at": "2025-12-03T15:29:39.569828Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}], "source_entity_names": ["data access"], "hierarchical_evidence": ["Access control encompasses data access, use, and protection", "Control mechanisms manage how data is accessed and used"], "taxonomic_reasoning": "Access control concepts grouped based on their role in managing data availability and security"}, {"id": "ethical_frameworks", "name": "Ethical Frameworks", "definition": "Legal and ethical foundations for data governance", "parent_concepts": ["data_ethics_principles"], "confidence_score": 0.9, "entity_id": "E-c53847873484", "transformation_logs": [{"id": "transform_ethical_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.571181Z", "completed_at": "2025-12-03T15:29:39.571189Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}], "hierarchical_evidence": ["Constitution and Law of War provide ethical frameworks", "Ethical behavior is guided by legal and moral frameworks"], "taxonomic_reasoning": "Legal and ethical foundations grouped based on their authoritative role in establishing ethical standards"}, {"id": "responsible_data_practices", "name": "Responsible Data Practices", "definition": "Practices promoting ethical and responsible data use", "parent_concepts": ["data_ethics_principles"], "confidence_score": 0.87, "entity_id": "E-355ec4131cce", "transformation_logs": [{"id": "transform_responsi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.572760Z", "completed_at": "2025-12-03T15:29:39.572791Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 25, "surrounding_text": "...data management practices...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965702Z"}], "hierarchical_evidence": ["Responsible practices include ethical use and cultural development", "Practices promote ethical data handling across organization"], "taxonomic_reasoning": "Ethical practices grouped based on their implementation role in promoting responsible data use"}, {"id": "leaders", "name": "Leaders", "definition": "Senior personnel responsible for organizational direction and decision making", "parent_concepts": ["personnel_categories"], "confidence_score": 0.73, "entity_id": "E-e5362e758b3c", "transformation_logs": [{"id": "transform_leaders", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.73, "reasoning": "LLM-generated hierarchy with confidence 0.730", "started_at": "2025-12-03T15:29:39.572850Z", "completed_at": "2025-12-03T15:29:39.572857Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4390, "end_index": 4397, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834130Z"}], "source_entity_names": ["leaders"], "hierarchical_evidence": ["Leaders are human stakeholders in organizational structure"], "taxonomic_reasoning": "Leadership role identified as specific type of human stakeholder"}, {"id": "authorized_individuals", "name": "Authorized Individuals", "definition": "Individuals with specific authorization for data access and use", "parent_concepts": ["human_stakeholders"], "confidence_score": 0.84, "entity_id": "E-027b733fdeb4", "transformation_logs": [{"id": "transform_authoriz", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.572904Z", "completed_at": "2025-12-03T15:29:39.572909Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "end_index": 22, "surrounding_text": "...authorized individuals...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651701Z"}], "source_entity_names": ["authorized individuals"], "hierarchical_evidence": ["Authorized individuals are human stakeholders with specific permissions"], "taxonomic_reasoning": "Authorized personnel identified as specific category of human stakeholder"}, {"id": "data_collection", "name": "Data Collection", "definition": "Processes and activities for gathering data from various sources", "parent_concepts": ["data_lifecycle_management"], "confidence_score": 0.88, "entity_id": "E-dd9a14a17ea8", "transformation_logs": [{"id": "transform_data_col", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.572953Z", "completed_at": "2025-12-03T15:29:39.572958Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}], "source_entity_names": ["data collection"], "hierarchical_evidence": ["Data collection is part of data lifecycle management"], "taxonomic_reasoning": "Collection identified as initial phase of data lifecycle"}, {"id": "strategic_advantages", "name": "Strategic Advantages", "definition": "Benefits derived from effective data governance and utilization", "parent_concepts": ["data_governance_framework"], "confidence_score": 0.82, "entity_id": "E-a09d72fca621", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.573003Z", "completed_at": "2025-12-03T15:29:39.573008Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 60, "end_index": 80, "surrounding_text": "of its overall mission, it gains distinct, strategic advantages over competitors and adversaries alike.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.245765Z"}], "source_entity_names": ["strategic advantages"], "hierarchical_evidence": ["Strategic advantages include improved decision-making", "Integrated data provides strategic value"], "taxonomic_reasoning": "Strategic outcomes grouped as benefits of effective data governance implementation"}, {"id": "dod_data_enterprise", "name": "DoD Data Enterprise", "definition": "Comprehensive framework for Department of Defense data management, sharing, and utilization", "parent_concepts": ["defense_data_systems"], "child_concepts": ["data_management_framework", "enterprise_systems_architecture", "organizational_governance"], "confidence_score": 0.95, "entity_id": "E-b68f4a27f559", "transformation_logs": [{"id": "transform_dod_data", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.573064Z", "completed_at": "2025-12-03T15:29:39.573069Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}], "source_entity_names": ["DoD data"], "hierarchical_evidence": ["Enterprise capabilities encompass DoD-wide data management", "Enterprise cloud provides foundational infrastructure for data operations"], "taxonomic_reasoning": "Root concept encompassing all DoD data-related activities, systems, and governance structures"}, {"id": "data_quality_management", "name": "Data Quality Management", "definition": "Processes and measures for ensuring data accuracy, precision, and fidelity", "parent_concepts": ["data_management_systems"], "child_concepts": ["data_trustworthy", "quality_data", "training_quality_datasets", "discoverable_data", "data_quality", "data_accuracy_measures", "data_precision_controls", "data_fidelity_assurance", "strategic_advantage_enablement", "data_tagging_strategy", "quality_metrics"], "confidence_score": 0.91, "entity_id": "E-fc1a88c23942", "transformation_logs": [{"id": "transform_data_qua", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.573117Z", "completed_at": "2025-12-03T15:29:39.573122Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}], "source_entity_names": ["Data quality management"], "hierarchical_evidence": ["Training-quality datasets represent specialized quality requirements", "Discoverable data ensures quality through accessibility"], "taxonomic_reasoning": "Quality-focused data activities grouped under systematic quality management"}, {"id": "data_sharing_mechanisms", "name": "Data Sharing Mechanisms", "definition": "Tools, processes, and policies enabling secure and efficient data sharing", "parent_concepts": ["data_management_framework"], "child_concepts": ["information_sharing_policies", "access_management", "data_sharing_tools"], "confidence_score": 0.91, "entity_id": "E-31ebb0ebd418", "transformation_logs": [{"id": "transform_data_sha", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.573165Z", "completed_at": "2025-12-03T15:29:39.573170Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}], "source_entity_names": ["data sharing"], "hierarchical_evidence": ["Data-sharing tools enable information sharing", "Information sharing requires systematic mechanisms"], "taxonomic_reasoning": "Sharing-related activities grouped under systematic mechanism concept"}, {"id": "information_sharing_policies", "name": "Information Sharing Policies", "definition": "Policies and cultural frameworks governing information access and distribution", "parent_concepts": ["data_sharing_mechanisms"], "child_concepts": ["access_principles"], "confidence_score": 0.87, "entity_id": "E-84ec8f824255", "transformation_logs": [{"id": "transform_informat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.573212Z", "completed_at": "2025-12-03T15:29:39.573218Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2337, "end_index": 2356, "surrounding_text": ", information sharing).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650894Z"}], "source_entity_names": ["information sharing"], "hierarchical_evidence": ["Cultural shift from need to know to responsibility to provide", "Information sharing requires policy framework"], "taxonomic_reasoning": "Policy and cultural elements grouped under information sharing governance"}, {"id": "cultural_transformation", "name": "Cultural Transformation", "definition": "Strategic initiatives for developing data-centric organizational culture", "parent_concepts": ["organizational_transformation"], "child_concepts": ["decision_making_culture", "data_centric_organization", "paradigm_shift_initiatives"], "confidence_score": 0.94, "entity_id": "E-c650208f2942", "transformation_logs": [{"id": "transform_cultural", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.573263Z", "completed_at": "2025-12-03T15:29:39.573268Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4147, "end_index": 4170, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833607Z"}], "source_entity_names": ["cultural transformation"], "hierarchical_evidence": ["Cultural shift represents transformation in organizational behavior", "Cultural change encompasses evolving norms"], "taxonomic_reasoning": "Cultural elements grouped under transformation concept"}, {"id": "access_principles", "name": "Access Principles", "definition": "Fundamental principles governing information access and sharing decisions", "parent_concepts": ["information_sharing_policies"], "confidence_score": 0.86, "entity_id": "E-1b59686b78a4", "transformation_logs": [{"id": "transform_access_p", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.574613Z", "completed_at": "2025-12-03T15:29:39.574622Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}], "hierarchical_evidence": ["Need to know and responsibility to provide represent access principles", "Default posture establishes baseline access approach"], "taxonomic_reasoning": "Access-related principles grouped under systematic principle framework"}, {"id": "compliance_requirements", "name": "Compliance Requirements", "definition": "Mandatory requirements for data governance compliance", "parent_concepts": ["governance_framework"], "confidence_score": 0.87, "entity_id": "E-b6bcd42c13c7", "transformation_logs": [{"id": "transform_complian", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.576006Z", "completed_at": "2025-12-03T15:29:39.576016Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}], "hierarchical_evidence": ["Law establishes legal compliance requirements", "Privacy and ethical considerations define compliance boundaries"], "taxonomic_reasoning": "Compliance elements grouped under systematic requirement framework"}, {"id": "access_management", "name": "Access Management", "definition": "Technical and procedural systems for controlling data and system access", "parent_concepts": ["data_sharing_mechanisms"], "child_concepts": ["identity_credential_access_management", "protected_visibility", "responsible_brokerage"], "confidence_score": 0.93, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_access_m", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.577358Z", "completed_at": "2025-12-03T15:29:39.577366Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["ICAM provides systematic access management", "Protected visibility ensures controlled access"], "taxonomic_reasoning": "Access control mechanisms grouped under systematic management concept"}, {"id": "enterprise_systems_architecture", "name": "Enterprise Systems Architecture", "definition": "Integrated systems and technologies supporting DoD operations and data management", "parent_concepts": ["dod_data_enterprise"], "child_concepts": ["ai_algorithmic_systems"], "confidence_score": 0.94, "entity_id": "E-3eddcf767361", "transformation_logs": [{"id": "transform_enterpri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.578887Z", "completed_at": "2025-12-03T15:29:39.578896Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 30, "surrounding_text": "...systems architecture evolution...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.830755Z"}], "hierarchical_evidence": ["Enterprise cloud provides foundational architecture", "Warfighting, intelligence, and business systems represent operational architecture"], "taxonomic_reasoning": "Systems and technology components grouped under enterprise architecture concept"}, {"id": "operational_systems", "name": "Operational Systems", "definition": "Technical systems supporting military operations and capabilities", "parent_concepts": ["military_operations_framework"], "child_concepts": ["warfighting_systems", "intelligence_systems"], "confidence_score": 0.88, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.580237Z", "completed_at": "2025-12-03T15:29:39.580245Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Warfighting systems support combat operations", "Intelligence and business systems support operational requirements"], "taxonomic_reasoning": "Mission-specific systems grouped under operational system category"}, {"id": "technology_infrastructure", "name": "Technology Infrastructure", "definition": "Technical systems, platforms, and capabilities supporting data operations", "parent_concepts": ["dod_data_strategy"], "child_concepts": ["enterprise_cloud", "enterprise_capabilities", "ai_technologies", "security_measures", "system_architecture", "data_processing_tools", "data_systems", "connectivity_platforms"], "confidence_score": 0.9, "entity_id": "E-bc7bad3d7356", "transformation_logs": [{"id": "transform_technolo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.581578Z", "completed_at": "2025-12-03T15:29:39.581586Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}], "hierarchical_evidence": ["Enterprise cloud provides foundational infrastructure", "Enterprise capabilities represent technology infrastructure"], "taxonomic_reasoning": "Infrastructure components grouped under systematic technology framework"}, {"id": "ai_algorithmic_systems", "name": "AI and Algorithmic Systems", "definition": "Artificial intelligence technologies and algorithmic capabilities for enhanced operations", "parent_concepts": ["enterprise_systems_architecture"], "child_concepts": ["algorithmic_warfare"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_ai_algor", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.587019Z", "completed_at": "2025-12-03T15:29:39.587041Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2317, "end_index": 2335, "surrounding_text": "algorithmic models will increasingly become the DoD\u2019s most valuable digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352099Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3792, "end_index": 3810, "surrounding_text": ") Talent and Culture \u2013 DoD workforce (Service Members, Civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354816Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1229, "end_index": 1231, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211135Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1577, "end_index": 1579, "surrounding_text": "data to capitalize on strategic and tactical opportunities that are currently unavailable.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1616, "end_index": 1618, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2241, "end_index": 2243, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2429, "end_index": 2431, "surrounding_text": "whichever side can better leverage data will gain military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211207Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2272, "end_index": 2283, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211799Z"}], "source_entity_names": ["algorithmic models", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "Talent and Culture", "AI", "DoD systems"], "hierarchical_evidence": ["AI technologies encompass algorithmic capabilities", "Algorithmic warfare represents specialized AI application"], "taxonomic_reasoning": "AI and algorithm-related systems grouped under specialized technology category"}, {"id": "organizational_governance", "name": "Organizational Governance", "definition": "Governance structures, policies, and oversight mechanisms for DoD data operations", "parent_concepts": ["dod_data_enterprise"], "child_concepts": ["operational_processes", "oversight_functions", "governance_framework", "organizational_roles"], "confidence_score": 0.93, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.588425Z", "completed_at": "2025-12-03T15:29:39.588434Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Organizations implement governance structures", "Strategic frameworks guide organizational governance"], "taxonomic_reasoning": "Governance elements grouped under systematic organizational framework"}, {"id": "operational_processes", "name": "Operational Processes", "definition": "Day-to-day processes and mechanisms supporting organizational operations", "parent_concepts": ["organizational_governance"], "child_concepts": ["daily_operations", "appropriate_mechanisms"], "confidence_score": 0.87, "entity_id": "E-d02aebcaed71", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.589759Z", "completed_at": "2025-12-03T15:29:39.589775Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}], "hierarchical_evidence": ["Daily operations represent operational processes", "Appropriate mechanisms support process execution"], "taxonomic_reasoning": "Process-related activities grouped under operational process category"}, {"id": "data_stewardship", "name": "Data Stewardship", "definition": "Responsible management and oversight of data assets throughout their lifecycle", "parent_concepts": ["data_governance"], "confidence_score": 0.89, "entity_id": "E-f8f6e9b6f41e", "transformation_logs": [{"id": "transform_data_ste", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.589828Z", "completed_at": "2025-12-03T15:29:39.589834Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}], "source_entity_names": ["data stewardship"], "hierarchical_evidence": ["Data stewardship implements governance policies"], "taxonomic_reasoning": "Stewardship represents specific governance implementation"}, {"id": "data_availability", "name": "Data Availability", "definition": "Technical and operational capability to provide data when requested", "parent_concepts": ["data_accessibility"], "confidence_score": 0.85, "entity_id": "E-303151bc3eca", "transformation_logs": [{"id": "transform_data_ava", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.589880Z", "completed_at": "2025-12-03T15:29:39.589885Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 17, "surrounding_text": "...data availability...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.250464Z"}], "source_entity_names": ["data availability"], "hierarchical_evidence": ["Data availability is component of accessibility"], "taxonomic_reasoning": "Availability represents specific aspect of accessibility"}, {"id": "quality_data", "name": "Quality Data", "definition": "Data meeting established standards for accuracy, completeness, and reliability", "parent_concepts": ["data_quality_management"], "confidence_score": 0.88, "entity_id": "E-426c3426d3fc", "transformation_logs": [{"id": "transform_quality_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.589933Z", "completed_at": "2025-12-03T15:29:39.589938Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3461, "end_index": 3473, "surrounding_text": "quality datasets (TQD) that are the pieces of information and associated labels used to build", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4298, "end_index": 4310, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655849Z"}], "source_entity_names": ["quality data"], "hierarchical_evidence": ["Quality data represents output of quality management"], "taxonomic_reasoning": "Quality data as product of quality management processes"}, {"id": "training_quality_datasets", "name": "Training Quality Datasets", "definition": "High-quality datasets specifically prepared for training AI and machine learning models", "parent_concepts": ["data_quality_management"], "child_concepts": ["tqd"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_training", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.595235Z", "completed_at": "2025-12-03T15:29:39.595258Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2249, "end_index": 2281, "surrounding_text": ") Data for Artificial Intelligence Training \u2013 Data sets for A.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.351913Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2298, "end_index": 2311, "surrounding_text": ") Data for Artificial Intelligence Training \u2013 Data sets for A.I. training and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352005Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 34, "end_index": 38, "surrounding_text": ") Make Data Trustworthy \u2013 Consumers can be confident in all aspects of data for", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204583Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 98, "end_index": 102, "surrounding_text": ") Make Data Trustworthy \u2013 Consumers can be confident in all aspects of data for", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204600Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 135, "end_index": 139, "surrounding_text": ") Make Data Interoperable \u2013 Consumers have a common representation/", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204616Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 214, "end_index": 218, "surrounding_text": "comprehension of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204628Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 230, "end_index": 234, "surrounding_text": ") Make Data Secure \u2013 Consumers know that data is protected from unauthorized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204645Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1229, "end_index": 1231, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211135Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1577, "end_index": 1579, "surrounding_text": "data to capitalize on strategic and tactical opportunities that are currently unavailable.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1616, "end_index": 1618, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2241, "end_index": 2243, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2429, "end_index": 2431, "surrounding_text": "whichever side can better leverage data will gain military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211207Z"}], "source_entity_names": ["data", "Artificial Intelligence Training", "A.I. training", "AI"], "hierarchical_evidence": ["TQD represents training-quality datasets"], "taxonomic_reasoning": "Specialized quality datasets for AI training purposes"}, {"id": "tqd", "name": "TQD", "definition": "Training Quality Dataset - standardized high-quality data for AI model training", "parent_concepts": ["training_quality_datasets"], "confidence_score": 0.85, "entity_id": "E-ab0305c1746b", "transformation_logs": [{"id": "transform_tqd", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.595332Z", "completed_at": "2025-12-03T15:29:39.595339Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3479, "end_index": 3482, "surrounding_text": "quality datasets (TQD) that are the pieces of information and associated labels used to build", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653675Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3576, "end_index": 3579, "surrounding_text": "TQD and the algorithmic models will increasingly become DoD\u2019s most", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653693Z"}], "source_entity_names": ["TQD"], "hierarchical_evidence": ["TQD is acronym for training-quality datasets"], "taxonomic_reasoning": "TQD as specific implementation of training quality datasets"}, {"id": "discoverable_data", "name": "Discoverable Data", "definition": "Data that can be easily found and identified through search and discovery mechanisms", "parent_concepts": ["data_quality_management"], "confidence_score": 0.86, "entity_id": "E-88fc2afafadc", "transformation_logs": [{"id": "transform_discover", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.595388Z", "completed_at": "2025-12-03T15:29:39.595394Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 17, "surrounding_text": "...discoverable data...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255802Z"}], "source_entity_names": ["discoverable data"], "hierarchical_evidence": ["Discoverable data supports quality through findability"], "taxonomic_reasoning": "Discoverability as quality attribute of data management"}, {"id": "data_sharing_tools", "name": "Data Sharing Tools", "definition": "Technical tools and platforms enabling secure and efficient data sharing", "parent_concepts": ["data_sharing_mechanisms"], "confidence_score": 0.89, "entity_id": "E-31ebb0ebd418", "transformation_logs": [{"id": "transform_data_sha", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.595439Z", "completed_at": "2025-12-03T15:29:39.595444Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}], "source_entity_names": ["data sharing"], "hierarchical_evidence": ["Data-sharing tools enable sharing mechanisms"], "taxonomic_reasoning": "Tools as technical implementation of sharing mechanisms"}, {"id": "identity_credential_access_management", "name": "Identity, Credential, and Access Management", "definition": "Comprehensive system for managing user identities, credentials, and access permissions", "parent_concepts": ["access_management"], "child_concepts": ["icam"], "confidence_score": 0.92, "entity_id": "E-d3ca8ca6c763", "transformation_logs": [{"id": "transform_identity", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.595488Z", "completed_at": "2025-12-03T15:29:39.595493Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1982, "end_index": 2025, "surrounding_text": "Identity, Credential, and Access Management (ICAM); and associated data-sharing tools.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649613Z"}], "source_entity_names": ["Identity, Credential, and Access Management"], "hierarchical_evidence": ["ICAM represents Identity, Credential, and Access Management"], "taxonomic_reasoning": "ICAM as systematic approach to access management"}, {"id": "icam", "name": "ICAM", "definition": "Identity, Credential, and Access Management - standardized framework for access control", "parent_concepts": ["identity_credential_access_management"], "confidence_score": 0.9, "entity_id": "E-903ca3775727", "transformation_logs": [{"id": "transform_icam", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.595535Z", "completed_at": "2025-12-03T15:29:39.595540Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2027, "end_index": 2031, "surrounding_text": "Identity, Credential, and Access Management (ICAM); and associated data-sharing tools.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649707Z"}], "source_entity_names": ["ICAM"], "hierarchical_evidence": ["ICAM is acronym for Identity, Credential, and Access Management"], "taxonomic_reasoning": "ICAM as specific implementation framework"}, {"id": "protected_visibility", "name": "Protected Visibility", "definition": "Controlled access mechanisms ensuring appropriate visibility while maintaining security", "parent_concepts": ["access_management"], "confidence_score": 0.87, "entity_id": "E-1632bdb52c06", "transformation_logs": [{"id": "transform_protecte", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.595582Z", "completed_at": "2025-12-03T15:29:39.595587Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.75, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4168, "end_index": 4188, "surrounding_text": "algorithm models and associated data that provides protected visibility and responsible brokerage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655395Z"}], "source_entity_names": ["protected visibility"], "hierarchical_evidence": ["Protected visibility provides controlled access"], "taxonomic_reasoning": "Protected visibility as access control mechanism"}, {"id": "responsible_brokerage", "name": "Responsible Brokerage", "definition": "Ethical and responsible mediation of data access and sharing requests", "parent_concepts": ["access_management"], "confidence_score": 0.85, "entity_id": "E-2ae88595265a", "transformation_logs": [{"id": "transform_responsi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.595627Z", "completed_at": "2025-12-03T15:29:39.595632Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4193, "end_index": 4214, "surrounding_text": "algorithm models and associated data that provides protected visibility and responsible brokerage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655498Z"}], "source_entity_names": ["responsible brokerage"], "hierarchical_evidence": ["Responsible brokerage manages access decisions"], "taxonomic_reasoning": "Brokerage as responsible access mediation approach"}, {"id": "warfighting_systems", "name": "Warfighting Systems", "definition": "Military systems directly supporting combat operations and warfighting capabilities", "parent_concepts": ["operational_systems"], "confidence_score": 0.91, "entity_id": "E-ce6948f276fe", "transformation_logs": [{"id": "transform_warfight", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.595674Z", "completed_at": "2025-12-03T15:29:39.595679Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 19, "surrounding_text": "...warfighting systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.252083Z"}], "source_entity_names": ["warfighting systems"], "hierarchical_evidence": ["Warfighting systems support combat operations"], "taxonomic_reasoning": "Warfighting systems as specialized operational systems"}, {"id": "intelligence_systems", "name": "Intelligence Systems", "definition": "Systems supporting intelligence collection, analysis, and dissemination operations", "parent_concepts": ["operational_systems"], "confidence_score": 0.9, "entity_id": "E-73f1ce5a0929", "transformation_logs": [{"id": "transform_intellig", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.595721Z", "completed_at": "2025-12-03T15:29:39.595726Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 20, "surrounding_text": "...intelligence systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.252171Z"}], "source_entity_names": ["intelligence systems"], "hierarchical_evidence": ["Intelligence systems support operational requirements"], "taxonomic_reasoning": "Intelligence systems as specialized operational systems"}, {"id": "business_systems", "name": "Business Systems", "definition": "Administrative and business process systems generating operational data", "parent_concepts": ["data_sources"], "confidence_score": 0.89, "entity_id": "E-a71f0c3c2e8a", "transformation_logs": [{"id": "transform_business", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.595780Z", "completed_at": "2025-12-03T15:29:39.595786Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 761, "end_index": 777, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.968094Z"}], "source_entity_names": ["business systems"], "hierarchical_evidence": ["Business systems support operational requirements"], "taxonomic_reasoning": "Business systems as specialized operational systems"}, {"id": "enterprise_capabilities", "name": "Enterprise Capabilities", "definition": "Comprehensive set of technological and operational capabilities across the enterprise", "parent_concepts": ["technology_infrastructure"], "confidence_score": 0.89, "entity_id": "E-96f6182e0263", "transformation_logs": [{"id": "transform_enterpri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.595830Z", "completed_at": "2025-12-03T15:29:39.595835Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1927, "end_index": 1950, "surrounding_text": "This is enabled by successful implementation of enterprise capabilities, such as an enterprise cloud;", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649423Z"}], "source_entity_names": ["enterprise capabilities"], "hierarchical_evidence": ["Enterprise capabilities represent technology infrastructure"], "taxonomic_reasoning": "Capabilities as technology infrastructure components"}, {"id": "technology", "name": "Technology", "definition": "Technical systems and platforms supporting data operations", "parent_concepts": ["data_and_analytics_systems"], "confidence_score": 0.86, "entity_id": "E-bc7bad3d7356", "transformation_logs": [{"id": "transform_technolo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.595877Z", "completed_at": "2025-12-03T15:29:39.595881Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}], "source_entity_names": ["technology"], "hierarchical_evidence": ["Technology represents infrastructure components"], "taxonomic_reasoning": "Technology as general infrastructure category"}, {"id": "ai_technologies", "name": "AI Technologies", "definition": "Artificial intelligence and automation technologies", "parent_concepts": ["technology_infrastructure"], "confidence_score": 0.93, "entity_id": "E-880d46105451", "transformation_logs": [{"id": "transform_ai_techn", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.595923Z", "completed_at": "2025-12-03T15:29:39.595928Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4323, "end_index": 4338, "surrounding_text": "As DoD modernizes and integrates AI technologies into joint warfighting,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.254870Z"}], "source_entity_names": ["AI technologies"], "hierarchical_evidence": ["AI technologies encompass algorithmic capabilities"], "taxonomic_reasoning": "AI technologies as specialized algorithmic systems"}, {"id": "algorithmic_models", "name": "Algorithmic Models", "definition": "Computational models implementing AI algorithms", "parent_concepts": ["ai_models"], "confidence_score": 0.91, "entity_id": "E-7cf89682a679", "transformation_logs": [{"id": "transform_algorith", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.595973Z", "completed_at": "2025-12-03T15:29:39.595978Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3556, "end_index": 3574, "surrounding_text": "algorithmic models.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654009Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3588, "end_index": 3606, "surrounding_text": "TQD and the algorithmic models will increasingly become DoD\u2019s most", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654026Z"}], "source_entity_names": ["algorithmic models"], "hierarchical_evidence": ["Algorithm models represent specific algorithmic implementations"], "taxonomic_reasoning": "Algorithmic models as systematic approach to algorithm implementation"}, {"id": "algorithm_models", "name": "Algorithm Models", "definition": "Mathematical and computational algorithm implementations", "parent_concepts": ["ai_models"], "confidence_score": 0.89, "entity_id": "E-ae3db858fdd3", "transformation_logs": [{"id": "transform_algorith", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.596019Z", "completed_at": "2025-12-03T15:29:39.596024Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4117, "end_index": 4133, "surrounding_text": "algorithm models and associated data that provides protected visibility and responsible brokerage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655290Z"}], "source_entity_names": ["algorithm models"], "hierarchical_evidence": ["Algorithm models are specific implementations of algorithmic models"], "taxonomic_reasoning": "Algorithm models as specific implementation of algorithmic models"}, {"id": "algorithmic_warfare", "name": "Algorithmic Warfare", "definition": "Application of algorithmic and AI technologies to military operations and warfare", "parent_concepts": ["ai_algorithmic_systems"], "confidence_score": 0.87, "entity_id": "E-d7075e3b1c4f", "transformation_logs": [{"id": "transform_algorith", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.596065Z", "completed_at": "2025-12-03T15:29:39.596070Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3840, "end_index": 3859, "surrounding_text": "algorithmic warfare.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654427Z"}], "source_entity_names": ["algorithmic warfare"], "hierarchical_evidence": ["Algorithmic warfare represents specialized AI application"], "taxonomic_reasoning": "Algorithmic warfare as specialized application of AI systems"}, {"id": "digital_modernization_strategy", "name": "Digital Modernization Strategy", "definition": "Strategic framework for modernizing DoD digital capabilities and infrastructure", "parent_concepts": ["strategic_frameworks"], "confidence_score": 0.91, "entity_id": "E-754d922c9eee", "transformation_logs": [{"id": "transform_digital_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.596112Z", "completed_at": "2025-12-03T15:29:39.596116Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2616, "end_index": 2646, "surrounding_text": "success of both the National Defense Strategy and the Digital Modernization Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651611Z"}], "source_entity_names": ["Digital Modernization Strategy"], "hierarchical_evidence": ["Digital Modernization Strategy guides technology initiatives"], "taxonomic_reasoning": "DMS as technology-focused strategic framework"}, {"id": "fundamental_dod_premise", "name": "Fundamental DoD Premise", "definition": "Core principles and assumptions underlying DoD operations and decision-making", "parent_concepts": ["strategic_frameworks"], "confidence_score": 0.89, "entity_id": "E-32dff86db420", "transformation_logs": [{"id": "transform_fundamen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.596158Z", "completed_at": "2025-12-03T15:29:39.596163Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3289, "end_index": 3312, "surrounding_text": "it is a fundamental DoD premise that data should be made available for use by all authorized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.252836Z"}], "source_entity_names": ["fundamental DoD premise"], "hierarchical_evidence": ["Fundamental premise provides strategic foundation"], "taxonomic_reasoning": "Fundamental premise as foundational strategic principle"}, {"id": "daily_operations", "name": "Daily Operations", "definition": "Routine operational activities and processes supporting ongoing mission requirements", "parent_concepts": ["operational_processes"], "confidence_score": 0.87, "entity_id": "E-e62634e6fa1f", "transformation_logs": [{"id": "transform_daily_op", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.596204Z", "completed_at": "2025-12-03T15:29:39.596209Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2495, "end_index": 2511, "surrounding_text": "enterprise-wide view into the daily operations of the Department and absolutely critical to the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651426Z"}], "source_entity_names": ["daily operations"], "hierarchical_evidence": ["Daily operations represent operational processes"], "taxonomic_reasoning": "Daily operations as routine operational processes"}, {"id": "appropriate_mechanisms", "name": "Appropriate Mechanisms", "definition": "Suitable tools, procedures, and approaches for implementing operational requirements", "parent_concepts": ["operational_processes"], "confidence_score": 0.84, "entity_id": "E-847c196211c0", "transformation_logs": [{"id": "transform_appropri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.596248Z", "completed_at": "2025-12-03T15:29:39.596253Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2798, "end_index": 2820, "surrounding_text": "individuals and non-person entities through appropriate mechanisms.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651901Z"}], "source_entity_names": ["appropriate mechanisms"], "hierarchical_evidence": ["Appropriate mechanisms support process execution"], "taxonomic_reasoning": "Mechanisms as tools supporting operational processes"}, {"id": "organizational_structures", "name": "Organizational Structures", "definition": "Leadership and stakeholder networks within defense organizations", "parent_concepts": ["organizational_capabilities"], "child_concepts": ["organizations"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.601244Z", "completed_at": "2025-12-03T15:29:39.601264Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "hierarchical_evidence": ["Organizations implement governance structures"], "taxonomic_reasoning": "Organizations as components of organizational structures"}, {"id": "organizations", "name": "Organizations", "definition": "Formal organizational entities responsible for implementing governance and operations", "parent_concepts": ["organizational_structures"], "confidence_score": 0.86, "entity_id": "E-eed094bb04ff", "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.601342Z", "completed_at": "2025-12-03T15:29:39.601348Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}], "source_entity_names": ["organizations"], "hierarchical_evidence": ["Organizations implement governance structures"], "taxonomic_reasoning": "Organizations as specific organizational entities"}, {"id": "algorithmic_warfare_systems", "name": "Algorithmic Warfare Systems", "definition": "Advanced computational systems and models supporting military operations and decision-making", "parent_concepts": ["defense_data_systems"], "confidence_score": 0.88, "entity_id": "E-d7075e3b1c4f", "transformation_logs": [{"id": "transform_algorith", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.601396Z", "completed_at": "2025-12-03T15:29:39.601402Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3840, "end_index": 3859, "surrounding_text": "algorithmic warfare.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654427Z"}], "source_entity_names": ["algorithmic warfare"], "hierarchical_evidence": ["Algorithmic warfare encompasses computational military applications", "Algorithm models support warfighting solutions and decision processes"], "taxonomic_reasoning": "Grouped computational warfare elements based on technological integration and operational application"}, {"id": "strategic_governance", "name": "Strategic Governance", "definition": "High-level policies, strategies, and frameworks guiding DoD data initiatives", "parent_concepts": ["dod_data_ecosystem"], "child_concepts": ["organizational_components", "governance_frameworks"], "confidence_score": 0.88, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.602733Z", "completed_at": "2025-12-03T15:29:39.602741Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Chief Data Officer provides strategic leadership for data initiatives", "DoD Components operate under governance framework structure"], "taxonomic_reasoning": "Organized leadership and organizational elements under strategic governance based on authority relationships"}, {"id": "compliance_security", "name": "Compliance and Security", "definition": "Regulatory compliance, security measures, and risk management for data operations", "parent_concepts": ["dod_data_strategy_framework"], "child_concepts": ["authorization_processes"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_complian", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.607970Z", "completed_at": "2025-12-03T15:29:39.607992Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2739, "end_index": 2760, "surrounding_text": ") Design for Compliance \u2013 DoD must implement IT solutions that provide an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352649Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3792, "end_index": 3810, "surrounding_text": ") Talent and Culture \u2013 DoD workforce (Service Members, Civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354816Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1010, "end_index": 1027, "surrounding_text": "and ensure our nation's security.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207815Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1266, "end_index": 1281, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.208742Z"}], "source_entity_names": ["Design for Compliance", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "Talent and Culture", "nation's security", "shared security"], "hierarchical_evidence": ["Compliance encompasses regulatory and legislative requirements", "Data security and authorizations form protective framework"], "taxonomic_reasoning": "Organized protective and regulatory elements based on risk management and legal requirements"}, {"id": "data_integration_systems", "name": "Data Integration Systems", "definition": "Systems and processes for connecting and exchanging data across platforms", "parent_concepts": ["data_architecture"], "child_concepts": ["data_interoperable", "interfaces", "data_exchange"], "confidence_score": 0.88, "entity_id": "E-fd83b3623a52", "transformation_logs": [{"id": "transform_data_int", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.608061Z", "completed_at": "2025-12-03T15:29:39.608068Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}], "source_entity_names": ["data integration"], "hierarchical_evidence": ["Rapid data integration requires technical system support", "IT solutions enable information representation and processing"], "taxonomic_reasoning": "Organized technical integration elements based on system architecture and interoperability requirements"}, {"id": "algorithm_development", "name": "Algorithm Development", "definition": "Development of algorithms supporting data processing and analysis capabilities", "parent_concepts": ["implementation_governance"], "confidence_score": 0.83, "entity_id": "E-4b9c51adc929", "transformation_logs": [{"id": "transform_algorith", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.608118Z", "completed_at": "2025-12-03T15:29:39.608123Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3729, "end_index": 3750, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012840Z"}], "source_entity_names": ["Algorithm development"], "hierarchical_evidence": ["Algorithm models require development and lifecycle management", "Model development follows structured lifecycle processes"], "taxonomic_reasoning": "Grouped algorithmic development elements based on engineering processes and model management"}, {"id": "warfighting_applications", "name": "Warfighting Applications", "definition": "AI applications in military operations and warfare", "parent_concepts": ["ai_applications"], "confidence_score": 0.92, "entity_id": "E-af05b4b70ac2", "transformation_logs": [{"id": "transform_warfight", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.609516Z", "completed_at": "2025-12-03T15:29:39.609530Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}], "hierarchical_evidence": ["Warfighting solutions utilize algorithmic capabilities", "Decision making processes integrate algorithmic support"], "taxonomic_reasoning": "Organized military applications based on operational integration and decision support functions"}, {"id": "ethical_considerations", "name": "Ethical Considerations", "definition": "Ethical aspects and bias concerns in data management and usage", "parent_concepts": ["compliance_and_policy"], "confidence_score": 0.88, "entity_id": "E-d1435c5c18f7", "transformation_logs": [{"id": "transform_ethical_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.609588Z", "completed_at": "2025-12-03T15:29:39.609595Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3150, "end_index": 3172, "surrounding_text": "or ethical considerations are involved.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652942Z"}], "source_entity_names": ["ethical considerations"], "hierarchical_evidence": ["Ethical concerns arise from algorithmic warfare implementation", "Responsible brokerage addresses ethical considerations"], "taxonomic_reasoning": "Grouped ethical elements based on moral responsibility and governance requirements"}, {"id": "organizational_components", "name": "Organizational Components", "definition": "Departmental and component organizations within DoD data structure", "parent_concepts": ["strategic_governance"], "confidence_score": 0.89, "entity_id": "E-13b77129a80d", "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.611038Z", "completed_at": "2025-12-03T15:29:39.611053Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}], "hierarchical_evidence": ["DoD Components form organizational structure", "Department encompasses component organizations"], "taxonomic_reasoning": "Organized structural elements based on organizational hierarchy and administrative relationships"}, {"id": "governance_frameworks", "name": "Governance Frameworks", "definition": "Structural frameworks and policies governing data operations", "parent_concepts": ["strategic_governance"], "confidence_score": 0.87, "entity_id": "E-a17387918252", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.611113Z", "completed_at": "2025-12-03T15:29:39.611119Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 21, "surrounding_text": "...governance frameworks...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832642Z"}], "source_entity_names": ["governance frameworks"], "hierarchical_evidence": ["Governance framework provides structural oversight", "Data policies establish operational guidelines"], "taxonomic_reasoning": "Organized governance elements based on policy structure and regulatory framework"}, {"id": "data_activities", "name": "Data Activities", "definition": "Core operational activities for data processing and utilization", "parent_concepts": ["data_operations"], "confidence_score": 0.91, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_act", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.612431Z", "completed_at": "2025-12-03T15:29:39.612440Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data activities encompass collection, sharing, and use processes", "Operational activities form integrated data workflow"], "taxonomic_reasoning": "Organized operational activities based on functional processes and workflow integration"}, {"id": "stakeholder_management", "name": "Stakeholder Management", "definition": "Systems for stakeholder engagement and representation in governance processes", "parent_concepts": ["data_governance_framework"], "child_concepts": ["user_requirements", "stakeholder_representation", "cascading_governance_levels"], "confidence_score": 0.87, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_stakehol", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.613748Z", "completed_at": "2025-12-03T15:29:39.613756Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Customers represent key stakeholders in data operations", "Competitors influence strategic data considerations"], "taxonomic_reasoning": "Organized stakeholder categories based on relationship type and strategic importance"}, {"id": "regulatory_compliance", "name": "Regulatory Compliance", "definition": "Compliance with legal and regulatory requirements for data management", "parent_concepts": ["administrative_processes"], "child_concepts": ["pl_115_435"], "confidence_score": 0.85, "entity_id": "E-719f54eb65af", "transformation_logs": [{"id": "transform_regulato", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.615078Z", "completed_at": "2025-12-03T15:29:39.615086Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}], "hierarchical_evidence": ["Legislation and regulation establish compliance requirements", "Design for Compliance ensures systematic adherence"], "taxonomic_reasoning": "Organized compliance elements based on regulatory source and implementation approach"}, {"id": "security_measures", "name": "Security Measures", "definition": "Security controls and protective measures", "parent_concepts": ["technology_infrastructure"], "confidence_score": 0.88, "entity_id": "E-f7e392474b71", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.616379Z", "completed_at": "2025-12-03T15:29:39.616387Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 783, "end_index": 791, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107412Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4371, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4751, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4844, "end_index": 4852, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107497Z"}], "hierarchical_evidence": ["Data security provides protective controls", "Protected visibility ensures appropriate access control"], "taxonomic_reasoning": "Organized security elements based on protection mechanisms and access control"}, {"id": "authorization_processes", "name": "Authorization Processes", "definition": "Formal authorization and approval processes for system operations", "parent_concepts": ["compliance_security"], "confidence_score": 0.87, "entity_id": "E-d02aebcaed71", "transformation_logs": [{"id": "transform_authoriz", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.617681Z", "completed_at": "2025-12-03T15:29:39.617689Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}], "hierarchical_evidence": ["Authorizations to operate provide formal system approval", "Authorization processes ensure compliance verification"], "taxonomic_reasoning": "Organized authorization elements based on formal approval processes and operational certification"}, {"id": "dod_chief_data_officer", "name": "DoD Chief Data Officer", "definition": "Senior executive position responsible for DoD-wide data strategy and governance", "parent_concepts": ["leadership_roles"], "confidence_score": 0.95, "entity_id": "E-bc4bbfa1ec8b", "transformation_logs": [{"id": "transform_dod_chie", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.617755Z", "completed_at": "2025-12-03T15:29:39.617763Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3973, "end_index": 3995, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654844Z"}], "source_entity_names": ["DoD Chief Data Officer"], "hierarchical_evidence": ["DoD Chief Data Officer provides executive leadership for data initiatives"], "taxonomic_reasoning": "Specific leadership position with defined organizational authority"}, {"id": "cdo_role", "name": "CDO Role", "definition": "Chief Data Officer functional role and responsibilities", "parent_concepts": ["leadership_roles"], "confidence_score": 0.88, "entity_id": "E-5401af1daf58", "transformation_logs": [{"id": "transform_cdo_role", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.619107Z", "completed_at": "2025-12-03T15:29:39.619117Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 740, "end_index": 743, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654950Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 813, "end_index": 816, "surrounding_text": "Component CDOs will be responsible for promoting a culture of ethical data use supported by", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654971Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3997, "end_index": 4000, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654993Z"}], "hierarchical_evidence": ["CDO role encompasses data governance responsibilities"], "taxonomic_reasoning": "Functional role definition within leadership structure"}, {"id": "critical_success_factor", "name": "Critical Success Factor", "definition": "Essential elements required for successful data strategy implementation", "parent_concepts": ["dod_data_strategy_framework"], "child_concepts": ["funding_requirements"], "confidence_score": 0.82, "entity_id": "E-3870b1d7b486", "transformation_logs": [{"id": "transform_critical", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.619173Z", "completed_at": "2025-12-03T15:29:39.619179Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 981, "end_index": 1004, "surrounding_text": "with required data policies is a critical success factor for continued funding of future warfighting", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828856Z"}], "source_entity_names": ["critical success factor"], "hierarchical_evidence": ["Critical success factors determine implementation success", "Funding represents key success requirement"], "taxonomic_reasoning": "Organized success elements based on implementation requirements and resource dependencies"}, {"id": "funding_requirements", "name": "Funding Requirements", "definition": "Financial resources and funding mechanisms for data initiatives", "parent_concepts": ["critical_success_factor"], "confidence_score": 0.85, "entity_id": "E-b6bcd42c13c7", "transformation_logs": [{"id": "transform_funding_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.620484Z", "completed_at": "2025-12-03T15:29:39.620492Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}], "hierarchical_evidence": ["Funding provides essential resource support for data initiatives"], "taxonomic_reasoning": "Financial resource element supporting strategic implementation"}, {"id": "dod_data_architecture_framework", "name": "DoD Data Architecture Framework", "definition": "Comprehensive framework for Department of Defense data architecture and management systems", "parent_concepts": ["defense_data_systems"], "child_concepts": ["architectural_systems", "governance_oversight_systems"], "confidence_score": 0.95, "entity_id": "E-66fff5a72461", "transformation_logs": [{"id": "transform_dod_data", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.620545Z", "completed_at": "2025-12-03T15:29:39.620550Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}], "source_entity_names": ["DoD Data Strategy Framework"], "hierarchical_evidence": ["DoD architecture encompasses various architectural approaches and systems", "Data architecture includes both technical and governance components"], "taxonomic_reasoning": "Root concept encompassing all DoD data architecture elements based on organizational scope and functional integration"}, {"id": "architectural_systems", "name": "Architectural Systems", "definition": "Technical architecture systems and approaches for data management and access", "parent_concepts": ["dod_data_architecture_framework"], "child_concepts": ["architecture_approaches", "technology_platforms", "application_systems"], "confidence_score": 0.92, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_architec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.621915Z", "completed_at": "2025-12-03T15:29:39.621928Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Architecture includes various approaches and technology platforms", "DoD systems encompass multiple architectural components"], "taxonomic_reasoning": "Technical architecture components grouped under architectural systems based on functional similarity and operational integration"}, {"id": "architecture_approaches", "name": "Architecture Approaches", "definition": "Methodological approaches to designing and implementing data architectures", "parent_concepts": ["architectural_systems"], "confidence_score": 0.88, "entity_id": "E-3f3b36ee6ae1", "transformation_logs": [{"id": "transform_architec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.623258Z", "completed_at": "2025-12-03T15:29:39.623267Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}], "hierarchical_evidence": ["Multiple architectural approaches mentioned for system design", "Agile and open architecture represent different methodological approaches"], "taxonomic_reasoning": "Architectural methodologies grouped based on design philosophy and implementation strategy"}, {"id": "technology_platforms", "name": "Technology Platforms", "definition": "Technical platforms and infrastructure supporting data architecture", "parent_concepts": ["architectural_systems"], "confidence_score": 0.9, "entity_id": "E-d3594bc564f5", "transformation_logs": [{"id": "transform_technolo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.624562Z", "completed_at": "2025-12-03T15:29:39.624570Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}], "hierarchical_evidence": ["Enterprise cloud represents a technology platform", "Various technologies support architectural implementations"], "taxonomic_reasoning": "Technology infrastructure components grouped under platforms based on technical function and deployment model"}, {"id": "application_systems", "name": "Application Systems", "definition": "Software applications and systems built on the data architecture", "parent_concepts": ["architectural_systems"], "confidence_score": 0.85, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_applicat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.625880Z", "completed_at": "2025-12-03T15:29:39.625888Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Lightweight applications represent a category of software systems", "Applications are built on architectural foundations"], "taxonomic_reasoning": "Application-level systems grouped based on software deployment and architectural integration"}, {"id": "data_management_systems", "name": "Data Management Systems", "definition": "Comprehensive systems and processes for managing defense data assets", "parent_concepts": ["digital_transformation"], "child_concepts": ["data_interoperability", "data_quality_management", "data_assets_management", "data_standards_specifications", "data_management", "data_sources", "data_utilization_systems", "data_exchange_systems", "data_types"], "confidence_score": 0.94, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.625942Z", "completed_at": "2025-12-03T15:29:39.625948Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data management encompasses asset management and utilization", "Data lifecycle includes various management processes"], "taxonomic_reasoning": "Data-focused systems grouped based on data lifecycle management and operational requirements"}, {"id": "data_assets_management", "name": "Data Assets Management", "definition": "Management and utilization of organizational data assets", "parent_concepts": ["data_management_systems"], "confidence_score": 0.91, "entity_id": "E-c31585d81535", "transformation_logs": [{"id": "transform_data_ass", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.625997Z", "completed_at": "2025-12-03T15:29:39.626003Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 486, "end_index": 497, "surrounding_text": "semantic metadata with data assets.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3566, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106363Z"}], "source_entity_names": ["data assets"], "hierarchical_evidence": ["Data assets require both management and utilization processes", "Data sources are fundamental components of data assets"], "taxonomic_reasoning": "Data asset components grouped based on asset lifecycle and operational management"}, {"id": "data_standards_specifications", "name": "Data Standards and Specifications", "definition": "Standards, specifications, and technical requirements for data systems", "parent_concepts": ["data_management_systems"], "child_concepts": ["standards_frameworks", "technical_specifications"], "confidence_score": 0.87, "entity_id": "E-b34ae59c1076", "transformation_logs": [{"id": "transform_data_sta", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.627583Z", "completed_at": "2025-12-03T15:29:39.627591Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}], "hierarchical_evidence": ["Multiple types of standards govern data management", "Technical specifications define data interchange requirements"], "taxonomic_reasoning": "Standards and specifications grouped based on regulatory and technical specification functions"}, {"id": "standards_frameworks", "name": "Standards Frameworks", "definition": "Standardization frameworks and industry standards for data management", "parent_concepts": ["data_standards_specifications"], "confidence_score": 0.85, "entity_id": "E-2f76528a1e78", "transformation_logs": [{"id": "transform_standard", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.628910Z", "completed_at": "2025-12-03T15:29:39.628918Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}], "hierarchical_evidence": ["Standards exist in families and follow industry patterns", "Standardization frameworks encompass multiple standard types"], "taxonomic_reasoning": "Standards grouped based on scope and organizational structure"}, {"id": "technical_specifications", "name": "Technical Specifications", "definition": "Technical specifications for data encoding and interchange", "parent_concepts": ["data_standards_specifications"], "confidence_score": 0.83, "transformation_logs": [{"id": "transform_technica", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.634397Z", "completed_at": "2025-12-03T15:29:39.634421Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3604, "end_index": 3635, "surrounding_text": "Additionally, physical encoding of the data interchange specifications will allow", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691739Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3923, "end_index": 3951, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.013022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3928, "end_index": 3951, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.013204Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 4054, "end_index": 4077, "surrounding_text": "Objective 2: Exchange specifications contain required metadata and convey standardized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.013227Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2983, "end_index": 3014, "surrounding_text": "Additionally, physical encoding of the data interchange specifications will allow", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831733Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3330, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112627Z"}], "source_entity_names": ["data interchange specifications", "Data exchange specifications", "Exchange specifications", "data exchange specifications"], "hierarchical_evidence": ["Technical specifications include data interchange and encoding requirements", "Physical encoding represents technical implementation specifications"], "taxonomic_reasoning": "Technical specifications grouped based on implementation and encoding requirements"}, {"id": "governance_oversight_systems", "name": "Governance and Oversight Systems", "definition": "Governance frameworks, oversight processes, and evaluation systems", "parent_concepts": ["dod_data_architecture_framework"], "child_concepts": ["evaluation_oversight"], "confidence_score": 0.93, "entity_id": "E-012da6d28556", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.637022Z", "completed_at": "2025-12-03T15:29:39.637045Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance oversight...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832818Z"}], "hierarchical_evidence": ["Governance includes data governance and oversight functions", "Stakeholder management is part of governance systems"], "taxonomic_reasoning": "Governance and oversight components grouped based on organizational control and management functions"}, {"id": "evaluation_oversight", "name": "Evaluation and Oversight", "definition": "Testing, evaluation, and oversight functions for data-related capabilities", "parent_concepts": ["governance_oversight_systems"], "child_concepts": ["testing_evaluation"], "confidence_score": 0.89, "entity_id": "E-aeee62992be1", "transformation_logs": [{"id": "transform_evaluati", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.639487Z", "completed_at": "2025-12-03T15:29:39.639510Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...testing and evaluation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832139Z"}], "hierarchical_evidence": ["DOT&E provides testing and evaluation oversight", "Data-related capabilities require testing and evaluation"], "taxonomic_reasoning": "Evaluation and oversight functions grouped based on quality assurance and organizational oversight"}, {"id": "testing_evaluation", "name": "Testing and Evaluation", "definition": "Testing and evaluation processes for data-related material capabilities", "parent_concepts": ["evaluation_oversight"], "confidence_score": 0.87, "entity_id": "E-aeee62992be1", "transformation_logs": [{"id": "transform_testing_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.639600Z", "completed_at": "2025-12-03T15:29:39.639609Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...testing and evaluation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832139Z"}], "source_entity_names": ["testing and evaluation"], "hierarchical_evidence": ["Testing and evaluation assess effectiveness and suitability", "Data-related capabilities undergo testing and evaluation processes"], "taxonomic_reasoning": "Testing components grouped based on evaluation criteria and capability assessment"}, {"id": "oversight_functions", "name": "Oversight Functions", "definition": "Activities and processes for monitoring and evaluating DoD data systems and capabilities", "parent_concepts": ["organizational_governance"], "confidence_score": 0.89, "entity_id": "E-62cc48933673", "transformation_logs": [{"id": "transform_oversigh", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.641811Z", "completed_at": "2025-12-03T15:29:39.641833Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Function", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Function", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3074, "end_index": 3083, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909240Z"}], "hierarchical_evidence": ["DOT&E represents Director, Operational Test and Evaluation", "Oversight functions are performed by designated authorities"], "taxonomic_reasoning": "Oversight organizational components grouped based on authority and responsibility structure"}, {"id": "user_requirements", "name": "User Requirements", "definition": "User needs and requirements for data architecture systems", "parent_concepts": ["stakeholder_management"], "confidence_score": 0.82, "entity_id": "E-b6bcd42c13c7", "transformation_logs": [{"id": "transform_user_req", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.644064Z", "completed_at": "2025-12-03T15:29:39.644086Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}], "hierarchical_evidence": ["User requirements encompass needs of current users", "User needs drive system requirements"], "taxonomic_reasoning": "User-focused components grouped based on requirements analysis and user management"}, {"id": "operational_environment", "name": "Operational Environment", "definition": "Military operational contexts, requirements, and readiness considerations", "parent_concepts": ["operational_requirements"], "child_concepts": ["challenging_environments", "operational_requirements", "operational_procedures", "environmental_challenges", "user_context", "operational_readiness"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.652190Z", "completed_at": "2025-12-03T15:29:39.652225Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatialRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000006", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3180, "end_index": 3198, "surrounding_text": "data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214645Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter"], "hierarchical_evidence": ["Congested and contested environments represent operational challenges", "Environmental conditions affect system performance"], "taxonomic_reasoning": "Environmental factors grouped as separate root concept based on operational context"}, {"id": "challenging_environments", "name": "Challenging Environments", "definition": "Difficult operational environments that impact system performance", "parent_concepts": ["operational_environment"], "confidence_score": 0.76, "transformation_logs": [{"id": "transform_challeng", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.76, "reasoning": "LLM-generated hierarchy with confidence 0.760", "started_at": "2025-12-03T15:29:39.659907Z", "completed_at": "2025-12-03T15:29:39.659947Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatialRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000006", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "end_index": 22, "surrounding_text": "...congested environments...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691857Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3676, "end_index": 3698, "surrounding_text": "operations in congested and contested environments.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691957Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...congested environments...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831801Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3055, "end_index": 3077, "surrounding_text": "operations in congested and contested environments.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831857Z"}], "source_entity_names": ["congested environments", "contested environments"], "hierarchical_evidence": ["Congested and contested environments represent challenging operational conditions", "Both environments present operational difficulties"], "taxonomic_reasoning": "Environmental challenges grouped based on operational difficulty and impact on systems"}, {"id": "information_data", "name": "Information and Data", "definition": "Information and data elements within the architecture framework", "parent_concepts": ["defense_data_systems"], "confidence_score": 0.75, "entity_id": "E-4d5fd5855bfc", "transformation_logs": [{"id": "transform_informat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.75, "reasoning": "LLM-generated hierarchy with confidence 0.750", "started_at": "2025-12-03T15:29:39.662364Z", "completed_at": "2025-12-03T15:29:39.662400Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}], "hierarchical_evidence": ["Information is a fundamental component of data architecture", "Information represents processed data"], "taxonomic_reasoning": "Information concept established as separate root based on fundamental role in data systems"}, {"id": "workforce_development", "name": "Workforce Development", "definition": "Programs and initiatives for developing data-capable personnel across the organization", "parent_concepts": ["organizational_transformation"], "child_concepts": ["talent_and_culture", "dod_workforce", "workforce_empowerment", "data_talent_cultivation"], "confidence_score": 0.91, "entity_id": "E-61a848bb3194", "transformation_logs": [{"id": "transform_workforc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.664729Z", "completed_at": "2025-12-03T15:29:39.664761Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}], "hierarchical_evidence": ["Talent and Culture encompasses workforce development initiatives", "DoD workforce requires data capabilities and skill development"], "taxonomic_reasoning": "Human resource development concepts grouped under workforce development based on talent management and capability building focus"}, {"id": "decision_making_culture", "name": "Decision Making Culture", "definition": "Organizational culture emphasizing systematic, evidence-based decision processes", "parent_concepts": ["cultural_transformation"], "child_concepts": ["data_informed_decisions", "evidence_based_policies", "effectual_processes"], "confidence_score": 0.84, "entity_id": "E-2f4ad43a426b", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.664890Z", "completed_at": "2025-12-03T15:29:39.664901Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Disposition", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Disposition", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}], "source_entity_names": ["decision making"], "hierarchical_evidence": ["Decision-making culture encompasses data-informed decisions and evidence-based policies", "Cultural transformation includes decision-making improvements"], "taxonomic_reasoning": "Decision-making improvements grouped under cultural transformation based on behavioral and process change focus"}, {"id": "data_centric_organization", "name": "Data-Centric Organization", "definition": "Organizational model prioritizing data-driven operations and decision making", "parent_concepts": ["cultural_transformation"], "child_concepts": ["information_advantaged_dod"], "confidence_score": 0.86, "entity_id": "E-43e0ee659bcd", "transformation_logs": [{"id": "transform_data_cen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.664984Z", "completed_at": "2025-12-03T15:29:39.664993Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 403, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583520Z"}], "source_entity_names": ["data-centric organization"], "hierarchical_evidence": ["Data-centric organization emphasizes data as core asset", "Organizational transformation toward data focus"], "taxonomic_reasoning": "Organizational model that places data at the center of operations and decision-making"}, {"id": "data_management", "name": "Data Management", "definition": "Systematic processes for organizing and maintaining data assets", "parent_concepts": ["data_management_systems"], "child_concepts": ["cascading_levels"], "confidence_score": 0.91, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.665067Z", "completed_at": "2025-12-03T15:29:39.665075Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data management includes cascading levels and localized decisions", "Management processes operate at multiple organizational levels"], "taxonomic_reasoning": "Management processes with hierarchical and distributed decision-making components"}, {"id": "records_management", "name": "Records Management", "definition": "Systematic management of organizational records throughout their lifecycle", "parent_concepts": ["data_lifecycle_management"], "confidence_score": 0.9, "entity_id": "E-df11734aa3f1", "transformation_logs": [{"id": "transform_records_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.665145Z", "completed_at": "2025-12-03T15:29:39.665153Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 491, "end_index": 509, "surrounding_text": "restrictions, and records management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578114Z"}], "source_entity_names": ["records management"], "hierarchical_evidence": ["Records management is specialized form of data management"], "taxonomic_reasoning": "Specialized data management focused on official records and compliance requirements"}, {"id": "critical_data_assets", "name": "Critical Data Assets", "definition": "High-value data resources requiring special management attention", "parent_concepts": ["data_lifecycle_management"], "confidence_score": 0.79, "entity_id": "E-7d80bf0176c1", "transformation_logs": [{"id": "transform_critical", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.79, "reasoning": "LLM-generated hierarchy with confidence 0.790", "started_at": "2025-12-03T15:29:39.665225Z", "completed_at": "2025-12-03T15:29:39.665233Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3856, "end_index": 3876, "surrounding_text": "full records management of critical data assets within the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833381Z"}], "source_entity_names": ["critical data assets"], "hierarchical_evidence": ["Critical data assets require specialized management approaches"], "taxonomic_reasoning": "High-value data assets requiring enhanced protection and management protocols"}, {"id": "data_sources", "name": "Data Sources", "definition": "Systems and platforms generating data for DoD operations", "parent_concepts": ["data_management_systems"], "child_concepts": ["business_systems", "military_platforms", "infrastructure_systems"], "confidence_score": 0.92, "entity_id": "E-b36e3deb38f1", "transformation_logs": [{"id": "transform_data_sou", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.665302Z", "completed_at": "2025-12-03T15:29:39.665310Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}], "source_entity_names": ["data sources"], "hierarchical_evidence": ["Multiple systems generate enormous volumes of data", "Weapons platforms, devices, and sensors are data sources"], "taxonomic_reasoning": "Various systems and platforms grouped as data sources based on data generation capability"}, {"id": "data_capabilities", "name": "Data Capabilities", "definition": "Operational capabilities enabled by data and analytics", "parent_concepts": ["data_management_framework"], "child_concepts": ["performance_metrics", "data_talent", "decision_support_capabilities"], "confidence_score": 0.91, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_cap", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.667609Z", "completed_at": "2025-12-03T15:29:39.667640Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data capabilities include talent, training, and supporting infrastructure", "Data and analytics capabilities require specialized skills and systems"], "taxonomic_reasoning": "Data-related capabilities grouped under workforce development based on skill building and competency development"}, {"id": "effectual_processes", "name": "Effectual Processes", "definition": "Efficient and effective operational processes informed by data", "parent_concepts": ["decision_making_culture"], "confidence_score": 0.84, "entity_id": "E-86c2d973a2a4", "transformation_logs": [{"id": "transform_effectua", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.667740Z", "completed_at": "2025-12-03T15:29:39.667750Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4572, "end_index": 4591, "surrounding_text": "implement effectual processes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834591Z"}], "source_entity_names": ["effectual processes"], "hierarchical_evidence": ["Effectual processes are component of decision-making culture"], "taxonomic_reasoning": "Process improvement approach within decision-making cultural transformation"}, {"id": "information_advantaged_dod", "name": "Information Advantaged DoD", "definition": "Strategic goal of achieving information superiority through data capabilities", "parent_concepts": ["data_centric_organization"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_informat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.675861Z", "completed_at": "2025-12-03T15:29:39.675898Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GovernmentOrganization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GovernmentOrganization", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 290, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348541Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 381, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348561Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 706, "end_index": 709, "surrounding_text": "Success cannot be taken for granted\u2026it is the responsibility of all DoD leaders", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348580Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 820, "end_index": 823, "surrounding_text": "Vision: DoD is a data-centric organization that uses data at speed and scale for operational", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1246, "end_index": 1249, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348615Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 706, "end_index": 717, "surrounding_text": "Success cannot be taken for granted\u2026it is the responsibility of all DoD leaders", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348816Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1246, "end_index": 1260, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350041Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2846, "end_index": 2878, "surrounding_text": "opportunity to fully automate the information management lifecycle, properly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352850Z"}], "source_entity_names": ["DoD Data Strategy", "DoD", "DoD leaders", "DoD management", "information management lifecycle"], "hierarchical_evidence": ["Information-advantaged DoD includes workforce transformation", "Information advantage requires capable workforce"], "taxonomic_reasoning": "Strategic outcome of data-centric transformation with workforce component"}, {"id": "cascading_levels", "name": "Cascading Levels", "definition": "Hierarchical management approach with multi-level decision authority", "parent_concepts": ["data_management"], "confidence_score": 0.82, "entity_id": "E-71c4ed3cef96", "transformation_logs": [{"id": "transform_cascadin", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.676005Z", "completed_at": "2025-12-03T15:29:39.676013Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4282, "end_index": 4298, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.694034Z"}], "source_entity_names": ["cascading levels"], "hierarchical_evidence": ["Cascading levels are component of data management approach"], "taxonomic_reasoning": "Management structure within data management systems"}, {"id": "localized_system_decisions", "name": "Localized System Decisions", "definition": "Decision-making processes tailored to specific local contexts and requirements", "parent_concepts": ["resolution_mechanisms"], "confidence_score": 0.75, "entity_id": "E-310949ca5a61", "transformation_logs": [{"id": "transform_localize", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.75, "reasoning": "LLM-generated hierarchy with confidence 0.750", "started_at": "2025-12-03T15:29:39.676079Z", "completed_at": "2025-12-03T15:29:39.676087Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "DecisionMaking", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/DecisionMaking", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3766, "end_index": 3792, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833234Z"}], "source_entity_names": ["localized system decisions"], "hierarchical_evidence": ["Localized system decisions are component of data management"], "taxonomic_reasoning": "Distributed decision-making approach within data management framework"}, {"id": "military_platforms", "name": "Military Platforms", "definition": "Weapons systems and military equipment generating operational data", "parent_concepts": ["data_sources"], "child_concepts": ["dod_weapons_platforms"], "confidence_score": 0.9, "entity_id": "E-d3594bc564f5", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.678025Z", "completed_at": "2025-12-03T15:29:39.678053Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "MilitaryArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryArtifact", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}], "hierarchical_evidence": ["DoD weapons platforms are military data sources"], "taxonomic_reasoning": "Military equipment category within data sources based on operational data generation"}, {"id": "infrastructure_systems", "name": "Infrastructure Systems", "definition": "Facilities and infrastructure generating data for operations and training", "parent_concepts": ["data_sources"], "child_concepts": ["sensors", "connected_devices", "training_facilities", "test_ranges"], "confidence_score": 0.88, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_infrastr", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.679474Z", "completed_at": "2025-12-03T15:29:39.679484Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Connected devices, sensors, facilities, and ranges generate infrastructure data", "Training and test facilities are infrastructure data sources"], "taxonomic_reasoning": "Infrastructure components grouped as data sources based on facility and equipment data generation"}, {"id": "data_talent", "name": "Data Talent", "definition": "Personnel with specialized data science and analytics expertise", "parent_concepts": ["data_capabilities"], "confidence_score": 0.87, "entity_id": "E-063e96deb50c", "transformation_logs": [{"id": "transform_data_tal", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.679538Z", "completed_at": "2025-12-03T15:29:39.679544Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 225, "end_index": 236, "surrounding_text": "We must carefully cultivate our data talent to create and sustain", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.966981Z"}], "source_entity_names": ["data talent"], "hierarchical_evidence": ["Data talent includes data experts with specialized capabilities", "Data experts are component of data talent pool"], "taxonomic_reasoning": "Specialized personnel with data expertise within broader capability development"}, {"id": "data_skill_training", "name": "Data Skill Training", "definition": "Educational programs for developing data analysis and management skills", "parent_concepts": ["data_talent_cultivation"], "confidence_score": 0.78, "entity_id": "E-3d078d3b2962", "transformation_logs": [{"id": "transform_data_ski", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.78, "reasoning": "LLM-generated hierarchy with confidence 0.780", "started_at": "2025-12-03T15:29:39.679591Z", "completed_at": "2025-12-03T15:29:39.679596Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "EducationalProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/EducationalProcess", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 296, "end_index": 315, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967097Z"}], "source_entity_names": ["data skill training"], "hierarchical_evidence": ["Data skill training is component of data capabilities development"], "taxonomic_reasoning": "Training programs within capability development framework"}, {"id": "data_infrastructure", "name": "Data Infrastructure", "definition": "Technical components and structures supporting data operations", "parent_concepts": ["data_management_framework"], "child_concepts": ["enterprise_data_management", "data_and_analytics_systems", "data_interfaces", "api_systems", "sensor_systems", "data_connections", "data_structures", "data_integration_components", "metadata_systems"], "confidence_score": 0.91, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_inf", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.680921Z", "completed_at": "2025-12-03T15:29:39.680930Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Centers for data engineering excellence provide infrastructure support", "Supportive ecosystem and technology enable data capabilities"], "taxonomic_reasoning": "Infrastructure components supporting data capability development and operations"}, {"id": "information_advantaged_workforce", "name": "Information-Advantaged Workforce", "definition": "Personnel with superior access to and utilization of information resources", "parent_concepts": ["workforce_characteristics"], "confidence_score": 0.71, "entity_id": "E-5c724c37ab15", "transformation_logs": [{"id": "transform_informat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.71, "reasoning": "LLM-generated hierarchy with confidence 0.710", "started_at": "2025-12-03T15:29:39.680981Z", "completed_at": "2025-12-03T15:29:39.680987Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfPersons", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfPersons", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 32, "surrounding_text": "...information-advantaged workforce...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834069Z"}], "source_entity_names": ["information-advantaged workforce"], "hierarchical_evidence": ["Information-advantaged workforce is desired characteristic of DoD workforce"], "taxonomic_reasoning": "Information superiority attribute within workforce development"}, {"id": "dod_weapons_platforms", "name": "DoD Weapons Platforms", "definition": "Military weapons systems and combat platforms", "parent_concepts": ["military_platforms"], "confidence_score": 0.89, "entity_id": "E-e89b7a235222", "transformation_logs": [{"id": "transform_dod_weap", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.681033Z", "completed_at": "2025-12-03T15:29:39.681038Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Weapon", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Weapon", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 671, "end_index": 692, "surrounding_text": "DoD weapons platforms,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967589Z"}], "source_entity_names": ["DoD weapons platforms"], "hierarchical_evidence": ["DoD weapons platforms are specific military platforms"], "taxonomic_reasoning": "Specific weapons systems within military platforms category"}, {"id": "connected_devices", "name": "Connected Devices", "definition": "Networked devices and IoT systems within DoD infrastructure", "parent_concepts": ["infrastructure_systems"], "confidence_score": 0.86, "entity_id": "E-e9215bfefdf0", "transformation_logs": [{"id": "transform_connecte", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.681083Z", "completed_at": "2025-12-03T15:29:39.681089Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 695, "end_index": 712, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967688Z"}], "source_entity_names": ["connected devices"], "hierarchical_evidence": ["Connected devices are component of infrastructure systems"], "taxonomic_reasoning": "Networked devices within infrastructure systems category"}, {"id": "training_facilities", "name": "Training Facilities", "definition": "Educational and training installations generating performance data", "parent_concepts": ["infrastructure_systems"], "confidence_score": 0.85, "entity_id": "E-8affcbff0b5d", "transformation_logs": [{"id": "transform_training", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.681131Z", "completed_at": "2025-12-03T15:29:39.681137Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Facility", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Facility", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 723, "end_index": 742, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967900Z"}], "source_entity_names": ["training facilities"], "hierarchical_evidence": ["Training facilities are component of infrastructure systems"], "taxonomic_reasoning": "Training installations within infrastructure systems category"}, {"id": "test_ranges", "name": "Test Ranges", "definition": "Testing and evaluation facilities generating experimental data", "parent_concepts": ["infrastructure_systems"], "confidence_score": 0.84, "entity_id": "E-28fae6b567c0", "transformation_logs": [{"id": "transform_test_ran", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.681178Z", "completed_at": "2025-12-03T15:29:39.681183Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Facility", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Facility", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 744, "end_index": 755, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967997Z"}], "source_entity_names": ["test ranges"], "hierarchical_evidence": ["Test ranges are component of infrastructure systems"], "taxonomic_reasoning": "Testing facilities within infrastructure systems category"}, {"id": "data_experts", "name": "Data Experts", "definition": "Personnel with specialized expertise in data management and analysis", "parent_concepts": ["technical_specialists"], "confidence_score": 0.89, "entity_id": "E-80645bc25038", "transformation_logs": [{"id": "transform_data_exp", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.681225Z", "completed_at": "2025-12-03T15:29:39.681230Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 427, "end_index": 439, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967285Z"}], "source_entity_names": ["data experts"], "hierarchical_evidence": ["Data experts are component of data talent pool"], "taxonomic_reasoning": "Expert-level personnel within data talent category"}, {"id": "centers_for_data_engineering_excellence", "name": "Centers for Data Engineering Excellence", "definition": "Specialized organizations focused on advanced data engineering capabilities", "parent_concepts": ["data_talent_cultivation"], "confidence_score": 0.76, "entity_id": "E-94e051c47a0d", "transformation_logs": [{"id": "transform_centers_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.76, "reasoning": "LLM-generated hierarchy with confidence 0.760", "started_at": "2025-12-03T15:29:39.681272Z", "completed_at": "2025-12-03T15:29:39.681277Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 39, "surrounding_text": "...centers for data engineering excellence...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967193Z"}], "source_entity_names": ["centers for data engineering excellence"], "hierarchical_evidence": ["Centers for data engineering excellence are component of data infrastructure"], "taxonomic_reasoning": "Specialized centers within data infrastructure framework"}, {"id": "supportive_ecosystem", "name": "Supportive Ecosystem", "definition": "Environmental factors that enable data talent development and collaboration", "parent_concepts": ["data_talent_cultivation"], "child_concepts": ["collaboration", "data_experts_collaboration"], "confidence_score": 0.74, "entity_id": "E-60404ac4e680", "transformation_logs": [{"id": "transform_supporti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.74, "reasoning": "LLM-generated hierarchy with confidence 0.740", "started_at": "2025-12-03T15:29:39.681320Z", "completed_at": "2025-12-03T15:29:39.681325Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "System", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/System", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4782, "end_index": 4802, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834953Z"}], "source_entity_names": ["supportive ecosystem"], "hierarchical_evidence": ["Supportive ecosystem includes collaboration mechanisms", "Collaboration is component of supportive ecosystem"], "taxonomic_reasoning": "Collaborative environment within data infrastructure supporting capability development"}, {"id": "data_and_analytics_systems", "name": "Data and Analytics Systems", "definition": "Technical platforms and tools for data processing and analysis", "parent_concepts": ["data_infrastructure"], "child_concepts": ["technology", "it_assets"], "confidence_score": 0.88, "entity_id": "E-c6a5e72e52cf", "transformation_logs": [{"id": "transform_data_and", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.681367Z", "completed_at": "2025-12-03T15:29:39.681372Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationProcessingSystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationProcessingSystem", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 752, "end_index": 778, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646302Z"}], "source_entity_names": ["data and analytics leaders"], "hierarchical_evidence": ["Data and analytics systems include technology and IT assets", "Technology and IT assets support data and analytics capabilities"], "taxonomic_reasoning": "Technical systems within data infrastructure supporting analytics capabilities"}, {"id": "collaboration", "name": "Collaboration", "definition": "Cooperative mechanisms for knowledge sharing and joint problem-solving", "parent_concepts": ["supportive_ecosystem"], "confidence_score": 0.8, "entity_id": "E-bfd22eca828b", "transformation_logs": [{"id": "transform_collabor", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.8, "reasoning": "LLM-generated hierarchy with confidence 0.800", "started_at": "2025-12-03T15:29:39.681414Z", "completed_at": "2025-12-03T15:29:39.681419Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1028, "end_index": 1041, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.699631Z"}], "source_entity_names": ["collaboration"], "hierarchical_evidence": ["Collaboration is component of supportive ecosystem"], "taxonomic_reasoning": "Collaborative mechanisms within supportive ecosystem framework"}, {"id": "it_assets", "name": "IT Assets", "definition": "Information technology resources and infrastructure components", "parent_concepts": ["data_and_analytics_systems"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_it_asset", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.686449Z", "completed_at": "2025-12-03T15:29:39.686473Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationTechnologyArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationTechnologyArtifact", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 14, "surrounding_text": "...digital assets...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352188Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3490, "end_index": 3501, "surrounding_text": "recognized approaches for the management and utilization of data assets, but also", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353724Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "end_index": 5, "surrounding_text": "Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.411477Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 3620, "end_index": 3631, "surrounding_text": "The development and execution of plans, policies, programs, and practices that acquire, control, protect, and enhance the value of data assets", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4089, "end_index": 4105, "surrounding_text": "DoD exerts tremendous effort planning and using traditional strategic assets such as personnel,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.973095Z"}], "source_entity_names": ["digital assets", "data assets", "Asset", "strategic assets"], "hierarchical_evidence": ["IT assets are component of data and analytics systems"], "taxonomic_reasoning": "IT resources within data and analytics systems infrastructure"}, {"id": "governance_roles", "name": "Governance Roles", "definition": "Organizational roles responsible for data oversight and management", "parent_concepts": ["data_governance"], "confidence_score": 0.92, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.687898Z", "completed_at": "2025-12-03T15:29:39.687907Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Role", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Role", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Governance roles include stewards, custodians, and functional managers", "Different roles have distinct responsibilities in data governance"], "taxonomic_reasoning": "Role-based grouping under governance based on organizational responsibility structures"}, {"id": "governance_policies", "name": "Governance Policies", "definition": "Formal policies governing data management practices", "parent_concepts": ["data_governance_structure"], "confidence_score": 0.92, "entity_id": "E-abf01718e1c8", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.687961Z", "completed_at": "2025-12-03T15:29:39.687967Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 19, "surrounding_text": "...governance policies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832544Z"}], "source_entity_names": ["governance policies"], "hierarchical_evidence": ["Governance policies include laws, regulations, and organizational policies", "Standards and legal frameworks guide data management practices"], "taxonomic_reasoning": "Policy instruments grouped under governance based on regulatory and compliance functions"}, {"id": "governance_bodies", "name": "Governance Bodies", "definition": "Councils and committees providing oversight and coordination", "parent_concepts": ["dod_organizational_structure"], "confidence_score": 0.88, "entity_id": "E-6c2b66c8f93b", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.688014Z", "completed_at": "2025-12-03T15:29:39.688019Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2334, "end_index": 2351, "surrounding_text": "working closely with the appropriate governance bodies, members of the CDO Council must also", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582285Z"}], "source_entity_names": ["governance bodies"], "hierarchical_evidence": ["Governance bodies provide oversight for data management decisions", "Warfighting and business governance bodies guide strategic data use"], "taxonomic_reasoning": "Oversight bodies grouped under governance based on decision-making authority"}, {"id": "data_platforms", "name": "Data Platforms", "definition": "Technology platforms supporting data storage and processing", "parent_concepts": ["technical_infrastructure"], "confidence_score": 0.9, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_pla", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.689378Z", "completed_at": "2025-12-03T15:29:39.689387Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationProcessingSystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationProcessingSystem", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Platforms provide foundation for data services and operations", "Common platforms enable standardized data access and processing"], "taxonomic_reasoning": "Platform components grouped under infrastructure based on technical architecture"}, {"id": "data_interfaces", "name": "Data Interfaces", "definition": "Technical interfaces that enable data access and integration", "parent_concepts": ["data_infrastructure"], "confidence_score": 0.89, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_int", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.690715Z", "completed_at": "2025-12-03T15:29:39.690723Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["APIs provide standardized interfaces for data access", "Standard APIs enable interoperability across systems"], "taxonomic_reasoning": "Interface components grouped under infrastructure based on connectivity and integration functions"}, {"id": "data_lifecycle", "name": "Data Lifecycle", "definition": "Processes that manage data from creation through utilization and archival", "parent_concepts": ["data_operations"], "confidence_score": 0.87, "entity_id": "E-4b270fdf325b", "transformation_logs": [{"id": "transform_data_lif", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.690786Z", "completed_at": "2025-12-03T15:29:39.690792Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Process", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Process", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}], "source_entity_names": ["data lifecycle"], "hierarchical_evidence": ["Data lifecycle includes publishing, cataloging, and sharing activities", "Lifecycle management ensures data availability and utility"], "taxonomic_reasoning": "Lifecycle activities grouped under operations based on temporal data management processes"}, {"id": "data_services", "name": "Data Services", "definition": "Services that enable data discovery, search, and utilization", "parent_concepts": ["data_operations"], "confidence_score": 0.9, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_ser", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.692224Z", "completed_at": "2025-12-03T15:29:39.692240Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "ServiceSpecification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/ServiceSpecification", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data services include search, discovery, and visualization capabilities", "Services enable users to find and utilize data assets"], "taxonomic_reasoning": "Service components grouped under operations based on functional data utilization capabilities"}, {"id": "data_access", "name": "Data Access", "definition": "Mechanisms and properties that enable data accessibility and usability", "parent_concepts": ["data_operations"], "confidence_score": 0.88, "entity_id": "E-8732a9866a7d", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.692299Z", "completed_at": "2025-12-03T15:29:39.692304Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}], "source_entity_names": ["data access"], "hierarchical_evidence": ["Data access includes properties, methods, and user categories", "Access mechanisms enable different types of users to utilize data"], "taxonomic_reasoning": "Access components grouped under operations based on data utilization and user interaction"}, {"id": "data_quality_attributes", "name": "Data Quality Attributes", "definition": "Properties defining the reliability and fitness of data for intended use", "parent_concepts": ["data_characteristics"], "child_concepts": ["data_security", "intrinsic_quality", "contextual_quality", "representational_quality", "data_accuracy", "data_timeliness", "data_access_capabilities"], "confidence_score": 0.92, "entity_id": "E-f97eacdbdf2f", "transformation_logs": [{"id": "transform_data_qua", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.692354Z", "completed_at": "2025-12-03T15:29:39.692359Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}], "source_entity_names": ["data quality"], "hierarchical_evidence": ["Data quality encompasses multiple dimensions and attributes", "Quality attributes define data fitness for use and reliability"], "taxonomic_reasoning": "Quality attributes form distinct conceptual domain based on data assessment and evaluation criteria"}, {"id": "data_asset_types", "name": "Data Asset Types", "definition": "Categories of data assets based on domain and functional purpose", "parent_concepts": ["defense_data_systems"], "confidence_score": 0.92, "entity_id": "E-0ac247882d48", "transformation_logs": [{"id": "transform_data_ass", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.692405Z", "completed_at": "2025-12-03T15:29:39.692410Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "UniversalClass", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000001", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 438, "end_index": 448, "surrounding_text": "Objective 2: DoD utilizes a common data syntax for the same data types and includes", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106160Z"}], "source_entity_names": ["data types"], "hierarchical_evidence": ["Data assets include operational, strategic, and source-based categories", "Different asset types serve distinct organizational purposes"], "taxonomic_reasoning": "Asset types grouped as separate domain based on functional and strategic classification"}, {"id": "intrinsic_quality", "name": "Intrinsic Quality", "definition": "Quality attributes inherent to the data itself", "parent_concepts": ["data_quality_attributes"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_intrinsi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.697451Z", "completed_at": "2025-12-03T15:29:39.697473Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 12, "surrounding_text": "...data quality...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.246602Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4082, "end_index": 4094, "surrounding_text": "quality datasets (TQD) that are the pieces of information and associated labels used to build", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255678Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4919, "end_index": 4931, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255699Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 519, "end_index": 531, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684698Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1524, "end_index": 1536, "surrounding_text": "high quality, accurate, complete, timely, protected, and trustworthy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.702043Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}], "source_entity_names": ["data quality", "quality data", "high quality", "Data quality management"], "hierarchical_evidence": ["Intrinsic quality includes accuracy, completeness, and trustworthiness", "These attributes are inherent properties of data content"], "taxonomic_reasoning": "Intrinsic attributes grouped based on data content characteristics independent of context"}, {"id": "contextual_quality", "name": "Contextual Quality", "definition": "Quality attributes related to data relevance and timeliness for specific use", "parent_concepts": ["data_quality_attributes"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_contextu", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.702423Z", "completed_at": "2025-12-03T15:29:39.702441Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4304, "end_index": 4311, "surrounding_text": ") Make Data Understandable \u2013 Consumers can recognize the content, context, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.356224Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 12, "surrounding_text": "...data quality...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.246602Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4082, "end_index": 4094, "surrounding_text": "quality datasets (TQD) that are the pieces of information and associated labels used to build", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255678Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4919, "end_index": 4931, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255699Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4987, "end_index": 4994, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 519, "end_index": 531, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684698Z"}], "source_entity_names": ["context", "data quality", "quality data"], "hierarchical_evidence": ["Contextual quality includes timeliness and overall quality assessment", "These attributes depend on specific use context and requirements"], "taxonomic_reasoning": "Contextual attributes grouped based on situational relevance and use-case dependency"}, {"id": "representational_quality", "name": "Representational Quality", "definition": "Quality attributes related to data presentation and accessibility", "parent_concepts": ["data_quality_attributes"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_represen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.707333Z", "completed_at": "2025-12-03T15:29:39.707351Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 12, "surrounding_text": "...data quality...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.246602Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4082, "end_index": 4094, "surrounding_text": "quality datasets (TQD) that are the pieces of information and associated labels used to build", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255678Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4919, "end_index": 4931, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255699Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 519, "end_index": 531, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684698Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1524, "end_index": 1536, "surrounding_text": "high quality, accurate, complete, timely, protected, and trustworthy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.702043Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}], "source_entity_names": ["data quality", "quality data", "high quality", "Data quality management"], "hierarchical_evidence": ["Representational quality includes visibility, accessibility, and understandability", "These attributes relate to how data is presented and consumed"], "taxonomic_reasoning": "Representational attributes grouped based on data presentation and user interaction characteristics"}, {"id": "organizational_framework", "name": "Organizational Framework", "definition": "Structural and cultural elements that support data operations within DoD", "parent_concepts": ["dod_data_ecosystem"], "child_concepts": ["operational_domains", "organizational_culture", "personnel_roles"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.712339Z", "completed_at": "2025-12-03T15:29:39.712358Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1402, "end_index": 1429, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967557Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4682, "end_index": 4702, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255278Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4054, "end_index": 4081, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655181Z"}], "source_entity_names": ["DoD Data Strategy Framework", "governance framework", "modern governance framework"], "hierarchical_evidence": ["Organizations have entities, objectives, and operational approaches", "Strategic objectives guide organizational operations"], "taxonomic_reasoning": "Grouped organizational concepts based on structural hierarchy and strategic alignment"}, {"id": "decision_making_processes", "name": "Decision Making Processes", "definition": "Processes and frameworks supporting organizational decision making", "parent_concepts": ["decision_support_systems"], "child_concepts": ["data_driven_decision_making", "data_focused_evidence", "data_based_decision_making", "budget_processes"], "confidence_score": 0.91, "entity_id": "E-2f4ad43a426b", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.712430Z", "completed_at": "2025-12-03T15:29:39.712436Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}], "source_entity_names": ["decision making"], "hierarchical_evidence": ["Decision-making has multiple quality dimensions", "Enhanced, accurate, and timely are key decision-making attributes"], "taxonomic_reasoning": "Categorized decision-making by quality attributes and performance characteristics"}, {"id": "analytical_capabilities", "name": "Analytical Capabilities", "definition": "Systems providing analytical processing and insight generation", "parent_concepts": ["decision_support_systems"], "child_concepts": ["analytic_tools", "data_leveraging"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_analytic", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.717291Z", "completed_at": "2025-12-03T15:29:39.717309Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2713, "end_index": 2735, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 1089, "end_index": 1111, "surrounding_text": "Essential Capabilities .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.412341Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4675, "end_index": 4696, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417450Z"}], "source_entity_names": ["Essential Capabilities", "DoD capabilities", "essential capabilities", "advanced capabilities"], "hierarchical_evidence": ["Analysis and interpretation support decision-making", "Understanding data generates insights through contextual interpretation"], "taxonomic_reasoning": "Grouped analytical concepts based on cognitive processing hierarchy"}, {"id": "outcome_management", "name": "Outcome Management", "definition": "Management of decision outcomes and response mechanisms", "parent_concepts": ["decision_support_systems"], "confidence_score": 0.85, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_outcome_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.718672Z", "completed_at": "2025-12-03T15:29:39.718681Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Outcome management includes response mechanisms and outcome classification", "Organizations must react and respond to various outcome types"], "taxonomic_reasoning": "Organized outcome-related concepts based on management and response functions"}, {"id": "data_lifecycle_operations", "name": "Data Lifecycle Operations", "definition": "Core operational activities for managing data from creation to utilization", "parent_concepts": ["data_management_processes"], "child_concepts": ["create", "retrieve", "share", "utilize", "data_collection_methods", "data_storage_management"], "confidence_score": 0.9, "entity_id": "E-4b270fdf325b", "transformation_logs": [{"id": "transform_data_lif", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.718740Z", "completed_at": "2025-12-03T15:29:39.718746Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}], "source_entity_names": ["data lifecycle"], "hierarchical_evidence": ["Data lifecycle includes creation, retrieval, sharing, and utilization", "These represent sequential stages in data operations"], "taxonomic_reasoning": "Organized by temporal sequence in data lifecycle management"}, {"id": "data_processing_operations", "name": "Data Processing Operations", "definition": "Computational operations for data transformation and analysis", "parent_concepts": ["data_operations"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.723927Z", "completed_at": "2025-12-03T15:29:39.723947Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1114, "end_index": 1141, "surrounding_text": "- Joint All Domain Operations \u2013 using data for advantage on the battlefield", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349739Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Joint All Domain Operations", "Collective Data Stewardship", "data stewards"], "hierarchical_evidence": ["Aggregation and comparison are core data processing operations", "These operations transform data for analytical purposes"], "taxonomic_reasoning": "Grouped computational operations based on data transformation functions"}, {"id": "api_systems", "name": "API Systems", "definition": "Application Programming Interface systems enabling data access", "parent_concepts": ["data_infrastructure"], "confidence_score": 0.92, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_api_syst", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.725275Z", "completed_at": "2025-12-03T15:29:39.725284Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["APIs include both general interfaces and reusable implementations", "Application Programming Interfaces enable system integration"], "taxonomic_reasoning": "Organized API concepts by implementation type and reusability"}, {"id": "create", "name": "Create", "definition": "Data creation operations", "parent_concepts": ["data_lifecycle_operations"], "confidence_score": 0.85, "entity_id": "E-589948a0e752", "transformation_logs": [{"id": "transform_create", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.725343Z", "completed_at": "2025-12-03T15:29:39.725349Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 746, "end_index": 752, "surrounding_text": "empowered to work with data, make data-informed decisions, create evidence-based policies, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710244Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 861, "end_index": 867, "surrounding_text": "We must carefully cultivate our data talent to create and sustain", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710263Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4470, "end_index": 4476, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710285Z"}], "source_entity_names": ["create"], "hierarchical_evidence": ["Create is a fundamental data lifecycle operation"], "taxonomic_reasoning": "Terminal node representing specific data operation"}, {"id": "retrieve", "name": "Retrieve", "definition": "Data retrieval operations", "parent_concepts": ["data_lifecycle_operations"], "confidence_score": 0.85, "entity_id": "E-7f5a3354dd16", "transformation_logs": [{"id": "transform_retrieve", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.725398Z", "completed_at": "2025-12-03T15:29:39.725404Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1785, "end_index": 1793, "surrounding_text": "\uf0b7 Accessible \u2013 Consumers can retrieve the data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710379Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4478, "end_index": 4486, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710402Z"}], "source_entity_names": ["retrieve"], "hierarchical_evidence": ["Retrieve is a fundamental data lifecycle operation"], "taxonomic_reasoning": "Terminal node representing specific data operation"}, {"id": "share", "name": "Share", "definition": "Data sharing operations", "parent_concepts": ["data_lifecycle_operations"], "confidence_score": 0.85, "entity_id": "E-e94c148a24ea", "transformation_logs": [{"id": "transform_share", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.725453Z", "completed_at": "2025-12-03T15:29:39.725458Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1458, "end_index": 1463, "surrounding_text": "volumes of data of which all retain and share their data for broader use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710495Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 3285, "end_index": 3290, "surrounding_text": "for shared data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710511Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4488, "end_index": 4493, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710530Z"}], "source_entity_names": ["share"], "hierarchical_evidence": ["Share is a fundamental data lifecycle operation"], "taxonomic_reasoning": "Terminal node representing specific data operation"}, {"id": "utilize", "name": "Utilize", "definition": "Data utilization operations", "parent_concepts": ["data_lifecycle_operations"], "confidence_score": 0.85, "entity_id": "E-0021151253ff", "transformation_logs": [{"id": "transform_utilize", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.725501Z", "completed_at": "2025-12-03T15:29:39.725506Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4495, "end_index": 4502, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710649Z"}], "source_entity_names": ["utilize"], "hierarchical_evidence": ["Utilize is a fundamental data lifecycle operation"], "taxonomic_reasoning": "Terminal node representing specific data operation"}, {"id": "business_processes", "name": "Business Processes", "definition": "Organizational processes and procedures that support data-driven operations", "parent_concepts": ["defense_data_systems"], "child_concepts": ["administrative_processes"], "confidence_score": 0.9, "entity_id": "E-d02aebcaed71", "transformation_logs": [{"id": "transform_business", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.726795Z", "completed_at": "2025-12-03T15:29:39.726803Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}], "hierarchical_evidence": ["Business processes include decision-making and administrative functions", "Organizational processes support data utilization and governance"], "taxonomic_reasoning": "Root concept for process-oriented activities that utilize data management capabilities"}, {"id": "data_architecture", "name": "Data Architecture", "definition": "Structural design and organization of data assets, systems, and relationships", "parent_concepts": ["data_management_framework"], "child_concepts": ["data_integration_systems", "data_organization_systems", "data_classification_systems", "data_identification_systems"], "confidence_score": 0.93, "entity_id": "E-b09bd93bd16d", "transformation_logs": [{"id": "transform_data_arc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.726855Z", "completed_at": "2025-12-03T15:29:39.726860Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...open data architecture...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831473Z"}], "source_entity_names": ["open data architecture"], "hierarchical_evidence": ["Data architecture encompasses catalogs, taxonomies, and system interfaces", "Architectural components include organization and integration systems"], "taxonomic_reasoning": "Architecture as structural foundation for data organization and system design"}, {"id": "governance_standards", "name": "Governance Standards", "definition": "Standards and guidelines for data governance", "parent_concepts": ["data_governance_structure"], "child_concepts": ["enterprise_standards", "industry_best_practices"], "confidence_score": 0.88, "entity_id": "E-2f76528a1e78", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.728166Z", "completed_at": "2025-12-03T15:29:39.728174Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}], "hierarchical_evidence": ["Governance standards include enterprise, industry, and open standards", "Standardization supports consistent data management practices"], "taxonomic_reasoning": "Standards as foundational governance components ensuring consistency and compliance"}, {"id": "data_security_controls", "name": "Data Security Controls", "definition": "Security measures and restrictions for data protection", "parent_concepts": ["data_governance"], "child_concepts": ["security", "restrictions_on_use", "protection_metadata"], "confidence_score": 0.9, "entity_id": "E-252336569114", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.728226Z", "completed_at": "2025-12-03T15:29:39.728231Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}], "source_entity_names": ["data security"], "hierarchical_evidence": ["Security controls include access restrictions and protection metadata", "Data security encompasses multiple protective measures"], "taxonomic_reasoning": "Security controls as governance mechanisms for data protection and access management"}, {"id": "data_organization_systems", "name": "Data Organization Systems", "definition": "Systems and structures for organizing and cataloging data assets", "parent_concepts": ["data_architecture"], "child_concepts": ["data_catalogs", "taxonomy", "controlled_vocabulary"], "confidence_score": 0.94, "transformation_logs": [{"id": "transform_data_org", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.733482Z", "completed_at": "2025-12-03T15:29:39.733500Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 829, "end_index": 854, "surrounding_text": "Vision: DoD is a data-centric organization that uses data at speed and scale for operational", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349271Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}], "source_entity_names": ["DoD Data Strategy", "data", "data-centric organization", "Collective Data Stewardship", "data stewards"], "hierarchical_evidence": ["Data organization includes catalogs, taxonomies, and controlled vocabularies", "Organizational systems provide structure for data discovery and classification"], "taxonomic_reasoning": "Organization systems as architectural components for data structure and discovery"}, {"id": "data_classification_systems", "name": "Data Classification Systems", "definition": "Systems for categorizing and identifying different types of data", "parent_concepts": ["data_architecture"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_data_cla", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.738765Z", "completed_at": "2025-12-03T15:29:39.738794Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Data classification includes business, intelligence, and warfighting categories", "Classification systems organize data by functional domain"], "taxonomic_reasoning": "Classification systems as architectural components for domain-specific data organization"}, {"id": "data_analytics_systems", "name": "Data Analytics Systems", "definition": "Systems and processes for analyzing data to generate insights and support decisions", "parent_concepts": ["data_operations"], "child_concepts": ["relationships", "analytics", "data_linked"], "confidence_score": 0.91, "entity_id": "E-4d5fd5855bfc", "transformation_logs": [{"id": "transform_data_ana", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.740340Z", "completed_at": "2025-12-03T15:29:39.740349Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}], "hierarchical_evidence": ["Analytics systems analyze data relationships and dependencies", "Linked data supports analytical processing and insight generation"], "taxonomic_reasoning": "Analytics systems as operational components for data analysis and insight generation"}, {"id": "personnel_categories", "name": "Personnel Categories", "definition": "Classifications of personnel within defense organizations", "parent_concepts": ["organizational_structure"], "child_concepts": ["service_members", "civilians", "contractors", "leaders", "stakeholders"], "confidence_score": 0.92, "entity_id": "E-9a7bb5342640", "transformation_logs": [{"id": "transform_personne", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.741679Z", "completed_at": "2025-12-03T15:29:39.741689Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Role", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Role", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}], "hierarchical_evidence": ["Personnel categories include service members and civilians", "Organizational structure distinguishes between military and civilian personnel"], "taxonomic_reasoning": "Personnel categories as organizational classification for different staff types"}, {"id": "management_roles", "name": "Management Roles", "definition": "Specific roles and responsibilities within data management organizations", "parent_concepts": ["organizational_stakeholders"], "child_concepts": ["points_of_contact"], "confidence_score": 0.88, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_manageme", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.743073Z", "completed_at": "2025-12-03T15:29:39.743083Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Role", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Role", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Management roles include stakeholders and designated points of contact", "Organizational roles define responsibilities and communication channels"], "taxonomic_reasoning": "Management roles as functional organizational positions with specific responsibilities"}, {"id": "administrative_processes", "name": "Administrative Processes", "definition": "Administrative and regulatory processes that govern organizational operations", "parent_concepts": ["business_processes"], "child_concepts": ["regulatory_compliance", "budget_process", "learning_agendas"], "confidence_score": 0.87, "entity_id": "E-d02aebcaed71", "transformation_logs": [{"id": "transform_administ", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.744433Z", "completed_at": "2025-12-03T15:29:39.744442Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}], "hierarchical_evidence": ["Administrative processes include budget management and learning initiatives", "Regulatory compliance encompasses legislative requirements like P.L. 115-435"], "taxonomic_reasoning": "Administrative processes as organizational functions supporting data management operations"}, {"id": "metadata_management", "name": "Metadata Management", "definition": "Management of metadata for access control and handling restrictions", "parent_concepts": ["data_governance_framework"], "child_concepts": ["metadata_tagging", "lineage_metadata", "pedigree_metadata", "common_metadata_standards", "access_restriction_metadata", "handling_restriction_metadata", "content_metadata"], "confidence_score": 0.88, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_metadata", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.745779Z", "completed_at": "2025-12-03T15:29:39.745787Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Metadata management includes tagging, lineage, and pedigree tracking", "Common standards support consistent metadata management practices"], "taxonomic_reasoning": "Metadata management as specialized lifecycle function for data documentation and tracking"}, {"id": "system_constraints", "name": "System Constraints", "definition": "Limitations and constraints that affect data management systems and operations", "parent_concepts": ["data_governance"], "child_concepts": ["limitations", "dependencies"], "confidence_score": 0.82, "transformation_logs": [{"id": "transform_system_c", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:39.750864Z", "completed_at": "2025-12-03T15:29:39.750886Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "DependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 738, "end_index": 751, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349077Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1229, "end_index": 1231, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211135Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1577, "end_index": 1579, "surrounding_text": "data to capitalize on strategic and tactical opportunities that are currently unavailable.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1616, "end_index": 1618, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2241, "end_index": 2243, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2429, "end_index": 2431, "surrounding_text": "whichever side can better leverage data will gain military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211207Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3128, "end_index": 3141, "surrounding_text": "responsibility of all DoD leaders is to treat data as a weapon system and manage, secure, and use", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214294Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 45, "end_index": 47, "surrounding_text": "of its overall mission, it gains distinct, strategic advantages over competitors and adversaries alike.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.247571Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1020, "end_index": 1022, "surrounding_text": "As the Secretary of Defense stated in his guidance on AI Ethics on February 21,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.247592Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1219, "end_index": 1221, "surrounding_text": "\u201d Whether for AI or advanced", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.247608Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1306, "end_index": 1308, "surrounding_text": "analytics, ethical principles regarding the responsible use of data remain important, and they will", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.247626Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1672, "end_index": 1674, "surrounding_text": "Regardless of the data domain, community, or use, the challenge remains the same \u2013 to discover", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.247645Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4387, "end_index": 4413, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.694134Z"}], "source_entity_names": ["weapon system", "AI", "localized system decisions"], "hierarchical_evidence": ["System constraints include operational limitations and dependencies", "Governance must account for system constraints and interdependencies"], "taxonomic_reasoning": "System constraints as governance considerations affecting data management implementation"}, {"id": "data_identification_systems", "name": "Data Identification Systems", "definition": "Systems for uniquely identifying and referencing data assets", "parent_concepts": ["data_architecture"], "child_concepts": ["globally_unique_identifiers", "business_vocabularies"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_data_ide", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.756237Z", "completed_at": "2025-12-03T15:29:39.756256Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Data identification includes unique identifiers and business vocabularies", "Identification systems support data referencing and vocabulary management"], "taxonomic_reasoning": "Identification systems as architectural components for data asset referencing and vocabulary control"}, {"id": "enterprise_standards", "name": "Enterprise Standards", "definition": "Organization-specific standards for data management and governance", "parent_concepts": ["governance_standards"], "confidence_score": 0.9, "entity_id": "E-e9ad51377f22", "transformation_logs": [{"id": "transform_enterpri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.756329Z", "completed_at": "2025-12-03T15:29:39.756335Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 961, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108163Z"}], "source_entity_names": ["enterprise standards"], "hierarchical_evidence": ["Enterprise standards define organization-specific governance requirements"], "taxonomic_reasoning": "Leaf node representing internal organizational standards"}, {"id": "industry_best_practices", "name": "Industry Best Practices", "definition": "Widely accepted best practices for data management across industries", "parent_concepts": ["governance_standards"], "confidence_score": 0.88, "entity_id": "E-39ec9518593b", "transformation_logs": [{"id": "transform_industry", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.756383Z", "completed_at": "2025-12-03T15:29:39.756389Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 941, "end_index": 955, "surrounding_text": "oversight mechanisms to identify and promote best practices among the United States and our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646684Z"}], "source_entity_names": ["best practices"], "hierarchical_evidence": ["Industry best practices provide external guidance for data management"], "taxonomic_reasoning": "Leaf node representing external industry guidance"}, {"id": "security", "name": "Security", "definition": "Security measures and protocols for data protection", "parent_concepts": ["data_security_controls"], "confidence_score": 0.92, "entity_id": "E-f7e392474b71", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.756442Z", "completed_at": "2025-12-03T15:29:39.756448Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 783, "end_index": 791, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107412Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4371, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4751, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4844, "end_index": 4852, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107497Z"}], "source_entity_names": ["security"], "hierarchical_evidence": ["Security encompasses protective measures for data assets"], "taxonomic_reasoning": "Leaf node representing security implementation"}, {"id": "restrictions_on_use", "name": "Restrictions on Use", "definition": "Limitations and restrictions on data access and utilization", "parent_concepts": ["data_security_controls"], "confidence_score": 0.89, "entity_id": "E-861ecd7dfc83", "transformation_logs": [{"id": "transform_restrict", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.756491Z", "completed_at": "2025-12-03T15:29:39.756496Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 834, "end_index": 853, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107990Z"}], "source_entity_names": ["restrictions on use"], "hierarchical_evidence": ["Usage restrictions control data access and utilization"], "taxonomic_reasoning": "Leaf node representing access control measures"}, {"id": "protection_metadata", "name": "Protection Metadata", "definition": "Metadata describing data protection requirements and classifications", "parent_concepts": ["data_security_controls"], "confidence_score": 0.86, "entity_id": "E-1ffbc4953455", "transformation_logs": [{"id": "transform_protecti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.756540Z", "completed_at": "2025-12-03T15:29:39.756545Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 19, "surrounding_text": "...protection metadata...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110337Z"}], "source_entity_names": ["protection metadata"], "hierarchical_evidence": ["Protection metadata documents security requirements and classifications"], "taxonomic_reasoning": "Leaf node representing security documentation"}, {"id": "data_quality", "name": "Data Quality", "definition": "Overall measure of data fitness for intended use", "parent_concepts": ["data_quality_management"], "confidence_score": 0.93, "entity_id": "E-f97eacdbdf2f", "transformation_logs": [{"id": "transform_data_qua", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.756588Z", "completed_at": "2025-12-03T15:29:39.756593Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "DependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}], "source_entity_names": ["data quality"], "hierarchical_evidence": ["Data quality measures assess data reliability and accuracy"], "taxonomic_reasoning": "Leaf node representing quality assessment"}, {"id": "master_data_management", "name": "Master Data Management", "definition": "Systematic approach to managing critical business data across the enterprise", "parent_concepts": ["data_governance"], "confidence_score": 0.91, "entity_id": "E-06529ce0661a", "transformation_logs": [{"id": "transform_master_d", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.756635Z", "completed_at": "2025-12-03T15:29:39.756640Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2559, "end_index": 2581, "surrounding_text": "Objective 4: DoD implements master data management for business, intelligence, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110927Z"}], "source_entity_names": ["master data management"], "hierarchical_evidence": ["Master data management ensures consistency of critical business data"], "taxonomic_reasoning": "Leaf node representing enterprise data consistency"}, {"id": "data_catalogs", "name": "Data Catalogs", "definition": "Centralized repositories for discovering and managing data assets", "parent_concepts": ["data_organization_systems"], "confidence_score": 0.94, "entity_id": "E-7dfa79d1d63d", "transformation_logs": [{"id": "transform_data_cat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.756684Z", "completed_at": "2025-12-03T15:29:39.756689Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 700, "end_index": 713, "surrounding_text": "Objective 4: Data is baselined and inventoried in comprehensive data catalogs with", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1408, "end_index": 1421, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107009Z"}], "source_entity_names": ["data catalogs"], "hierarchical_evidence": ["Data catalogs provide centralized data asset discovery and management"], "taxonomic_reasoning": "Leaf node representing data discovery systems"}, {"id": "taxonomy", "name": "Taxonomy", "definition": "Hierarchical classification systems for organizing data and concepts", "parent_concepts": ["data_organization_systems"], "confidence_score": 0.93, "entity_id": "E-53ba8b472a5a", "transformation_logs": [{"id": "transform_taxonomy", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.756731Z", "completed_at": "2025-12-03T15:29:39.756736Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 625, "end_index": 633, "surrounding_text": "controlled, yet flexible, vocabulary and taxonomy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106701Z"}], "source_entity_names": ["taxonomy"], "hierarchical_evidence": ["Taxonomies provide hierarchical organization of data and concepts"], "taxonomic_reasoning": "Leaf node representing classification systems"}, {"id": "controlled_vocabulary", "name": "Controlled Vocabulary", "definition": "Standardized terminology and vocabulary for consistent data description", "parent_concepts": ["data_organization_systems"], "confidence_score": 0.91, "entity_id": "E-fabbc23a97b6", "transformation_logs": [{"id": "transform_controll", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.756793Z", "completed_at": "2025-12-03T15:29:39.756798Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...controlled vocabulary...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106620Z"}], "source_entity_names": ["controlled vocabulary"], "hierarchical_evidence": ["Controlled vocabularies ensure consistent terminology usage"], "taxonomic_reasoning": "Leaf node representing terminology standardization"}, {"id": "interfaces", "name": "Interfaces", "definition": "Technical interfaces for data system connectivity and integration", "parent_concepts": ["data_integration_systems"], "confidence_score": 0.89, "entity_id": "E-2537684b13b5", "transformation_logs": [{"id": "transform_interfac", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.756841Z", "completed_at": "2025-12-03T15:29:39.756846Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1609, "end_index": 1619, "surrounding_text": "and interfaces (e.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.590577Z"}], "source_entity_names": ["interfaces"], "hierarchical_evidence": ["Interfaces enable technical connectivity between data systems"], "taxonomic_reasoning": "Leaf node representing technical connectivity"}, {"id": "data_exchange", "name": "Data Exchange", "definition": "Processes and mechanisms for exchanging data between systems and organizations", "parent_concepts": ["data_integration_systems"], "confidence_score": 0.87, "entity_id": "E-b6a32722dc0e", "transformation_logs": [{"id": "transform_data_exc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.756888Z", "completed_at": "2025-12-03T15:29:39.756893Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}], "source_entity_names": ["data exchange"], "hierarchical_evidence": ["Data exchange enables information sharing between systems"], "taxonomic_reasoning": "Leaf node representing data sharing mechanisms"}, {"id": "business_data", "name": "Business Data", "definition": "Data assets supporting business operations and decision-making", "parent_concepts": ["data_types"], "confidence_score": 0.88, "entity_id": "E-b252d0768ed9", "transformation_logs": [{"id": "transform_business", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.756934Z", "completed_at": "2025-12-03T15:29:39.756939Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1291, "end_index": 1304, "surrounding_text": "and others, is leading an effort to ingest, analyze, and display a wide range of business data; this", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.588511Z"}], "source_entity_names": ["business data"], "hierarchical_evidence": ["Business data supports operational and strategic business functions"], "taxonomic_reasoning": "Leaf node representing business domain data"}, {"id": "intelligence_data", "name": "Intelligence Data", "definition": "Data assets supporting intelligence operations and analysis", "parent_concepts": ["data_types"], "confidence_score": 0.9, "entity_id": "E-41d9f9f2e4c6", "transformation_logs": [{"id": "transform_intellig", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.756978Z", "completed_at": "2025-12-03T15:29:39.756983Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 17, "surrounding_text": "...intelligence data...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111096Z"}], "source_entity_names": ["intelligence data"], "hierarchical_evidence": ["Intelligence data supports intelligence operations and analysis"], "taxonomic_reasoning": "Leaf node representing intelligence domain data"}, {"id": "warfighting_data", "name": "Warfighting Data", "definition": "Data assets supporting military combat and operational activities", "parent_concepts": ["data_types"], "confidence_score": 0.92, "entity_id": "E-eac07c47ecd2", "transformation_logs": [{"id": "transform_warfight", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.757023Z", "completed_at": "2025-12-03T15:29:39.757028Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2615, "end_index": 2631, "surrounding_text": "warfighting data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111177Z"}], "source_entity_names": ["warfighting data"], "hierarchical_evidence": ["Warfighting data supports military operations and capabilities"], "taxonomic_reasoning": "Leaf node representing military domain data"}, {"id": "data_streams", "name": "Data Streams", "definition": "Continuous flows of data for real-time processing and analysis", "parent_concepts": ["data_processing_systems"], "confidence_score": 0.91, "entity_id": "E-71ed15215b57", "transformation_logs": [{"id": "transform_data_str", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.757067Z", "completed_at": "2025-12-03T15:29:39.757072Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1066, "end_index": 1078, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108343Z"}], "source_entity_names": ["data streams"], "hierarchical_evidence": ["Data streams enable real-time data processing and analysis"], "taxonomic_reasoning": "Leaf node representing streaming data processing"}, {"id": "adaptive_systems", "name": "Adaptive Systems", "definition": "Systems that can adapt and modify their behavior based on data inputs", "parent_concepts": ["data_processing_systems"], "confidence_score": 0.87, "entity_id": "E-6269bd849d00", "transformation_logs": [{"id": "transform_adaptive", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.757112Z", "completed_at": "2025-12-03T15:29:39.757117Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "end_index": 16, "surrounding_text": "...Adaptive systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.009476Z"}], "source_entity_names": ["Adaptive systems"], "hierarchical_evidence": ["Adaptive systems modify behavior based on data analysis"], "taxonomic_reasoning": "Leaf node representing adaptive processing capabilities"}, {"id": "intelligent_systems", "name": "Intelligent Systems", "definition": "Advanced systems providing intelligent analysis and support", "parent_concepts": ["decision_support_systems"], "confidence_score": 0.88, "entity_id": "E-11735df27fdd", "transformation_logs": [{"id": "transform_intellig", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.757160Z", "completed_at": "2025-12-03T15:29:39.757165Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 1659, "end_index": 1678, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.009533Z"}], "source_entity_names": ["Intelligent systems"], "hierarchical_evidence": ["Intelligent systems incorporate AI and ML for data processing"], "taxonomic_reasoning": "Leaf node representing AI-enabled processing"}, {"id": "analytics", "name": "Analytics", "definition": "Analytical processes and tools for extracting insights from data", "parent_concepts": ["data_analytics_systems"], "confidence_score": 0.92, "entity_id": "E-652796b3face", "transformation_logs": [{"id": "transform_analytic", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.757208Z", "completed_at": "2025-12-03T15:29:39.757213Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1541, "end_index": 1550, "surrounding_text": "disparate sources can be made and leveraged for analytics.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109109Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4071, "end_index": 4080, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109136Z"}], "source_entity_names": ["analytics"], "hierarchical_evidence": ["Analytics extract insights and patterns from data"], "taxonomic_reasoning": "Leaf node representing analytical processing"}, {"id": "data_linked", "name": "Data Linked", "definition": "Connected data that maintains relationships and associations", "parent_concepts": ["data_analytics_systems"], "confidence_score": 0.86, "entity_id": "E-992def0f017d", "transformation_logs": [{"id": "transform_data_lin", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.757255Z", "completed_at": "2025-12-03T15:29:39.757260Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 1820, "end_index": 1831, "surrounding_text": "Goal: Make Data Linked", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.009650Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2219, "end_index": 2230, "surrounding_text": "DoD will know it has made progress on making data linked when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.009666Z"}], "source_entity_names": ["Data Linked"], "hierarchical_evidence": ["Linked data maintains relationships for analytical processing"], "taxonomic_reasoning": "Leaf node representing connected data analysis"}, {"id": "lifecycle", "name": "Lifecycle", "definition": "Complete lifecycle stages of data from creation to disposal", "parent_concepts": ["data_lifecycle_management"], "confidence_score": 0.9, "entity_id": "E-44a83ccc861c", "transformation_logs": [{"id": "transform_lifecycl", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.757300Z", "completed_at": "2025-12-03T15:29:39.757305Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "TemporalRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000008", "cco_class": "TemporalRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/TemporalRegion", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2644, "end_index": 2653, "surrounding_text": "as a weapon system, stewarding data throughout its lifecycle and ensuring it is made available to", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595561Z"}], "source_entity_names": ["lifecycle"], "hierarchical_evidence": ["Lifecycle encompasses all stages of data existence"], "taxonomic_reasoning": "Leaf node representing data lifecycle stages"}, {"id": "records", "name": "Records", "definition": "Formal records and documentation maintained throughout data lifecycle", "parent_concepts": ["data_lifecycle_management"], "confidence_score": 0.87, "entity_id": "E-6ae8c275670f", "transformation_logs": [{"id": "transform_records", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.757347Z", "completed_at": "2025-12-03T15:29:39.757352Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2704, "end_index": 2711, "surrounding_text": "Objective 5: DoD properly tags and maintains all appropriate data and records in", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111276Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4891, "end_index": 4898, "surrounding_text": "restrictions, and records management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111302Z"}], "source_entity_names": ["records"], "hierarchical_evidence": ["Records provide formal documentation of data lifecycle"], "taxonomic_reasoning": "Leaf node representing formal documentation"}, {"id": "stakeholders", "name": "Stakeholders", "definition": "Individuals or groups with interest in data and organizational outcomes", "parent_concepts": ["personnel_categories"], "confidence_score": 0.88, "entity_id": "E-855ab223feb6", "transformation_logs": [{"id": "transform_stakehol", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.757392Z", "completed_at": "2025-12-03T15:29:39.757397Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}], "source_entity_names": ["stakeholders"], "hierarchical_evidence": ["Stakeholders have vested interests in data management"], "taxonomic_reasoning": "Leaf node representing interested parties"}, {"id": "points_of_contact", "name": "Points of Contact", "definition": "Designated individuals responsible for communication and coordination", "parent_concepts": ["management_roles"], "confidence_score": 0.91, "entity_id": "E-f039c6197d6e", "transformation_logs": [{"id": "transform_points_o", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.757437Z", "completed_at": "2025-12-03T15:29:39.757442Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 764, "end_index": 781, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107298Z"}], "source_entity_names": ["points of contact"], "hierarchical_evidence": ["Points of contact facilitate communication and coordination"], "taxonomic_reasoning": "Leaf node representing communication roles"}, {"id": "data_driven_decision_making", "name": "Data-Driven Decision Making", "definition": "Decision making processes that rely on data analysis and insights", "parent_concepts": ["decision_making_processes"], "confidence_score": 0.93, "entity_id": "E-2f4ad43a426b", "transformation_logs": [{"id": "transform_data_dri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.757481Z", "completed_at": "2025-12-03T15:29:39.757486Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "DecisionMakingProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/DecisionMakingProcess", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}], "source_entity_names": ["decision making"], "hierarchical_evidence": ["Data-driven decision making utilizes analytical insights"], "taxonomic_reasoning": "Leaf node representing analytical decision processes"}, {"id": "data_focused_evidence", "name": "Data-Focused Evidence", "definition": "Evidence and supporting information derived from data analysis", "parent_concepts": ["decision_making_processes"], "confidence_score": 0.88, "entity_id": "E-fc5f3253ddb7", "transformation_logs": [{"id": "transform_data_foc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.757524Z", "completed_at": "2025-12-03T15:29:39.757529Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...data-focused evidence...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110076Z"}], "source_entity_names": ["data-focused evidence"], "hierarchical_evidence": ["Data-focused evidence supports decision making processes"], "taxonomic_reasoning": "Leaf node representing analytical evidence"}, {"id": "budget_process", "name": "Budget Process", "definition": "Administrative processes for budget planning and resource allocation", "parent_concepts": ["administrative_processes"], "child_concepts": ["budget_requests"], "confidence_score": 0.9, "entity_id": "E-01c040c5b1c3", "transformation_logs": [{"id": "transform_budget_p", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.757570Z", "completed_at": "2025-12-03T15:29:39.757575Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialProcess", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2239, "end_index": 2253, "surrounding_text": "Objective 1: DoD budget requests and the supporting budget process integrate data-focused", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109991Z"}], "source_entity_names": ["budget process"], "hierarchical_evidence": ["Budget process includes budget requests and resource allocation"], "taxonomic_reasoning": "Budget process as administrative function with specific components"}, {"id": "learning_agendas", "name": "Learning Agendas", "definition": "Structured approaches for organizational learning and knowledge development", "parent_concepts": ["administrative_processes"], "confidence_score": 0.85, "entity_id": "E-f23712394c99", "transformation_logs": [{"id": "transform_learning", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.757615Z", "completed_at": "2025-12-03T15:29:39.757620Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2291, "end_index": 2307, "surrounding_text": "evidence and Learning Agendas (see P.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110161Z"}], "source_entity_names": ["Learning Agendas"], "hierarchical_evidence": ["Learning agendas support organizational knowledge development"], "taxonomic_reasoning": "Leaf node representing learning initiatives"}, {"id": "metadata_tagging", "name": "Metadata Tagging", "definition": "Process of adding descriptive metadata tags to data assets", "parent_concepts": ["metadata_management"], "confidence_score": 0.91, "entity_id": "E-ea6cef227957", "transformation_logs": [{"id": "transform_metadata", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.757659Z", "completed_at": "2025-12-03T15:29:39.757663Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1427, "end_index": 1443, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108921Z"}], "source_entity_names": ["metadata tagging"], "hierarchical_evidence": ["Metadata tagging adds descriptive information to data assets"], "taxonomic_reasoning": "Leaf node representing metadata annotation"}, {"id": "lineage_metadata", "name": "Lineage Metadata", "definition": "Metadata tracking the origin and transformation history of data", "parent_concepts": ["metadata_management"], "confidence_score": 0.89, "entity_id": "E-22ba6c3dc9ee", "transformation_logs": [{"id": "transform_lineage_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.757702Z", "completed_at": "2025-12-03T15:29:39.757707Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 16, "surrounding_text": "...lineage metadata...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110415Z"}], "source_entity_names": ["lineage metadata"], "hierarchical_evidence": ["Lineage metadata tracks data origin and transformation history"], "taxonomic_reasoning": "Leaf node representing data provenance tracking"}, {"id": "pedigree_metadata", "name": "Pedigree Metadata", "definition": "Metadata describing the quality and reliability characteristics of data", "parent_concepts": ["metadata_management"], "confidence_score": 0.87, "entity_id": "E-452de5517b3f", "transformation_logs": [{"id": "transform_pedigree", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.757747Z", "completed_at": "2025-12-03T15:29:39.757751Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2380, "end_index": 2397, "surrounding_text": "Objective 2: DoD data has protection, lineage, and pedigree metadata bound throughout its", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110508Z"}], "source_entity_names": ["pedigree metadata"], "hierarchical_evidence": ["Pedigree metadata describes data quality and reliability"], "taxonomic_reasoning": "Leaf node representing quality metadata"}, {"id": "common_metadata_standards", "name": "Common Metadata Standards", "definition": "Standardized approaches for metadata structure and content", "parent_concepts": ["metadata_management"], "confidence_score": 0.88, "entity_id": "E-83f11b7d1cde", "transformation_logs": [{"id": "transform_common_m", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.757804Z", "completed_at": "2025-12-03T15:29:39.757809Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Standard", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Standard", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1770, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109311Z"}], "source_entity_names": ["common metadata standards"], "hierarchical_evidence": ["Common metadata standards ensure consistent metadata structure"], "taxonomic_reasoning": "Leaf node representing metadata standardization"}, {"id": "pl_115_435", "name": "P.L. 115-435", "definition": "Federal legislation governing data management and evidence-based policymaking", "parent_concepts": ["regulatory_compliance"], "confidence_score": 0.86, "entity_id": "E-4d9a64d54656", "transformation_logs": [{"id": "transform_pl_115_4", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.757851Z", "completed_at": "2025-12-03T15:29:39.757856Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2313, "end_index": 2325, "surrounding_text": "evidence and Learning Agendas (see P.L. 115-435).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110253Z"}], "source_entity_names": ["P.L. 115-435"], "hierarchical_evidence": ["P.L. 115-435 represents federal data management legislation"], "taxonomic_reasoning": "Leaf node representing specific legislative requirement"}, {"id": "limitations", "name": "Limitations", "definition": "Operational and technical limitations affecting data management systems", "parent_concepts": ["system_constraints"], "confidence_score": 0.84, "entity_id": "E-41d6fa687dcb", "transformation_logs": [{"id": "transform_limitati", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.757896Z", "completed_at": "2025-12-03T15:29:39.757901Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 817, "end_index": 828, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107900Z"}], "source_entity_names": ["limitations"], "hierarchical_evidence": ["Limitations represent operational and technical constraints"], "taxonomic_reasoning": "Leaf node representing system limitations"}, {"id": "dependencies", "name": "Dependencies", "definition": "System dependencies and interdependencies affecting data management", "parent_concepts": ["system_constraints"], "confidence_score": 0.85, "entity_id": "E-cbd022dee518", "transformation_logs": [{"id": "transform_dependen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.757942Z", "completed_at": "2025-12-03T15:29:39.757949Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1300, "end_index": 1312, "surrounding_text": "dependencies can be uncovered and maintained.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108627Z"}], "source_entity_names": ["dependencies"], "hierarchical_evidence": ["Dependencies represent system interdependencies and requirements"], "taxonomic_reasoning": "Leaf node representing system dependencies"}, {"id": "globally_unique_identifiers", "name": "Globally Unique Identifiers", "definition": "Unique identifiers that provide global uniqueness for data assets", "parent_concepts": ["data_identification_systems"], "confidence_score": 0.9, "entity_id": "E-a7e60c2f301e", "transformation_logs": [{"id": "transform_globally", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.758015Z", "completed_at": "2025-12-03T15:29:39.758023Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "DesignativeInformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/DesignativeInformationContentEntity", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1645, "end_index": 1672, "surrounding_text": "Objective 1: DoD implements globally unique identifiers so data can be easily discovered,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109223Z"}], "source_entity_names": ["globally unique identifiers"], "hierarchical_evidence": ["Globally unique identifiers ensure unique data asset identification"], "taxonomic_reasoning": "Leaf node representing unique identification"}, {"id": "business_vocabularies", "name": "Business Vocabularies", "definition": "Domain-specific vocabularies for business terminology and concepts", "parent_concepts": ["data_identification_systems"], "confidence_score": 0.87, "entity_id": "E-fe20531bff84", "transformation_logs": [{"id": "transform_business", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.758083Z", "completed_at": "2025-12-03T15:29:39.758089Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...business vocabularies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108081Z"}], "source_entity_names": ["business vocabularies"], "hierarchical_evidence": ["Business vocabularies provide domain-specific terminology"], "taxonomic_reasoning": "Leaf node representing business terminology"}, {"id": "budget_requests", "name": "Budget Requests", "definition": "Formal requests for budget allocation and resource funding", "parent_concepts": ["budget_process"], "confidence_score": 0.89, "entity_id": "E-f3eaa0e1b336", "transformation_logs": [{"id": "transform_budget_r", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.758131Z", "completed_at": "2025-12-03T15:29:39.758136Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "RequestDocument", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/RequestDocument", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2204, "end_index": 2219, "surrounding_text": "Objective 1: DoD budget requests and the supporting budget process integrate data-focused", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109896Z"}], "source_entity_names": ["budget requests"], "hierarchical_evidence": ["Budget requests are components of the budget process"], "taxonomic_reasoning": "Leaf node representing budget request activities"}, {"id": "purpose", "name": "Purpose", "definition": "Intended purpose and objectives of data management initiatives", "parent_concepts": ["data_governance"], "confidence_score": 0.83, "entity_id": "E-1673b998ccaf", "transformation_logs": [{"id": "transform_purpose", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.758177Z", "completed_at": "2025-12-03T15:29:39.758181Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 744, "end_index": 751, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107111Z"}], "source_entity_names": ["purpose"], "hierarchical_evidence": ["Purpose defines objectives and intentions for data management"], "taxonomic_reasoning": "Leaf node representing governance objectives"}, {"id": "ownership", "name": "Ownership", "definition": "Data ownership responsibilities and accountability structures", "parent_concepts": ["data_governance"], "confidence_score": 0.88, "entity_id": "E-cf8d7f8449b6", "transformation_logs": [{"id": "transform_ownershi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.758223Z", "completed_at": "2025-12-03T15:29:39.758228Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 753, "end_index": 762, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107204Z"}], "source_entity_names": ["ownership"], "hierarchical_evidence": ["Ownership defines responsibility and accountability for data assets"], "taxonomic_reasoning": "Leaf node representing data stewardship"}, {"id": "defense_data_management", "name": "Defense Data Management", "definition": "Comprehensive framework for managing data assets within defense organizations", "parent_concepts": ["defense_data_systems"], "child_concepts": ["data_interoperability_framework", "data_security_framework", "military_systems_integration", "implementation_governance", "data_standards_compliance"], "confidence_score": 0.95, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.758272Z", "completed_at": "2025-12-03T15:29:39.758277Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialProcess", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["DoD manages comprehensive data assets across military operations", "Defense data management encompasses interoperability, security, and systems integration"], "taxonomic_reasoning": "Root concept encompassing all defense-related data management activities based on organizational scope and operational integration"}, {"id": "data_interoperability_framework", "name": "Data Interoperability Framework", "definition": "Systems and standards enabling seamless data exchange across defense platforms", "parent_concepts": ["defense_data_management"], "child_concepts": ["data_exchange_standards", "coalition_data_sharing"], "confidence_score": 0.92, "entity_id": "E-c04e8bad0e1e", "transformation_logs": [{"id": "transform_data_int", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.758320Z", "completed_at": "2025-12-03T15:29:39.758325Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}], "source_entity_names": ["data interoperability"], "hierarchical_evidence": ["Data interoperability encompasses semantic and syntactic interoperability", "Interoperability framework supports coalition data sharing"], "taxonomic_reasoning": "Grouped interoperability concepts under unified framework based on functional integration and operational dependencies"}, {"id": "semantic_interoperability", "name": "Semantic Interoperability", "definition": "Capability for systems to understand and interpret data meaning", "parent_concepts": ["data_interoperability"], "child_concepts": ["semantic_understanding", "required_metadata"], "confidence_score": 0.94, "entity_id": "E-36870d25c1e5", "transformation_logs": [{"id": "transform_semantic", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.758368Z", "completed_at": "2025-12-03T15:29:39.758373Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Function", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Function", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 25, "surrounding_text": "...semantic interoperability...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112067Z"}], "source_entity_names": ["semantic interoperability"], "hierarchical_evidence": ["Semantic interoperability requires semantic understanding capabilities", "Metadata is essential for semantic interoperability"], "taxonomic_reasoning": "Semantic understanding and metadata are core components enabling semantic interoperability"}, {"id": "syntactic_interoperability", "name": "Syntactic Interoperability", "definition": "Technical capability for systems to exchange data in compatible formats", "parent_concepts": ["data_interoperability"], "child_concepts": ["common_data_formats", "machine_to_machine_communications", "machine_readable_formats"], "confidence_score": 0.91, "entity_id": "E-3a6e1f182598", "transformation_logs": [{"id": "transform_syntacti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.758416Z", "completed_at": "2025-12-03T15:29:39.758420Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Function", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Function", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2995, "end_index": 3021, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112155Z"}], "source_entity_names": ["syntactic interoperability"], "hierarchical_evidence": ["Syntactic interoperability depends on common data formats", "Machine-to-machine communications enable syntactic interoperability"], "taxonomic_reasoning": "Technical components grouped under syntactic interoperability based on format compatibility and communication protocols"}, {"id": "data_exchange_standards", "name": "Data Exchange Standards", "definition": "Standardized specifications and formats governing data exchange processes", "parent_concepts": ["data_interoperability_framework"], "child_concepts": ["data_exchange_specifications", "exchange_specifications", "data_formats"], "confidence_score": 0.89, "entity_id": "E-b6a32722dc0e", "transformation_logs": [{"id": "transform_data_exc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.758467Z", "completed_at": "2025-12-03T15:29:39.758472Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Standard", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Standard", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}], "source_entity_names": ["data exchange"], "hierarchical_evidence": ["Data exchange requires standardized specifications", "Data standards define acceptable formats for exchange"], "taxonomic_reasoning": "Standards and specifications grouped together as they define the rules and formats for data exchange"}, {"id": "coalition_data_sharing", "name": "Coalition Data Sharing", "definition": "Data sharing capabilities and processes for joint military operations with coalition partners", "parent_concepts": ["data_interoperability_framework"], "child_concepts": ["coalition_partners", "joint_military_operations"], "confidence_score": 0.87, "entity_id": "E-31ebb0ebd418", "transformation_logs": [{"id": "transform_coalitio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.758516Z", "completed_at": "2025-12-03T15:29:39.758520Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialProcess", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}], "source_entity_names": ["data sharing"], "hierarchical_evidence": ["Coalition partners participate in joint military operations", "Joint operations require coalition data sharing capabilities"], "taxonomic_reasoning": "Coalition partners and joint operations are interconnected components of multinational defense cooperation"}, {"id": "data_security_framework", "name": "Data Security Framework", "definition": "Comprehensive security measures and strategies for protecting defense data assets", "parent_concepts": ["defense_data_management"], "child_concepts": ["data_protection_measures", "cyber_risk_reduction", "security_standards"], "confidence_score": 0.94, "entity_id": "E-252336569114", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.758563Z", "completed_at": "2025-12-03T15:29:39.758568Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}], "source_entity_names": ["data security"], "hierarchical_evidence": ["Data security encompasses protection measures and risk reduction", "Security framework includes access control and standards"], "taxonomic_reasoning": "Security components grouped under unified framework based on protective function and risk management"}, {"id": "data_protection_measures", "name": "Data Protection Measures", "definition": "Specific security controls protecting data across different states and contexts", "parent_concepts": ["data_security_framework"], "child_concepts": ["data_at_rest_protection", "data_in_motion_protection", "data_in_use_protection"], "confidence_score": 0.91, "entity_id": "E-e01136aff6f8", "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.758610Z", "completed_at": "2025-12-03T15:29:39.758615Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}], "source_entity_names": ["data protection"], "hierarchical_evidence": ["Data protection covers data at rest, in motion, and in use", "Comprehensive protection requires securing data in all states"], "taxonomic_reasoning": "Data protection measures categorized by data state based on security requirements and threat models"}, {"id": "military_systems_integration", "name": "Military Systems Integration", "definition": "Integration of data management capabilities across military platforms and systems", "parent_concepts": ["defense_data_management"], "child_concepts": ["combat_systems", "enterprise_systems", "mission_critical_applications"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.763898Z", "completed_at": "2025-12-03T15:29:39.763918Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1558, "end_index": 1576, "surrounding_text": "leveraged in a way that brings both immediate and lasting military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350529Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2657, "end_index": 2673, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352466Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 958, "end_index": 973, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207545Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1458, "end_index": 1482, "surrounding_text": "of great power competition, and it will enable operators and military decision-makers to harness", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209364Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1866, "end_index": 1885, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.210496Z"}], "source_entity_names": ["military advantage", "data integration", "military forces", "military decision-makers", "military operations"], "hierarchical_evidence": ["Military systems include combat and weapon systems", "Enterprise systems support mission-critical applications"], "taxonomic_reasoning": "Military systems categorized by operational function and criticality level"}, {"id": "implementation_governance", "name": "Implementation Governance", "definition": "Strategic planning and execution frameworks for data management initiatives", "parent_concepts": ["defense_data_management"], "child_concepts": ["algorithm_development", "implementation_plan"], "confidence_score": 0.84, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.765318Z", "completed_at": "2025-12-03T15:29:39.765327Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialProcess", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Implementation requires strategic planning and execution", "Data tagging strategy and implementation plans guide execution"], "taxonomic_reasoning": "Implementation components grouped under governance framework based on strategic planning and execution coordination"}, {"id": "semantic_understanding", "name": "Semantic Understanding", "definition": "Capability for automated interpretation of data meaning and context", "parent_concepts": ["semantic_interoperability"], "confidence_score": 0.88, "entity_id": "E-87cdfb5cd305", "transformation_logs": [{"id": "transform_semantic", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.765379Z", "completed_at": "2025-12-03T15:29:39.765385Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Function", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Function", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2865, "end_index": 2887, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111887Z"}], "source_entity_names": ["semantic understanding"], "hierarchical_evidence": ["Semantic understanding enables meaningful data interpretation"], "taxonomic_reasoning": "Core capability enabling semantic interoperability through automated meaning interpretation"}, {"id": "required_metadata", "name": "Required Metadata", "definition": "Essential descriptive information needed for data understanding and processing", "parent_concepts": ["semantic_interoperability"], "confidence_score": 0.87, "entity_id": "E-d71c5a4373ba", "transformation_logs": [{"id": "transform_required", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.765430Z", "completed_at": "2025-12-03T15:29:39.765435Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3465, "end_index": 3482, "surrounding_text": "Objective 2: Exchange specifications contain required metadata and convey standardized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112956Z"}], "source_entity_names": ["required metadata"], "hierarchical_evidence": ["Metadata provides context for semantic understanding"], "taxonomic_reasoning": "Metadata is essential component supporting semantic interoperability"}, {"id": "common_data_formats", "name": "Common Data Formats", "definition": "Standardized data formats enabling cross-system compatibility", "parent_concepts": ["syntactic_interoperability"], "confidence_score": 0.89, "entity_id": "E-92445fee610a", "transformation_logs": [{"id": "transform_common_d", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.765479Z", "completed_at": "2025-12-03T15:29:39.765484Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Standard", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Standard", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3028, "end_index": 3047, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112252Z"}], "source_entity_names": ["common data formats"], "hierarchical_evidence": ["Common formats enable syntactic interoperability"], "taxonomic_reasoning": "Standardized formats are fundamental to syntactic interoperability"}, {"id": "machine_to_machine_communications", "name": "Machine-to-Machine Communications", "definition": "Automated communication protocols between systems and devices", "parent_concepts": ["syntactic_interoperability"], "confidence_score": 0.86, "entity_id": "E-e6d4c188b15d", "transformation_logs": [{"id": "transform_machine_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.765527Z", "completed_at": "2025-12-03T15:29:39.765533Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "CommunicationProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/CommunicationProcess", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3052, "end_index": 3085, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112348Z"}], "source_entity_names": ["machine-to-machine communications"], "hierarchical_evidence": ["M2M communications enable automated syntactic interoperability"], "taxonomic_reasoning": "Automated communications are core to syntactic interoperability"}, {"id": "machine_readable_formats", "name": "Machine-Readable Formats", "definition": "Data formats designed for automated processing and interpretation", "parent_concepts": ["syntactic_interoperability"], "confidence_score": 0.85, "entity_id": "E-bfd7dbc9ee4b", "transformation_logs": [{"id": "transform_machine_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.766886Z", "completed_at": "2025-12-03T15:29:39.766898Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Standard", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Standard", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3582, "end_index": 3598, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113324Z"}], "hierarchical_evidence": ["Machine-readable formats support automated processing"], "taxonomic_reasoning": "Machine-readable formats enable automated syntactic processing"}, {"id": "data_exchange_specifications", "name": "Data Exchange Specifications", "definition": "Detailed technical specifications governing data exchange processes", "parent_concepts": ["data_exchange_standards"], "confidence_score": 0.88, "entity_id": "E-75cc72c3a699", "transformation_logs": [{"id": "transform_data_exc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.766975Z", "completed_at": "2025-12-03T15:29:39.766981Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Specification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Specification", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3330, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112627Z"}], "source_entity_names": ["data exchange specifications"], "hierarchical_evidence": ["Specifications define data exchange requirements"], "taxonomic_reasoning": "Specifications are detailed standards for data exchange"}, {"id": "exchange_specifications", "name": "Exchange Specifications", "definition": "General specifications for data and information exchange protocols", "parent_concepts": ["data_exchange_standards"], "confidence_score": 0.87, "entity_id": "E-47d279018c58", "transformation_logs": [{"id": "transform_exchange", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.767031Z", "completed_at": "2025-12-03T15:29:39.767036Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3307, "end_index": 3330, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112831Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3433, "end_index": 3456, "surrounding_text": "Objective 2: Exchange specifications contain required metadata and convey standardized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112860Z"}], "source_entity_names": ["exchange specifications"], "hierarchical_evidence": ["Exchange specifications define protocol requirements"], "taxonomic_reasoning": "General specifications supporting data exchange standards"}, {"id": "data_formats", "name": "Data Formats", "definition": "Specific formats and structures for organizing and presenting data", "parent_concepts": ["data_exchange_standards"], "confidence_score": 0.86, "entity_id": "E-f84d1be78163", "transformation_logs": [{"id": "transform_data_for", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.767080Z", "completed_at": "2025-12-03T15:29:39.767085Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationStructureSpecification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationStructureSpecification", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3035, "end_index": 3047, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113619Z"}], "source_entity_names": ["data formats"], "hierarchical_evidence": ["Data formats define structure for exchange"], "taxonomic_reasoning": "Formats are specific implementations of data standards"}, {"id": "coalition_partners", "name": "Coalition Partners", "definition": "Allied nations and organizations participating in joint defense operations", "parent_concepts": ["coalition_data_sharing"], "confidence_score": 0.85, "entity_id": "E-206bf0f5946d", "transformation_logs": [{"id": "transform_coalitio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.767129Z", "completed_at": "2025-12-03T15:29:39.767134Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3368, "end_index": 3386, "surrounding_text": "including those of coalition partners.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112719Z"}], "source_entity_names": ["coalition partners"], "hierarchical_evidence": ["Coalition partners participate in data sharing"], "taxonomic_reasoning": "Partners are key stakeholders in coalition data sharing"}, {"id": "joint_military_operations", "name": "Joint Military Operations", "definition": "Coordinated military activities involving multiple forces and coalition partners", "parent_concepts": ["coalition_data_sharing"], "confidence_score": 0.87, "entity_id": "E-6dedf96958fc", "transformation_logs": [{"id": "transform_joint_mi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.767176Z", "completed_at": "2025-12-03T15:29:39.767181Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MilitaryOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOperation", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2937, "end_index": 2962, "surrounding_text": "for successful decision-making and joint military operations.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111981Z"}], "source_entity_names": ["joint military operations"], "hierarchical_evidence": ["Joint operations require coalition data sharing"], "taxonomic_reasoning": "Joint operations are primary context for coalition data sharing"}, {"id": "data_at_rest_protection", "name": "Data at Rest Protection", "definition": "Security measures protecting stored data in databases and storage systems", "parent_concepts": ["data_protection_measures"], "confidence_score": 0.9, "entity_id": "E-6a0f764e2182", "transformation_logs": [{"id": "transform_data_at_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.767224Z", "completed_at": "2025-12-03T15:29:39.767229Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SecurityProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SecurityProcess", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 12, "surrounding_text": "...data at rest...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114447Z"}], "source_entity_names": ["data at rest"], "hierarchical_evidence": ["Data at rest requires specific protection measures"], "taxonomic_reasoning": "Stored data requires specialized protection mechanisms"}, {"id": "data_in_motion_protection", "name": "Data in Motion Protection", "definition": "Security measures protecting data during transmission and transfer", "parent_concepts": ["data_protection_measures"], "confidence_score": 0.89, "entity_id": "E-b5abb34d46f6", "transformation_logs": [{"id": "transform_data_in_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.767271Z", "completed_at": "2025-12-03T15:29:39.767276Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SecurityProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SecurityProcess", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 14, "surrounding_text": "...data in motion...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114530Z"}], "source_entity_names": ["data in motion"], "hierarchical_evidence": ["Data in motion requires transmission security"], "taxonomic_reasoning": "Data transmission requires specialized protection during transfer"}, {"id": "data_in_use_protection", "name": "Data in Use Protection", "definition": "Security measures protecting data during active processing and computation", "parent_concepts": ["data_protection_measures"], "confidence_score": 0.88, "entity_id": "E-18c7450ea021", "transformation_logs": [{"id": "transform_data_in_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.767318Z", "completed_at": "2025-12-03T15:29:39.767323Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SecurityProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SecurityProcess", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 11, "surrounding_text": "...data in use...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114618Z"}], "source_entity_names": ["data in use"], "hierarchical_evidence": ["Data in use requires processing-time protection"], "taxonomic_reasoning": "Active data processing requires specialized protection mechanisms"}, {"id": "cyber_risk_reduction", "name": "Cyber Risk Reduction", "definition": "Strategic initiatives and measures to reduce cybersecurity risks to defense data", "parent_concepts": ["data_security_framework"], "confidence_score": 0.92, "entity_id": "E-71697b8bfd9b", "transformation_logs": [{"id": "transform_cyber_ri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.767365Z", "completed_at": "2025-12-03T15:29:39.767370Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SecurityProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SecurityProcess", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3951, "end_index": 3984, "surrounding_text": "As per the DoD Cyber Risk Reduction Strategy, protecting DoD data while at rest, in motion, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114364Z"}], "source_entity_names": ["DoD Cyber Risk Reduction Strategy"], "hierarchical_evidence": ["Cyber risk reduction is core security framework component"], "taxonomic_reasoning": "Risk reduction strategies are fundamental to security framework"}, {"id": "access_control_systems", "name": "Access Control Systems", "definition": "Systems and mechanisms for controlling user access to data and resources", "parent_concepts": ["data_governance_framework"], "child_concepts": ["attribute_based_access_control", "identity_management", "permission_systems", "privilege_management"], "confidence_score": 0.92, "entity_id": "E-9bc2af514ba4", "transformation_logs": [{"id": "transform_access_c", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.767412Z", "completed_at": "2025-12-03T15:29:39.767417Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareSystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareSystem", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}], "source_entity_names": ["access control"], "hierarchical_evidence": ["Access control systems include attribute-based controls"], "taxonomic_reasoning": "Access control systems encompass various control mechanisms"}, {"id": "attribute_based_access_control", "name": "Attribute-Based Access Control", "definition": "Access control mechanism using attributes to determine access permissions", "parent_concepts": ["access_control_systems"], "confidence_score": 0.88, "entity_id": "E-1f4ab3d07da2", "transformation_logs": [{"id": "transform_attribut", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.767460Z", "completed_at": "2025-12-03T15:29:39.767465Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareSystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareSystem", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 30, "surrounding_text": "...attribute-based access control...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115191Z"}], "source_entity_names": ["attribute-based access control"], "hierarchical_evidence": ["ABAC is specific type of access control system"], "taxonomic_reasoning": "ABAC is specialized access control mechanism"}, {"id": "security_standards", "name": "Security Standards", "definition": "Established standards and guidelines governing data security practices", "parent_concepts": ["data_security_framework"], "confidence_score": 0.89, "entity_id": "E-60db651603ed", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.767506Z", "completed_at": "2025-12-03T15:29:39.767511Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4381, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115404Z"}], "source_entity_names": ["security standards"], "hierarchical_evidence": ["Security standards define security framework requirements"], "taxonomic_reasoning": "Standards establish security framework requirements and guidelines"}, {"id": "combat_systems", "name": "Combat Systems", "definition": "Military systems designed for combat operations and battlefield engagement", "parent_concepts": ["military_systems_integration"], "confidence_score": 0.91, "entity_id": "E-77bc5569e917", "transformation_logs": [{"id": "transform_combat_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.767552Z", "completed_at": "2025-12-03T15:29:39.767556Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "MilitarySystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitarySystem", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 14, "surrounding_text": "...combat systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114808Z"}], "source_entity_names": ["combat systems"], "hierarchical_evidence": ["Combat systems are core military systems"], "taxonomic_reasoning": "Combat systems are specialized military operational systems"}, {"id": "enterprise_systems", "name": "Enterprise Systems", "definition": "Large-scale systems supporting organizational operations and management", "parent_concepts": ["military_systems_integration"], "confidence_score": 0.87, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_enterpri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.768917Z", "completed_at": "2025-12-03T15:29:39.768926Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareSystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareSystem", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Enterprise systems support organizational operations"], "taxonomic_reasoning": "Enterprise systems provide organizational-level capabilities"}, {"id": "mission_critical_applications", "name": "Mission-Critical Applications", "definition": "Applications essential for mission success and operational continuity", "parent_concepts": ["military_systems_integration"], "confidence_score": 0.89, "entity_id": "E-af05b4b70ac2", "transformation_logs": [{"id": "transform_mission_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.770264Z", "completed_at": "2025-12-03T15:29:39.770272Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareSystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareSystem", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}], "hierarchical_evidence": ["Mission-critical applications are essential system components"], "taxonomic_reasoning": "Mission-critical applications are high-priority system components"}, {"id": "data_accuracy_measures", "name": "Data Accuracy Measures", "definition": "Controls and processes ensuring data correctness and truthfulness", "parent_concepts": ["data_quality_management"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.775571Z", "completed_at": "2025-12-03T15:29:39.775593Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "QualitySpecification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/QualitySpecification", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Accuracy is fundamental data quality measure"], "taxonomic_reasoning": "Accuracy measures ensure data correctness"}, {"id": "data_precision_controls", "name": "Data Precision Controls", "definition": "Controls ensuring data precision and measurement consistency", "parent_concepts": ["data_quality_management"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_data_pre", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.780798Z", "completed_at": "2025-12-03T15:29:39.780816Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "QualitySpecification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/QualitySpecification", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Precision is key data quality characteristic"], "taxonomic_reasoning": "Precision controls ensure measurement consistency"}, {"id": "data_fidelity_assurance", "name": "Data Fidelity Assurance", "definition": "Processes ensuring data faithfulness to original source and intent", "parent_concepts": ["data_quality_management"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_data_fid", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.786483Z", "completed_at": "2025-12-03T15:29:39.786505Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "QualityAssuranceProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/QualityAssuranceProcess", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Fidelity ensures data faithfulness to source"], "taxonomic_reasoning": "Fidelity assurance maintains data integrity and authenticity"}, {"id": "strategic_advantage_enablement", "name": "Strategic Advantage Enablement", "definition": "Capabilities and processes that provide competitive strategic benefits", "parent_concepts": ["data_quality_management"], "confidence_score": 0.84, "entity_id": "E-e7a6d0e1e17c", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.786588Z", "completed_at": "2025-12-03T15:29:39.786594Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "StrategicProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/StrategicProcess", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3145, "end_index": 3164, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112534Z"}], "source_entity_names": ["strategic advantage"], "hierarchical_evidence": ["High-quality data enables strategic advantage"], "taxonomic_reasoning": "Strategic advantage results from effective data quality management"}, {"id": "data_tagging_strategy", "name": "Data Tagging Strategy", "definition": "Systematic approach to labeling and categorizing data assets", "parent_concepts": ["data_quality_management"], "confidence_score": 0.87, "entity_id": "E-0616d043809f", "transformation_logs": [{"id": "transform_data_tag", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.788089Z", "completed_at": "2025-12-03T15:29:39.788098Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584433Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2325, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584471Z"}], "hierarchical_evidence": ["Data tagging strategy guides implementation"], "taxonomic_reasoning": "Tagging strategy is key implementation governance component"}, {"id": "implementation_plan", "name": "Implementation Plan", "definition": "Detailed plan for executing data management initiatives and strategies", "parent_concepts": ["implementation_governance"], "confidence_score": 0.87, "entity_id": "E-8e22368607cb", "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.788155Z", "completed_at": "2025-12-03T15:29:39.788161Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3854, "end_index": 3873, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114175Z"}], "source_entity_names": ["implementation plan"], "hierarchical_evidence": ["Implementation plan guides execution"], "taxonomic_reasoning": "Implementation plans provide execution roadmap"}, {"id": "public_data_assets", "name": "Public Data Assets", "definition": "Data resources available for public access and consumption", "parent_concepts": ["data_types"], "child_concepts": ["data_set"], "confidence_score": 0.86, "entity_id": "E-81194804b1f2", "transformation_logs": [{"id": "transform_public_d", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.788207Z", "completed_at": "2025-12-03T15:29:39.788212Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3559, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113230Z"}], "source_entity_names": ["public data assets"], "hierarchical_evidence": ["Public data assets include various data sets"], "taxonomic_reasoning": "Public data assets encompass publicly available data collections"}, {"id": "data_set", "name": "Data Set", "definition": "Organized collection of related data elements", "parent_concepts": ["public_data_assets"], "confidence_score": 0.85, "entity_id": "E-41850985823d", "transformation_logs": [{"id": "transform_data_set", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.788256Z", "completed_at": "2025-12-03T15:29:39.788261Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3534, "end_index": 3542, "surrounding_text": "semantic meaning with the data set.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113132Z"}], "source_entity_names": ["data set"], "hierarchical_evidence": ["Data sets are components of data assets"], "taxonomic_reasoning": "Data sets are specific collections within data assets"}, {"id": "data_security_management", "name": "Data Security Management", "definition": "Management of data security controls, markings, and protection mechanisms", "parent_concepts": ["data_management_processes"], "child_concepts": ["classification_systems", "security_markings_control", "security_markings_system", "data_protection_controls", "security_compliance"], "confidence_score": 0.91, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.788307Z", "completed_at": "2025-12-03T15:29:39.788312Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "ManagementProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/ManagementProcess", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data security includes classification, markings, and protection technology", "Security management encompasses multiple protection mechanisms"], "taxonomic_reasoning": "Organized security-related entities based on their role in protecting data assets"}, {"id": "operational_units", "name": "Operational Units", "definition": "Organizational units responsible for implementing data management activities", "parent_concepts": ["organizational_structure"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.793420Z", "completed_at": "2025-12-03T15:29:39.793443Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3180, "end_index": 3198, "surrounding_text": "data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214645Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter"], "hierarchical_evidence": ["Operational units include CDO office and mission areas", "Components implement data management plans"], "taxonomic_reasoning": "Organized operational entities based on their role in executing data management functions"}, {"id": "classification_systems", "name": "Classification Systems", "definition": "Frameworks for categorizing and marking data based on sensitivity and handling requirements", "parent_concepts": ["data_security_management"], "confidence_score": 0.91, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_classifi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.794863Z", "completed_at": "2025-12-03T15:29:39.794873Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationSystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationSystem", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Classification systems include criteria and markings", "Data classification uses specific criteria and marking standards"], "taxonomic_reasoning": "Organized classification elements based on their role in data categorization process"}, {"id": "security_markings_control", "name": "Security Markings Control", "definition": "Systems for applying and managing security markings and handling restrictions", "parent_concepts": ["data_security_management"], "confidence_score": 0.89, "entity_id": "E-703be4d33bd3", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.794939Z", "completed_at": "2025-12-03T15:29:39.794945Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SecurityProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SecurityProcess", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 444, "end_index": 461, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577908Z"}], "source_entity_names": ["security markings"], "hierarchical_evidence": ["Security markings control includes markings and restrictions", "Immutable binding ensures security markings remain with data"], "taxonomic_reasoning": "Grouped security marking elements based on their function in maintaining data security labels"}, {"id": "identity_management", "name": "Identity Management", "definition": "Management of user identities and their associated attributes", "parent_concepts": ["access_control_systems"], "child_concepts": ["user_identity", "user_attributes", "authorized_users"], "confidence_score": 0.9, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_identity", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.796290Z", "completed_at": "2025-12-03T15:29:39.796299Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "ManagementProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/ManagementProcess", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Identity management includes user identities and attributes", "Authorized users are managed through identity systems"], "taxonomic_reasoning": "Organized identity-related entities based on their role in user authentication and authorization"}, {"id": "permission_systems", "name": "Permission Systems", "definition": "Systems managing user permissions and access rights", "parent_concepts": ["access_control_systems"], "child_concepts": ["user_permissions", "data_access_rights", "data_use_rights"], "confidence_score": 0.9, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_permissi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.797638Z", "completed_at": "2025-12-03T15:29:39.797647Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareSystem", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareSystem", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Permission systems provide granular privilege management", "Permissions control user access to data resources"], "taxonomic_reasoning": "Grouped permission-related entities based on their function in access control"}, {"id": "strategy_operationalization", "name": "Strategy Operationalization", "definition": "Processes for translating strategic vision into operational implementation", "parent_concepts": ["strategic_implementation"], "confidence_score": 0.92, "entity_id": "E-62d9e9fbf0f0", "transformation_logs": [{"id": "transform_strategy", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.797698Z", "completed_at": "2025-12-03T15:29:39.797704Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "StrategicProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/StrategicProcess", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 27, "surrounding_text": "...Strategy operationalization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.886462Z"}], "source_entity_names": ["Strategy operationalization"], "hierarchical_evidence": ["Strategy operationalization is a department-wide effort", "Operationalizing strategy involves systematic implementation processes"], "taxonomic_reasoning": "Organized strategy implementation entities based on their role in translating strategy to operations"}, {"id": "modernization_initiatives", "name": "Modernization Initiatives", "definition": "Programs and concepts for military modernization and innovation", "parent_concepts": ["operational_concepts"], "child_concepts": ["digital_modernization_program", "innovation_integration"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_moderniz", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.802737Z", "completed_at": "2025-12-03T15:29:39.802757Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "DevelopmentProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/DevelopmentProcess", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...Digital Modernization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348354Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 29, "surrounding_text": "...Digital Modernization program...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.210785Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2633, "end_index": 2654, "surrounding_text": "The DoD Data Strategy supports Digital Modernization by providing the overarching vision,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212759Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 3858, "end_index": 3887, "surrounding_text": "The DoD Data Strategy, as a key component of the Department\u2019s Digital Modernization program,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414488Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4716, "end_index": 4745, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414506Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 316, "end_index": 345, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.963357Z"}], "source_entity_names": ["Digital Modernization", "Digital Modernization program"], "hierarchical_evidence": ["Modernization includes digital transformation and emerging technologies", "DoD Digital Modernization encompasses AI, cloud, and C3 systems"], "taxonomic_reasoning": "Grouped modernization entities based on their role in technological advancement"}, {"id": "data_auditing", "name": "Data Auditing", "definition": "Systematic examination of data management practices and compliance", "parent_concepts": ["compliance_management"], "confidence_score": 0.86, "entity_id": "E-1b3f1286c2d9", "transformation_logs": [{"id": "transform_data_aud", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.802849Z", "completed_at": "2025-12-03T15:29:39.802855Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "AuditingProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/AuditingProcess", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 13, "surrounding_text": "...data auditing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579191Z"}], "source_entity_names": ["data auditing"], "hierarchical_evidence": ["Data auditing is essential component of data governance", "Auditing processes monitor compliance with data policies"], "taxonomic_reasoning": "Positioned as governance component based on its role in ensuring compliance and oversight"}, {"id": "defense_governance_framework", "name": "Defense Governance Framework", "definition": "Overarching organizational and policy structures governing defense operations and data management", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["strategic_frameworks", "governance_structures"], "confidence_score": 0.95, "entity_id": "E-c96408d5d5c6", "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.802905Z", "completed_at": "2025-12-03T15:29:39.802919Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "GovernanceFramework", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GovernanceFramework", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}], "source_entity_names": ["governance framework"], "hierarchical_evidence": ["Multiple governance bodies and organizational entities work within defense framework", "Strategic frameworks guide organizational decision-making"], "taxonomic_reasoning": "Grouped all governance, organizational, and strategic elements under unified defense framework based on operational integration"}, {"id": "governance_structures", "name": "Governance Structures", "definition": "Formal bodies and communities responsible for policy and oversight", "parent_concepts": ["defense_governance_framework"], "confidence_score": 0.89, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.804301Z", "completed_at": "2025-12-03T15:29:39.804310Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Governance structures include formal bodies and specialized communities", "Data governance community operates within broader governance framework"], "taxonomic_reasoning": "Distinguished between formal governance bodies and specialized communities based on scope and authority"}, {"id": "data_stakeholders", "name": "Data Stakeholders", "definition": "Groups with specific interests in defense data management and utilization", "parent_concepts": ["domestic_stakeholders"], "child_concepts": ["data_consumers_group"], "confidence_score": 0.84, "entity_id": "E-9a6c6749a55d", "transformation_logs": [{"id": "transform_data_sta", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.804365Z", "completed_at": "2025-12-03T15:29:39.804371Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 10, "end_index": 27, "surrounding_text": "s for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.528762Z"}], "source_entity_names": ["data stakeholders"], "hierarchical_evidence": ["Data stakeholders include producers, managers, and consumers", "Different stakeholder groups have distinct roles in data lifecycle"], "taxonomic_reasoning": "Categorized stakeholders by their primary function in the data ecosystem"}, {"id": "implementation_methods", "name": "Implementation Methods", "definition": "Approaches and techniques for implementing operational capabilities", "parent_concepts": ["operational_capabilities"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.809386Z", "completed_at": "2025-12-03T15:29:39.809406Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Procedure", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Procedure", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357483Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205813Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 3439, "end_index": 3459, "surrounding_text": "Implementation Plans .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414012Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 2127, "end_index": 2147, "surrounding_text": "capabilities are left to future data strategy implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.688670Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 3265, "end_index": 3279, "surrounding_text": "Objective 2: DoD implements metadata standards including location and access methods", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.707569Z"}], "source_entity_names": ["Data Strategy Implementation Plans", "Implementation Plans", "implementation plans", "access methods"], "hierarchical_evidence": ["Implementation methods include tactical and technical approaches", "Tactics and techniques provide methods for capability employment"], "taxonomic_reasoning": "Grouped implementation approaches based on their role in operationalizing capabilities"}, {"id": "senior_leadership", "name": "Senior Leadership", "definition": "Executive-level decision makers requiring data-driven insights", "parent_concepts": ["organizational_structure"], "child_concepts": ["deputy_secretary", "chief_data_officer", "executive_positions", "chief_officers", "senior_leaders"], "confidence_score": 0.94, "transformation_logs": [{"id": "transform_senior_l", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.814571Z", "completed_at": "2025-12-03T15:29:39.814596Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1191, "end_index": 1221, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 30, "surrounding_text": "...Senior Leader Decision Support...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213898Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1392, "end_index": 1399, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.244550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3468, "end_index": 3475, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.244572Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 611, "end_index": 618, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.697434Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "start_index": 3779, "end_index": 3809, "surrounding_text": "analytics, and senior leader decision support.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.891333Z"}], "source_entity_names": ["Senior Leader Decision Support", "leaders", "senior leader decision support"], "hierarchical_evidence": ["Secretary represents senior leadership in defense organization", "Senior leadership provides strategic direction and oversight"], "taxonomic_reasoning": "Identified Secretary as key senior leadership position with strategic authority"}, {"id": "specialized_organizations", "name": "Specialized Organizations", "definition": "Specialized centers and organizations within DoD focused on specific capabilities", "parent_concepts": ["dod_organizational_structure"], "confidence_score": 0.89, "entity_id": "E-eed094bb04ff", "transformation_logs": [{"id": "transform_speciali", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.815970Z", "completed_at": "2025-12-03T15:29:39.815980Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}], "hierarchical_evidence": ["Specialized organizations include Joint Staff and cross-functional teams", "AI and CIO organizations provide specialized technical capabilities"], "taxonomic_reasoning": "Grouped specialized organizations by their unique functional roles and technical expertise"}, {"id": "decision_categories", "name": "Decision Categories", "definition": "Types of organizational decisions requiring data support", "parent_concepts": ["decision_support_systems"], "confidence_score": 0.87, "entity_id": "E-62f3bd2fea2f", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.817277Z", "completed_at": "2025-12-03T15:29:39.817286Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "ClassificationScheme", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/ClassificationScheme", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1184, "end_index": 1192, "surrounding_text": "and collect data and continuously add value to best inform the decision-maker.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4992, "end_index": 5000, "surrounding_text": "exploration to enhance analyses that impact decision", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658618Z"}], "hierarchical_evidence": ["Decision categories encompass various organizational decision types", "Different decision categories require specific data and analytical support"], "taxonomic_reasoning": "Categorized decisions by functional area and organizational impact"}, {"id": "knowledge_management", "name": "Knowledge Management", "definition": "Systems for capturing and applying organizational knowledge", "parent_concepts": ["decision_support_systems"], "confidence_score": 0.83, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_knowledg", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.818592Z", "completed_at": "2025-12-03T15:29:39.818600Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "ManagementProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/ManagementProcess", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Knowledge management includes lessons learned and focus areas", "Organizational knowledge supports informed decision-making"], "taxonomic_reasoning": "Grouped knowledge management elements by their role in capturing and organizing institutional knowledge"}, {"id": "joint_all_domain_operations", "name": "Joint All-Domain Operations", "definition": "Military operations conducted across all operational domains", "parent_concepts": ["military_operations"], "confidence_score": 0.92, "entity_id": "E-604c1be1a3b3", "transformation_logs": [{"id": "transform_joint_al", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.818663Z", "completed_at": "2025-12-03T15:29:39.818669Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MilitaryOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOperation", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3104, "end_index": 3131, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583747Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3191, "end_index": 3218, "surrounding_text": "Joint All-Domain Operations: As part of the National Defense Strategy\u2019s focus on great power", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583765Z"}], "source_entity_names": ["Joint All-Domain Operations"], "hierarchical_evidence": ["Joint All-Domain Operations encompasses all-domain fight concepts", "Multi-domain operations represent modern warfare approach"], "taxonomic_reasoning": "Grouped all-domain operational concepts based on their integrated multi-domain approach"}, {"id": "command_control_systems", "name": "Command Control Systems", "definition": "Systems enabling command and control across military operations", "parent_concepts": ["military_operations"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_command_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.824048Z", "completed_at": "2025-12-03T15:29:39.824071Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2272, "end_index": 2283, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211799Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4630, "end_index": 4644, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417251Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 16, "surrounding_text": "...software systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.968951Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1964, "end_index": 1980, "surrounding_text": "Additionally, DoD software and hardware systems must be designed, procured, tested, upgraded,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.969046Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 237, "end_index": 244, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.970298Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1973, "end_index": 1980, "surrounding_text": "Additionally, DoD software and hardware systems must be designed, procured, tested, upgraded,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.970318Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 2892, "end_index": 2899, "surrounding_text": "systems that information resides.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.970332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 3258, "end_index": 3265, "surrounding_text": "An environment where data is the primary and permanent asset separated from systems/applications making data available to a broad range of tools", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.970353Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4133, "end_index": 4140, "surrounding_text": "weapon systems, supply chain, and transportation to achieve positive outcomes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.970370Z"}], "source_entity_names": ["DoD systems", "weapon systems", "software systems", "hardware systems", "systems"], "hierarchical_evidence": ["JADC2 represents Joint All-Domain Command and Control system", "Command and control systems enable coordinated military operations"], "taxonomic_reasoning": "Linked command and control concepts with their acronyms and full names"}, {"id": "operational_requirements", "name": "Operational Requirements", "definition": "Specific requirements for operational effectiveness and interoperability", "parent_concepts": ["operational_environment"], "child_concepts": ["operational_environment"], "confidence_score": 0.9, "entity_id": "E-b6bcd42c13c7", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.825685Z", "completed_at": "2025-12-03T15:29:39.825708Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}], "hierarchical_evidence": ["Operational requirements include warfighter needs and readiness requirements", "Interoperability and environmental factors drive capability requirements"], "taxonomic_reasoning": "Organized operational requirements by stakeholder needs, readiness factors, and environmental considerations"}, {"id": "data_consumers_group", "name": "Data Consumers Group", "definition": "Organizations and individuals who consume data for operations and analysis", "parent_concepts": ["data_stakeholders"], "confidence_score": 0.89, "entity_id": "E-ee91e3596188", "transformation_logs": [{"id": "transform_data_con", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.825810Z", "completed_at": "2025-12-03T15:29:39.825817Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 14, "surrounding_text": "...data consumers...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.890418Z"}], "source_entity_names": ["data consumers"], "hierarchical_evidence": ["Data consumers include users, operational community, and mission managers", "Different consumer groups have varying data needs and usage patterns"], "taxonomic_reasoning": "Grouped data consumers by their organizational role and data usage patterns"}, {"id": "joint_organizations", "name": "Joint Organizations", "definition": "Multi-service organizations supporting joint operations", "parent_concepts": ["dod_organizational_structure"], "confidence_score": 0.87, "entity_id": "E-eed094bb04ff", "transformation_logs": [{"id": "transform_joint_or", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.827197Z", "completed_at": "2025-12-03T15:29:39.827207Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}], "hierarchical_evidence": ["Joint Staff operates as multi-service organization", "Joint organizations support cross-service coordination"], "taxonomic_reasoning": "Categorized joint organizations based on multi-service operational focus"}, {"id": "data_strategy_policies", "name": "Data Strategy and Policies", "definition": "Strategic frameworks and policy documents governing data management", "parent_concepts": ["data_management_framework"], "confidence_score": 0.94, "entity_id": "E-90bf42c1823f", "transformation_logs": [{"id": "transform_data_str", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:39.828842Z", "completed_at": "2025-12-03T15:29:39.828852Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2568, "end_index": 2581, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583039Z"}], "hierarchical_evidence": ["DoD Data Strategy provides strategic framework for data management", "National Defense Strategy includes data-related strategic guidance"], "taxonomic_reasoning": "Grouped strategic policy documents based on their role in providing data management guidance"}, {"id": "data_governance_structure", "name": "Data Governance Structure", "definition": "Organizational frameworks and standards for data quality and accessibility", "parent_concepts": ["data_management_framework"], "child_concepts": ["governance_policies", "governance_standards", "oversight_mechanisms", "data_visibility_goals", "data_standardization"], "confidence_score": 0.91, "entity_id": "E-971b66e55e0e", "transformation_logs": [{"id": "transform_data_gov", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.828908Z", "completed_at": "2025-12-03T15:29:39.828914Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}], "source_entity_names": ["data governance"], "hierarchical_evidence": ["Data governance includes community of practice and CDO roles", "Mission area managers participate in data governance structure"], "taxonomic_reasoning": "Organized governance roles based on their function in data oversight and management"}, {"id": "data_quality_standards", "name": "Data Quality Standards", "definition": "Standards ensuring data provenance and authoritative sources", "parent_concepts": ["data_standards"], "child_concepts": ["data_fitness_criteria", "quality_assurance_processes", "ethical_compliance"], "confidence_score": 0.88, "entity_id": "E-f97eacdbdf2f", "transformation_logs": [{"id": "transform_data_qua", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.828969Z", "completed_at": "2025-12-03T15:29:39.828974Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}], "source_entity_names": ["data quality"], "hierarchical_evidence": ["Data quality includes standards for taxonomies and interoperability", "Authoritative data sources support quality requirements"], "taxonomic_reasoning": "Grouped data quality elements based on their role in ensuring data reliability and usability"}, {"id": "system_components", "name": "System Components", "definition": "Physical and logical components of technology systems", "parent_concepts": ["technology_systems"], "confidence_score": 0.93, "entity_id": "E-13b77129a80d", "transformation_logs": [{"id": "transform_system_c", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.830310Z", "completed_at": "2025-12-03T15:29:39.830319Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}], "hierarchical_evidence": ["Technology systems comprise hardware and software components", "Interfaces connect system components"], "taxonomic_reasoning": "Organized system components based on their fundamental role in system architecture"}, {"id": "system_capabilities", "name": "System Capabilities", "definition": "Advanced capabilities and features of modern systems", "parent_concepts": ["technology_systems"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_system_c", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.835468Z", "completed_at": "2025-12-03T15:29:39.835490Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 738, "end_index": 751, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349077Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2713, "end_index": 2735, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3128, "end_index": 3141, "surrounding_text": "responsibility of all DoD leaders is to treat data as a weapon system and manage, secure, and use", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214294Z"}], "source_entity_names": ["weapon system", "Essential Capabilities", "DoD capabilities", "essential capabilities"], "hierarchical_evidence": ["Modern systems include JADC2 and cloud capabilities", "System capabilities encompass upgradability and advanced features"], "taxonomic_reasoning": "Grouped advanced system capabilities based on their role in modern military operations"}, {"id": "legacy_infrastructure", "name": "Legacy Infrastructure", "definition": "Existing systems and infrastructure requiring modernization", "parent_concepts": ["technology_systems"], "confidence_score": 0.84, "transformation_logs": [{"id": "transform_legacy_i", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.840524Z", "completed_at": "2025-12-03T15:29:39.840544Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2168, "end_index": 2190, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211386Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4599, "end_index": 4624, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417154Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "start_index": 602, "end_index": 616, "surrounding_text": "The mitigation of many legacy systems is not cost-effective,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.520837Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1547, "end_index": 1569, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532594Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3978, "end_index": 4003, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933441Z"}], "source_entity_names": ["digital infrastructure", "supporting infrastructure", "legacy systems"], "hierarchical_evidence": ["Legacy systems represent existing infrastructure", "Legacy infrastructure requires modernization and integration"], "taxonomic_reasoning": "Categorized legacy systems as distinct infrastructure requiring special consideration"}, {"id": "operational_procedures", "name": "Operational Procedures", "definition": "Standardized procedures and risk management approaches for operations", "parent_concepts": ["operational_environment"], "confidence_score": 0.86, "entity_id": "E-93209502f386", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.841902Z", "completed_at": "2025-12-03T15:29:39.841911Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "start_index": 4947, "end_index": 4957, "surrounding_text": "procedures; or risk acceptance.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.894364Z"}], "hierarchical_evidence": ["Operational procedures include tactics, techniques, and procedures", "Risk acceptance is part of operational procedure framework"], "taxonomic_reasoning": "Grouped operational procedures based on their role in system operation and risk management"}, {"id": "deputy_secretary", "name": "Deputy Secretary", "definition": "Senior executive leadership role requiring data-driven decision support", "parent_concepts": ["senior_leadership"], "confidence_score": 0.92, "entity_id": "E-4f23885d912f", "transformation_logs": [{"id": "transform_deputy_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.841975Z", "completed_at": "2025-12-03T15:29:39.841981Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 632, "end_index": 648, "surrounding_text": "Senior Leader Decision Support: Senior leaders, including the Deputy Secretary, have directed", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584958Z"}], "source_entity_names": ["Deputy Secretary"], "hierarchical_evidence": ["Deputy Secretary is senior leadership position in DoD"], "taxonomic_reasoning": "Specific senior leadership role within DoD hierarchy"}, {"id": "chief_data_officer", "name": "Chief Data Officer", "definition": "DoD Chief Data Officer position", "parent_concepts": ["senior_leadership"], "confidence_score": 0.93, "entity_id": "E-bc4bbfa1ec8b", "transformation_logs": [{"id": "transform_chief_da", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.842028Z", "completed_at": "2025-12-03T15:29:39.842033Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3973, "end_index": 3995, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654844Z"}], "source_entity_names": ["DoD Chief Data Officer"], "hierarchical_evidence": ["DoD CDO is senior leadership position for data management"], "taxonomic_reasoning": "Senior executive role responsible for data strategy and governance"}, {"id": "chief_management_officer", "name": "Chief Management Officer", "definition": "Executive office overseeing business operations and management data", "parent_concepts": ["functional_offices"], "confidence_score": 0.86, "entity_id": "E-ea593ad29f7a", "transformation_logs": [{"id": "transform_chief_ma", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.842081Z", "completed_at": "2025-12-03T15:29:39.842086Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.94, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1178, "end_index": 1202, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587686Z"}], "source_entity_names": ["Chief Management Officer"], "hierarchical_evidence": ["CMO is senior leadership position for management functions"], "taxonomic_reasoning": "Senior executive role responsible for management operations"}, {"id": "business_data_domains", "name": "Business Data Domains", "definition": "Specific business areas generating and utilizing data", "parent_concepts": ["business_analytics"], "confidence_score": 0.89, "entity_id": "E-b252d0768ed9", "transformation_logs": [{"id": "transform_business", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.842130Z", "completed_at": "2025-12-03T15:29:39.842135Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1291, "end_index": 1304, "surrounding_text": "and others, is leading an effort to ingest, analyze, and display a wide range of business data; this", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.588511Z"}], "source_entity_names": ["business data"], "hierarchical_evidence": ["Business analytics encompasses multiple data domains", "Budget, procurement, inventory, logistics, and personnel are key business areas"], "taxonomic_reasoning": "Organized business domains based on their role in generating business data and analytics"}, {"id": "decision_quality_data", "name": "Decision Quality Data", "definition": "High-quality data supporting decision-making processes", "parent_concepts": ["decision_support_systems"], "confidence_score": 0.87, "entity_id": "E-f97eacdbdf2f", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.842178Z", "completed_at": "2025-12-03T15:29:39.842184Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}], "source_entity_names": ["data quality"], "hierarchical_evidence": ["Decision support requires high-quality, interactive data", "Analysis and visualization support decision-making with quantifiable metrics"], "taxonomic_reasoning": "Grouped decision support data elements based on their role in providing actionable intelligence"}, {"id": "strategic_planning_components", "name": "Strategic Planning Components", "definition": "Core elements that define the strategic direction and structure of DoD data initiatives", "parent_concepts": ["dod_data_strategy_framework"], "child_concepts": ["governance_structure", "strategic_vision_elements", "strategic_documentation"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.847426Z", "completed_at": "2025-12-03T15:29:39.847446Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4759, "end_index": 4769, "surrounding_text": "Way Ahead: To implement this Strategy, Components will develop measurable Data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357397Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 359, "end_index": 369, "surrounding_text": "Way Ahead: To implement this Strategy, Components will develop measurable Data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205705Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}], "source_entity_names": ["Strategic Asset", "Components", "strategic asset", "strategic opportunities"], "hierarchical_evidence": ["Vision, focus areas, and guiding principles form strategic foundation", "Goals and governance structures support strategic planning"], "taxonomic_reasoning": "Strategic elements grouped based on planning function and organizational guidance role"}, {"id": "strategic_vision_elements", "name": "Strategic Vision Elements", "definition": "Foundational concepts that define the strategic direction and objectives", "parent_concepts": ["strategic_planning_components"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.852662Z", "completed_at": "2025-12-03T15:29:39.852684Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4379, "end_index": 4392, "surrounding_text": ") Make Data Linked \u2013 Consumers can exploit data elements through innate", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.356550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2672, "end_index": 2690, "surrounding_text": "The DoD Data Strategy supports Digital Modernization by providing the overarching vision,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212867Z"}], "source_entity_names": ["Strategic Asset", "data elements", "strategic asset", "strategic opportunities", "overarching vision"], "hierarchical_evidence": ["Vision provides overarching direction with supporting focus areas", "Guiding principles and goals define strategic parameters"], "taxonomic_reasoning": "Vision components grouped by strategic hierarchy and conceptual relationship"}, {"id": "strategic_documentation", "name": "Strategic Documentation", "definition": "Formal documents and plans that codify the data strategy", "parent_concepts": ["strategic_planning_components"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.857765Z", "completed_at": "2025-12-03T15:29:39.857801Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Document", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Document", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4002, "end_index": 4027, "surrounding_text": "Data is a Strategic Asset", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972996Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "Data is a Strategic Asset"], "hierarchical_evidence": ["DoD Data Strategy serves as primary strategic document", "Implementation plans provide detailed execution guidance"], "taxonomic_reasoning": "Strategic documents grouped by documentation type and planning function"}, {"id": "implementation_infrastructure", "name": "Implementation Infrastructure", "definition": "Technical and organizational infrastructure supporting data strategy execution", "parent_concepts": ["dod_data_strategy_framework"], "child_concepts": ["standardization_framework"], "confidence_score": 0.93, "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.862891Z", "completed_at": "2025-12-03T15:29:39.862922Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357483Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205813Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2168, "end_index": 2190, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211386Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 3439, "end_index": 3459, "surrounding_text": "Implementation Plans .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414012Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4599, "end_index": 4624, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417154Z"}], "source_entity_names": ["Data Strategy Implementation Plans", "digital infrastructure", "Implementation Plans", "supporting infrastructure"], "hierarchical_evidence": ["Common data platform and APIs provide technical foundation", "Data management systems support implementation infrastructure"], "taxonomic_reasoning": "Infrastructure elements grouped by technical function and implementation support role"}, {"id": "technical_infrastructure", "name": "Technical Infrastructure", "definition": "Technology platforms and systems supporting data operations", "parent_concepts": ["data_management_processes"], "child_concepts": ["data_platforms", "integration_tools"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_technica", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.867942Z", "completed_at": "2025-12-03T15:29:39.867961Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2168, "end_index": 2190, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211386Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4599, "end_index": 4624, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417154Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1547, "end_index": 1569, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532594Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3978, "end_index": 4003, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933441Z"}], "source_entity_names": ["digital infrastructure", "supporting infrastructure"], "hierarchical_evidence": ["Common data platform provides foundational infrastructure", "APIs and components enable technical integration"], "taxonomic_reasoning": "Technical components grouped by infrastructure function and system integration role"}, {"id": "standardization_framework", "name": "Standardization Framework", "definition": "Common standards and frameworks ensuring consistency across DoD data initiatives", "parent_concepts": ["implementation_infrastructure"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_standard", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.873005Z", "completed_at": "2025-12-03T15:29:39.873028Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1402, "end_index": 1429, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967557Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4682, "end_index": 4702, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255278Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4054, "end_index": 4081, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655181Z"}], "source_entity_names": ["DoD Data Strategy Framework", "governance framework", "modern governance framework"], "hierarchical_evidence": ["Common lexicon and metrics provide standardization", "Algorithms support standardized processing approaches"], "taxonomic_reasoning": "Standardization elements grouped by consistency function and interoperability support"}, {"id": "performance_measurement", "name": "Performance Measurement", "definition": "Systems and metrics for measuring organizational performance", "parent_concepts": ["decision_support_systems"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_performa", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.877996Z", "completed_at": "2025-12-03T15:29:39.878019Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MeasurementProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MeasurementProcess", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "start_index": 2630, "end_index": 2653, "surrounding_text": "common lexicon and common metrics/measures of performance for these plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.525488Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2009, "end_index": 2032, "surrounding_text": "common lexicon and common metrics/measures of performance for these plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.592718Z"}], "source_entity_names": ["measures of performance"], "hierarchical_evidence": ["Measures of performance track strategic progress", "Milestones and progress tracking enable performance assessment"], "taxonomic_reasoning": "Performance elements grouped by measurement function and progress assessment role"}, {"id": "military_applications", "name": "Military Applications", "definition": "Specific military contexts and applications of data strategy capabilities", "parent_concepts": ["operational_capabilities"], "child_concepts": ["warfighter_support"], "confidence_score": 0.88, "entity_id": "E-af05b4b70ac2", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.879417Z", "completed_at": "2025-12-03T15:29:39.879427Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}], "hierarchical_evidence": ["Joint All Domain Operations represents integrated military application", "Weapon systems and battlefield contexts demonstrate operational use"], "taxonomic_reasoning": "Military applications grouped by operational context and warfighter support function"}, {"id": "warfighter_support", "name": "Warfighter Support", "definition": "Capabilities and resources directly supporting warfighter effectiveness", "parent_concepts": ["military_applications"], "confidence_score": 0.86, "entity_id": "E-99804244a42d", "transformation_logs": [{"id": "transform_warfight", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.880754Z", "completed_at": "2025-12-03T15:29:39.880763Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1095, "end_index": 1105, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.534998Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2583, "end_index": 2593, "surrounding_text": "The warfighter is counting on us to ensure that the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535015Z"}], "hierarchical_evidence": ["Warfighters are primary beneficiaries of data strategy", "Data skills enhance warfighter capabilities"], "taxonomic_reasoning": "Warfighter elements grouped by personnel support and capability enhancement"}, {"id": "operational_context", "name": "Operational Context", "definition": "Environmental and competitive contexts driving data strategy requirements", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["competitive_environment"], "confidence_score": 0.85, "entity_id": "E-a011c723544c", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.882118Z", "completed_at": "2025-12-03T15:29:39.882126Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatiotemporalRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000011", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}], "hierarchical_evidence": ["Competition and conflict define operational context", "DoD processes operate within competitive environment"], "taxonomic_reasoning": "Context elements grouped by environmental factors and operational requirements"}, {"id": "competitive_environment", "name": "Competitive Environment", "definition": "Strategic competition and conflict scenarios driving data strategy needs", "parent_concepts": ["operational_context"], "confidence_score": 0.83, "transformation_logs": [{"id": "transform_competit", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.887113Z", "completed_at": "2025-12-03T15:29:39.887137Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatiotemporalRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000011", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "start_index": 4386, "end_index": 4407, "surrounding_text": "contested environment.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.893189Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3765, "end_index": 3786, "surrounding_text": "contested environment.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.585909Z"}], "source_entity_names": ["contested environment"], "hierarchical_evidence": ["Day-to-day competition and conflict represent competitive challenges", "Both scenarios drive data strategy requirements"], "taxonomic_reasoning": "Competition elements grouped by threat type and strategic challenge level"}, {"id": "data_standards_compliance", "name": "Data Standards Compliance", "definition": "Standards, requirements, and design principles for data management", "parent_concepts": ["defense_data_management"], "confidence_score": 0.88, "entity_id": "E-b34ae59c1076", "transformation_logs": [{"id": "transform_data_sta", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.887225Z", "completed_at": "2025-12-03T15:29:39.887231Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}], "source_entity_names": ["data standards"], "hierarchical_evidence": ["Data standards define compliance requirements", "Interoperability requirements ensure system integration"], "taxonomic_reasoning": "Standards and requirements grouped as compliance framework for data management"}, {"id": "joint_operations", "name": "Joint Operations", "definition": "Multi-domain military operations and exercises", "parent_concepts": ["military_operations"], "confidence_score": 0.91, "entity_id": "E-6dedf96958fc", "transformation_logs": [{"id": "transform_joint_op", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.887284Z", "completed_at": "2025-12-03T15:29:39.887289Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MilitaryOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOperation", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2937, "end_index": 2962, "surrounding_text": "for successful decision-making and joint military operations.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111981Z"}], "source_entity_names": ["joint military operations"], "hierarchical_evidence": ["JADC2 exercises support Joint All Domain Operations", "Integrated exercises demonstrate joint operational capabilities"], "taxonomic_reasoning": "Joint and integrated military operations grouped under unified command structure"}, {"id": "military_assets", "name": "Military Assets", "definition": "Personnel, systems, and strategic resources", "parent_concepts": ["military_operations"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.892252Z", "completed_at": "2025-12-03T15:29:39.892274Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1558, "end_index": 1576, "surrounding_text": "leveraged in a way that brings both immediate and lasting military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350529Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 14, "surrounding_text": "...digital assets...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352188Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3490, "end_index": 3501, "surrounding_text": "recognized approaches for the management and utilization of data assets, but also", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353724Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 958, "end_index": 973, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207545Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1458, "end_index": 1482, "surrounding_text": "of great power competition, and it will enable operators and military decision-makers to harness", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209364Z"}], "source_entity_names": ["military advantage", "digital assets", "data assets", "military forces", "military decision-makers"], "hierarchical_evidence": ["Warfighters are key military assets", "Strategic assets support military operations"], "taxonomic_reasoning": "Physical and human military resources grouped as operational assets"}, {"id": "information_technology", "name": "Information Technology", "definition": "IT infrastructure and information management systems", "parent_concepts": ["technology_systems"], "confidence_score": 0.9, "entity_id": "E-f33c9343ad64", "transformation_logs": [{"id": "transform_informat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.893756Z", "completed_at": "2025-12-03T15:29:39.893787Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 738, "end_index": 749, "surrounding_text": "collection, sharing, use, representation of the information intended, rapid data integration, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691490Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1332, "end_index": 1343, "surrounding_text": "Implementation of IT solutions provides an opportunity to automate the information management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691509Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3501, "end_index": 3512, "surrounding_text": "they provide value when enabling data and information to be readily and securely utilized and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691528Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4972, "end_index": 4983, "surrounding_text": "A modern, agile, information-advantaged", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691543Z"}], "hierarchical_evidence": ["IT solutions provide platform of tools", "Information management lifecycle includes records management"], "taxonomic_reasoning": "General IT infrastructure and management systems grouped under information technology"}, {"id": "data_management_roles", "name": "Data Management Roles", "definition": "Personnel roles responsible for data stewardship, custody, and management functions", "parent_concepts": ["data_governance_framework"], "confidence_score": 0.92, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.893854Z", "completed_at": "2025-12-03T15:29:39.893860Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data stewards, custodians, and functional managers have distinct data responsibilities"], "taxonomic_reasoning": "Different data management roles grouped by organizational responsibility"}, {"id": "data_ethics_compliance", "name": "Data Ethics Compliance", "definition": "Ethical standards and bias management in data operations", "parent_concepts": ["data_governance"], "confidence_score": 0.84, "entity_id": "E-5e44acf31b67", "transformation_logs": [{"id": "transform_data_eth", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.893908Z", "completed_at": "2025-12-03T15:29:39.893913Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}], "source_entity_names": ["Data Ethics"], "hierarchical_evidence": ["Data ethics addresses unintended bias in data operations"], "taxonomic_reasoning": "Ethical considerations and bias management grouped under compliance framework"}, {"id": "data_collection_operations", "name": "Data Collection Operations", "definition": "Methods and processes for gathering data", "parent_concepts": ["data_operations"], "confidence_score": 0.87, "entity_id": "E-dd9a14a17ea8", "transformation_logs": [{"id": "transform_data_col", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.893962Z", "completed_at": "2025-12-03T15:29:39.893968Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "InformationGatheringProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationGatheringProcess", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}], "source_entity_names": ["data collection"], "hierarchical_evidence": ["Electronic collection is a specialized form of data collection"], "taxonomic_reasoning": "Different collection methods grouped under operational data gathering"}, {"id": "data_processing", "name": "Data Processing", "definition": "Core processes for ingesting and transforming data", "parent_concepts": ["data_operations"], "confidence_score": 0.91, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.895338Z", "completed_at": "2025-12-03T15:29:39.895347Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "InformationProcessingProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationProcessingProcess", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data integration requires tracking data pedigree"], "taxonomic_reasoning": "Data transformation and quality tracking grouped under processing operations"}, {"id": "data_access_management", "name": "Data Access Management", "definition": "Control and provision of data access to authorized entities", "parent_concepts": ["data_operations"], "confidence_score": 0.83, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.895401Z", "completed_at": "2025-12-03T15:29:39.895407Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Enterprise-wide access serves authorized individuals and non-person entities"], "taxonomic_reasoning": "Access control mechanisms and authorized entities grouped under access management"}, {"id": "data_strategy_principles", "name": "Data Strategy Principles", "definition": "Core principles guiding data strategy implementation", "parent_concepts": ["data_management_framework"], "child_concepts": ["vaultis_principles", "decision_support_principles"], "confidence_score": 0.96, "entity_id": "E-45cf8ac7c77d", "transformation_logs": [{"id": "transform_data_str", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.96, "reasoning": "LLM-generated hierarchy with confidence 0.960", "started_at": "2025-12-03T15:29:39.895455Z", "completed_at": "2025-12-03T15:29:39.895460Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}], "source_entity_names": ["data principles"], "hierarchical_evidence": ["VAULTIS represents core data principles", "Principles guide data-informed decision making"], "taxonomic_reasoning": "Grouped strategic principles under unified category based on conceptual alignment"}, {"id": "data_implementation_components", "name": "Data Implementation Components", "definition": "Operational components for data strategy execution", "parent_concepts": ["data_management_framework"], "child_concepts": ["implementation_processes", "operational_challenges"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_data_imp", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.900743Z", "completed_at": "2025-12-03T15:29:39.900761Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Implementation requires processes and measurement frameworks", "Operational components include challenges and solutions"], "taxonomic_reasoning": "Organized implementation elements based on operational execution requirements"}, {"id": "governance_entities", "name": "Governance Entities", "definition": "Organizational entities with governance responsibilities", "parent_concepts": ["organizational_structure"], "child_concepts": ["dod_cdo", "dod_data_council", "office_prepublication_security_review", "department_of_defense", "government_departments", "chief_data_office"], "confidence_score": 0.89, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.902152Z", "completed_at": "2025-12-03T15:29:39.902161Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["DoD CDO and Data Council are governance entities", "Office of Prepublication and Security Review provides oversight"], "taxonomic_reasoning": "Grouped formal organizational governance bodies based on authority and responsibility"}, {"id": "workforce_categories", "name": "Workforce Categories", "definition": "Different categories of personnel within the organization", "parent_concepts": ["organizational_structure"], "confidence_score": 0.93, "entity_id": "E-61a848bb3194", "transformation_logs": [{"id": "transform_workforc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.903498Z", "completed_at": "2025-12-03T15:29:39.903507Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}], "hierarchical_evidence": ["Workforce includes Service Members, Civilians, and Contractors", "Different personnel categories have distinct roles and responsibilities"], "taxonomic_reasoning": "Organized workforce by employment category based on organizational structure"}, {"id": "stakeholder_communities", "name": "Stakeholder Communities", "definition": "Various user and stakeholder communities involved in data and operations", "parent_concepts": ["data_collaboration_mechanisms"], "child_concepts": ["data_governance_community", "user_communities"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_stakehol", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.908519Z", "completed_at": "2025-12-03T15:29:39.908537Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4912, "end_index": 4928, "surrounding_text": "data governance community and user communities will continue to partner to identify", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357871Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 512, "end_index": 528, "surrounding_text": "data governance community and user communities will continue to partner to identify", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.206212Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "start_index": 1088, "end_index": 1111, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.521875Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4291, "end_index": 4307, "surrounding_text": "data governance community and user communities will continue to partner to identify", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912395Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...stakeholder representation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833030Z"}], "source_entity_names": ["user communities", "operational communities", "stakeholder representation"], "hierarchical_evidence": ["Multiple communities participate in data governance", "Stakeholders include governance and user communities"], "taxonomic_reasoning": "Grouped community-based stakeholders based on participation and interest in data activities"}, {"id": "oversight_mechanisms", "name": "Oversight Mechanisms", "definition": "Systems and processes for governance oversight", "parent_concepts": ["data_governance_structure"], "confidence_score": 0.89, "entity_id": "E-4e520aef81f6", "transformation_logs": [{"id": "transform_oversigh", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.908614Z", "completed_at": "2025-12-03T15:29:39.908621Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 896, "end_index": 916, "surrounding_text": "oversight mechanisms to identify and promote best practices among the United States and our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646582Z"}], "source_entity_names": ["oversight mechanisms"], "hierarchical_evidence": ["Governance structure includes oversight mechanisms"], "taxonomic_reasoning": "Oversight represents governance control mechanisms"}, {"id": "decision_support_principles", "name": "Decision Support Principles", "definition": "Principles supporting data-driven decision making", "parent_concepts": ["data_strategy_principles"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.913911Z", "completed_at": "2025-12-03T15:29:39.913931Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1191, "end_index": 1221, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 512, "end_index": 530, "surrounding_text": "Modernization by providing the overarching vision, focus areas, guiding principles,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350324Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1343, "end_index": 1361, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350342Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 520, "end_index": 530, "surrounding_text": "Modernization by providing the overarching vision, focus areas, guiding principles,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354074Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1351, "end_index": 1361, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354091Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3629, "end_index": 3639, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354109Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2693, "end_index": 2711, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212968Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3941, "end_index": 3959, "surrounding_text": "Vision and Guiding Principles.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212983Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4229, "end_index": 4247, "surrounding_text": "Guiding Principles.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 30, "surrounding_text": "...Senior Leader Decision Support...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213898Z"}], "source_entity_names": ["Senior Leader Decision Support", "Guiding Principles", "principles", "guiding principles"], "hierarchical_evidence": ["Principles support data-informed decisions and evidence-based policies"], "taxonomic_reasoning": "Grouped decision-support concepts under strategic principles"}, {"id": "implementation_processes", "name": "Implementation Processes", "definition": "Operational processes for strategy implementation", "parent_concepts": ["data_implementation_components"], "confidence_score": 0.87, "entity_id": "E-d02aebcaed71", "transformation_logs": [{"id": "transform_implemen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.915278Z", "completed_at": "2025-12-03T15:29:39.915287Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}], "hierarchical_evidence": ["Implementation includes operational processes and plans"], "taxonomic_reasoning": "Organized implementation processes under operational components"}, {"id": "operational_challenges", "name": "Operational Challenges", "definition": "Challenges and solutions in data strategy implementation", "parent_concepts": ["data_implementation_components"], "confidence_score": 0.83, "entity_id": "E-7e73a810ecb5", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.916590Z", "completed_at": "2025-12-03T15:29:39.916599Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}], "hierarchical_evidence": ["Implementation involves addressing challenges with solutions and best practices"], "taxonomic_reasoning": "Grouped operational challenges and solutions under implementation components"}, {"id": "system_architecture", "name": "System Architecture", "definition": "Technical infrastructure and systems supporting data operations", "parent_concepts": ["technology_infrastructure"], "child_concepts": ["technical_systems", "system_interfaces"], "confidence_score": 0.91, "entity_id": "E-3f3b36ee6ae1", "transformation_logs": [{"id": "transform_system_a", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.917913Z", "completed_at": "2025-12-03T15:29:39.917922Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}], "hierarchical_evidence": ["Technology infrastructure includes system architecture and enterprise cloud"], "taxonomic_reasoning": "Architecture represents foundational technical design"}, {"id": "data_processing_tools", "name": "Data Processing Tools", "definition": "Tools and systems for data processing and management", "parent_concepts": ["technology_infrastructure"], "confidence_score": 0.86, "entity_id": "E-50b4e5798cb3", "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.917985Z", "completed_at": "2025-12-03T15:29:39.917991Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "end_index": 10, "surrounding_text": "...data tools...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.527159Z"}], "source_entity_names": ["data tools"], "hierarchical_evidence": ["Technology infrastructure includes data processing tools"], "taxonomic_reasoning": "Tools represent operational technology components"}, {"id": "office_prepublication_security_review", "name": "Office of Prepublication and Security Review", "definition": "Office responsible for prepublication and security review", "parent_concepts": ["governance_entities"], "confidence_score": 0.89, "entity_id": "E-b7b4cce29573", "transformation_logs": [{"id": "transform_office_p", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.918036Z", "completed_at": "2025-12-03T15:29:39.918041Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2434, "end_index": 2478, "surrounding_text": "OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907700Z"}], "source_entity_names": ["OFFICE OF PREPUBLICATION AND SECURITY REVIEW"], "hierarchical_evidence": ["Office provides security review governance function"], "taxonomic_reasoning": "Security review office represents specialized governance entity"}, {"id": "defense_strategy_framework", "name": "Defense Strategy Framework", "definition": "Comprehensive strategic framework for national defense and military operations", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["strategic_documents"], "confidence_score": 0.95, "entity_id": "E-0565212cecd9", "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.919499Z", "completed_at": "2025-12-03T15:29:39.919508Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 798, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.585420Z"}], "hierarchical_evidence": ["DoD Data Strategy provides strategic framework for defense operations", "Strategic documents guide organizational entities and operational concepts"], "taxonomic_reasoning": "Root concept encompassing all defense-related strategic elements including documents, organizations, and operational frameworks"}, {"id": "strategic_documents", "name": "Strategic Documents", "definition": "Official strategic planning and policy documents", "parent_concepts": ["defense_strategy_framework"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.924691Z", "completed_at": "2025-12-03T15:29:39.924714Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4002, "end_index": 4027, "surrounding_text": "Data is a Strategic Asset", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972996Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "Data is a Strategic Asset"], "hierarchical_evidence": ["DoD Data Strategy is a strategic planning document", "Strategic documents provide guidance for defense operations"], "taxonomic_reasoning": "Category for official strategic planning documents that guide defense operations and policy"}, {"id": "department_of_defense", "name": "Department of Defense", "definition": "Primary defense organization with data governance oversight", "parent_concepts": ["governance_entities"], "confidence_score": 0.87, "entity_id": "E-78c18ada40ec", "transformation_logs": [{"id": "transform_departme", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.924809Z", "completed_at": "2025-12-03T15:29:39.924816Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GovernmentOrganization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GovernmentOrganization", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...Department of Defense...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.105618Z"}], "source_entity_names": ["Department of Defense"], "hierarchical_evidence": ["DoD is abbreviation for Department of Defense", "Department of Defense oversees military operations"], "taxonomic_reasoning": "Primary institutional defense organization with comprehensive military oversight"}, {"id": "us_congress", "name": "U.S. Congress", "definition": "Legislative body providing oversight and funding for defense operations", "parent_concepts": ["defense_organizations"], "confidence_score": 0.88, "entity_id": "E-35f0eaa15df9", "transformation_logs": [{"id": "transform_us_congr", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.924867Z", "completed_at": "2025-12-03T15:29:39.924873Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GovernmentOrganization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GovernmentOrganization", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1111, "end_index": 1124, "surrounding_text": "of the operational warfighter, the U.S. Congress, and the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531488Z"}], "source_entity_names": ["U.S. Congress"], "hierarchical_evidence": ["U.S. Congress provides oversight for defense operations", "Congressional oversight is part of defense governance"], "taxonomic_reasoning": "Legislative oversight body for defense operations and funding"}, {"id": "military_forces", "name": "Military Forces", "definition": "Operational military units and joint force structures", "parent_concepts": ["organizational_entities"], "child_concepts": ["joint_force", "operational_warfighter"], "confidence_score": 0.93, "entity_id": "E-607f07c557db", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.924917Z", "completed_at": "2025-12-03T15:29:39.924923Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 337, "end_index": 352, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.529390Z"}], "source_entity_names": ["military forces"], "hierarchical_evidence": ["Joint Force represents coordinated military forces", "Operational warfighter is part of military force structure"], "taxonomic_reasoning": "Operational military entities responsible for combat and defense operations"}, {"id": "joint_force", "name": "Joint Force", "definition": "Coordinated multi-service military force structure", "parent_concepts": ["military_forces"], "confidence_score": 0.9, "entity_id": "E-0b0a0156da83", "transformation_logs": [{"id": "transform_joint_fo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.924968Z", "completed_at": "2025-12-03T15:29:39.924974Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 535, "end_index": 546, "surrounding_text": "be operationalized in order to provide a lethal and effective Joint Force that, combined with our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530011Z"}], "source_entity_names": ["Joint Force"], "hierarchical_evidence": ["Joint Force represents coordinated military operations", "Joint Force integrates multiple military services"], "taxonomic_reasoning": "Integrated military force structure combining multiple service branches"}, {"id": "operational_warfighter", "name": "Operational Warfighter", "definition": "Front-line military personnel engaged in combat operations", "parent_concepts": ["military_forces"], "confidence_score": 0.87, "entity_id": "E-c18862fbe3dc", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.925019Z", "completed_at": "2025-12-03T15:29:39.925025Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1083, "end_index": 1105, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531392Z"}], "source_entity_names": ["operational warfighter"], "hierarchical_evidence": ["Operational warfighter represents combat personnel", "Warfighters are part of military force structure"], "taxonomic_reasoning": "Front-line military personnel responsible for direct combat operations"}, {"id": "international_partners", "name": "International Partners", "definition": "Foreign allies and partners in defense cooperation", "parent_concepts": ["stakeholder_groups"], "child_concepts": ["allies", "partners"], "confidence_score": 0.89, "entity_id": "E-6112dea38ffb", "transformation_logs": [{"id": "transform_internat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.926359Z", "completed_at": "2025-12-03T15:29:39.926368Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 989, "end_index": 997, "surrounding_text": "partners.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646907Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4006, "end_index": 4014, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646939Z"}], "hierarchical_evidence": ["Allies and partners represent international cooperation", "International partnerships support shared security"], "taxonomic_reasoning": "International entities cooperating in defense and security operations"}, {"id": "allies", "name": "Allies", "definition": "Formal military and strategic partners with treaty obligations", "parent_concepts": ["international_partners"], "confidence_score": 0.92, "entity_id": "E-3509333d4e28", "transformation_logs": [{"id": "transform_allies", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.926425Z", "completed_at": "2025-12-03T15:29:39.926430Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 583, "end_index": 589, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530108Z"}], "source_entity_names": ["allies"], "hierarchical_evidence": ["Allies represent formal international partnerships", "Allied relationships support shared security objectives"], "taxonomic_reasoning": "Formal international partners with treaty-based defense cooperation"}, {"id": "partners", "name": "Partners", "definition": "International partners in defense cooperation without formal treaty obligations", "parent_concepts": ["international_partners"], "confidence_score": 0.88, "entity_id": "E-6112dea38ffb", "transformation_logs": [{"id": "transform_partners", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.926481Z", "completed_at": "2025-12-03T15:29:39.926487Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 989, "end_index": 997, "surrounding_text": "partners.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646907Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4006, "end_index": 4014, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646939Z"}], "source_entity_names": ["partners"], "hierarchical_evidence": ["Partners represent cooperative international relationships", "Partnership supports shared security and prosperity"], "taxonomic_reasoning": "International cooperative relationships supporting defense objectives"}, {"id": "domestic_stakeholders", "name": "Domestic Stakeholders", "definition": "Domestic groups with interests in defense operations", "parent_concepts": ["stakeholder_groups"], "child_concepts": ["data_stakeholders"], "confidence_score": 0.86, "entity_id": "E-855ab223feb6", "transformation_logs": [{"id": "transform_domestic", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.927796Z", "completed_at": "2025-12-03T15:29:39.927805Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}], "hierarchical_evidence": ["American people are primary domestic stakeholders", "Data stakeholders have specific interests in data operations"], "taxonomic_reasoning": "Domestic groups with vested interests in defense operations and outcomes"}, {"id": "american_people", "name": "American People", "definition": "Citizens with interests in government data governance", "parent_concepts": ["stakeholder_groups"], "confidence_score": 0.84, "entity_id": "E-511ed120418c", "transformation_logs": [{"id": "transform_american", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.927860Z", "completed_at": "2025-12-03T15:29:39.927866Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 15, "surrounding_text": "...American people...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576649Z"}], "source_entity_names": ["American people"], "hierarchical_evidence": ["American people are primary beneficiaries of defense", "National security serves American people's interests"], "taxonomic_reasoning": "Primary domestic beneficiaries of national defense operations"}, {"id": "decision_makers", "name": "Decision Makers", "definition": "Personnel responsible for strategic and operational decisions", "parent_concepts": ["decision_making_roles"], "child_concepts": ["military_decision_makers", "operators"], "confidence_score": 0.9, "entity_id": "E-62f3bd2fea2f", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.929149Z", "completed_at": "2025-12-03T15:29:39.929158Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1184, "end_index": 1192, "surrounding_text": "and collect data and continuously add value to best inform the decision-maker.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4992, "end_index": 5000, "surrounding_text": "exploration to enhance analyses that impact decision", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658618Z"}], "hierarchical_evidence": ["Military decision-makers are responsible for strategic choices", "Operators make tactical and operational decisions"], "taxonomic_reasoning": "Personnel with decision-making authority in military operations"}, {"id": "military_decision_makers", "name": "Military Decision Makers", "definition": "Military leadership responsible for strategic and operational decisions", "parent_concepts": ["decision_makers"], "confidence_score": 0.93, "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.935251Z", "completed_at": "2025-12-03T15:29:39.935283Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1191, "end_index": 1221, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1558, "end_index": 1576, "surrounding_text": "leveraged in a way that brings both immediate and lasting military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350529Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 958, "end_index": 973, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207545Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1458, "end_index": 1482, "surrounding_text": "of great power competition, and it will enable operators and military decision-makers to harness", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209364Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1866, "end_index": 1885, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.210496Z"}], "source_entity_names": ["Senior Leader Decision Support", "military advantage", "military forces", "military decision-makers", "military operations"], "hierarchical_evidence": ["Military decision-makers guide strategic operations", "Decision-makers utilize data for strategic planning"], "taxonomic_reasoning": "Military leadership with strategic and operational decision authority"}, {"id": "operators", "name": "Operators", "definition": "Personnel responsible for tactical operations and implementation", "parent_concepts": ["decision_makers"], "confidence_score": 0.89, "entity_id": "E-656500760f7a", "transformation_logs": [{"id": "transform_operator", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.935387Z", "completed_at": "2025-12-03T15:29:39.935397Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "GroupOfAgents", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GroupOfAgents", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 823, "end_index": 832, "surrounding_text": "of great power competition, and it will enable operators and military decision-makers to harness", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530819Z"}], "source_entity_names": ["operators"], "hierarchical_evidence": ["Operators implement tactical decisions", "Operators utilize data for operational effectiveness"], "taxonomic_reasoning": "Personnel responsible for tactical implementation and operations"}, {"id": "operational_concepts", "name": "Operational Concepts", "definition": "Military operational frameworks enabled by digital transformation", "parent_concepts": ["digital_transformation_initiatives"], "child_concepts": ["operational_capabilities", "strategic_concepts", "modernization_initiatives"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.943405Z", "completed_at": "2025-12-03T15:29:39.943443Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 20, "surrounding_text": "...data-driven concepts...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.210287Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter", "data-driven concepts"], "hierarchical_evidence": ["Military operations encompass strategic and tactical concepts", "Great power competition drives strategic thinking"], "taxonomic_reasoning": "Conceptual frameworks governing military strategy and operations"}, {"id": "great_power_competition", "name": "Great Power Competition", "definition": "Strategic competition between major world powers", "parent_concepts": ["strategic_concepts"], "confidence_score": 0.92, "entity_id": "E-927a7c7c8884", "transformation_logs": [{"id": "transform_great_po", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.943566Z", "completed_at": "2025-12-03T15:29:39.943576Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 23, "surrounding_text": "...great power competition...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584158Z"}], "source_entity_names": ["great power competition"], "hierarchical_evidence": ["Great power competition defines current strategic environment", "Competition drives military strategy and capabilities"], "taxonomic_reasoning": "Primary strategic framework defining current international competitive environment"}, {"id": "nations_security", "name": "Nation's Security", "definition": "Primary objective of protecting national security interests", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.95, "entity_id": "E-c62cde81e969", "transformation_logs": [{"id": "transform_nations_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:39.943652Z", "completed_at": "2025-12-03T15:29:39.943660Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 389, "end_index": 406, "surrounding_text": "and ensure our nation's security.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.529644Z"}], "source_entity_names": ["nation's security"], "hierarchical_evidence": ["Nation's security is fundamental defense objective", "Military forces exist to protect national security"], "taxonomic_reasoning": "Primary strategic objective of national defense operations"}, {"id": "american_influence", "name": "American Influence", "definition": "Projection and maintenance of U.S. global influence and leadership", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.87, "entity_id": "E-d89cff55c1ff", "transformation_logs": [{"id": "transform_american", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.943730Z", "completed_at": "2025-12-03T15:29:39.943738Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 613, "end_index": 631, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530298Z"}], "source_entity_names": ["American influence"], "hierarchical_evidence": ["American influence supports strategic objectives", "Global influence enhances security and prosperity"], "taxonomic_reasoning": "Strategic objective of maintaining and projecting U.S. global leadership"}, {"id": "shared_security", "name": "Shared Security", "definition": "Collaborative security arrangements with allies and partners", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.89, "entity_id": "E-53117033ce42", "transformation_logs": [{"id": "transform_shared_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.943827Z", "completed_at": "2025-12-03T15:29:39.943835Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 645, "end_index": 660, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530392Z"}], "source_entity_names": ["shared security"], "hierarchical_evidence": ["Shared security involves allies and partners", "Collaborative security enhances overall defense"], "taxonomic_reasoning": "Strategic objective of collaborative security with international partners"}, {"id": "prosperity", "name": "Prosperity", "definition": "Economic prosperity as a strategic defense objective", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.83, "entity_id": "E-d84fed8dba21", "transformation_logs": [{"id": "transform_prosperi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:39.943903Z", "completed_at": "2025-12-03T15:29:39.943910Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 666, "end_index": 676, "surrounding_text": "prosperity.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530493Z"}], "source_entity_names": ["prosperity"], "hierarchical_evidence": ["Prosperity is linked to security objectives", "Economic prosperity supports defense capabilities"], "taxonomic_reasoning": "Strategic objective linking economic prosperity to defense outcomes"}, {"id": "combat_effectiveness", "name": "Combat Effectiveness", "definition": "Measures of military combat capability and lethality", "parent_concepts": ["operational_capabilities"], "child_concepts": ["lethality", "effective"], "confidence_score": 0.92, "entity_id": "E-04f9aed9b7cb", "transformation_logs": [{"id": "transform_combat_e", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.943983Z", "completed_at": "2025-12-03T15:29:39.943991Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3419, "end_index": 3439, "surrounding_text": "In addition to combat effectiveness, DoD leaders\u2014including", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931512Z"}], "source_entity_names": ["combat effectiveness"], "hierarchical_evidence": ["Lethality measures combat effectiveness", "Effectiveness is key measure of military capability"], "taxonomic_reasoning": "Measures of military combat capability and operational effectiveness"}, {"id": "lethality", "name": "Lethality", "definition": "Military capability to inflict damage and achieve combat objectives", "parent_concepts": ["combat_effectiveness"], "confidence_score": 0.9, "entity_id": "E-03b091c5b83f", "transformation_logs": [{"id": "transform_lethalit", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.944060Z", "completed_at": "2025-12-03T15:29:39.944068Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1279, "end_index": 1288, "surrounding_text": "and increase lethality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531957Z"}], "source_entity_names": ["lethality"], "hierarchical_evidence": ["Lethality is key measure of combat effectiveness", "Lethal capabilities are essential for military operations"], "taxonomic_reasoning": "Military capability to achieve combat objectives through force application"}, {"id": "effective", "name": "Effectiveness", "definition": "General measure of operational success and capability achievement", "parent_concepts": ["combat_effectiveness"], "confidence_score": 0.88, "entity_id": "E-b8123578415a", "transformation_logs": [{"id": "transform_effectiv", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.944134Z", "completed_at": "2025-12-03T15:29:39.944143Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3880, "end_index": 3893, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692431Z"}], "source_entity_names": ["effectiveness"], "hierarchical_evidence": ["Effectiveness measures operational success", "Effective operations achieve desired outcomes"], "taxonomic_reasoning": "General measure of operational success and objective achievement"}, {"id": "operational_attributes", "name": "Operational Attributes", "definition": "Key characteristics and measures of military operations", "parent_concepts": ["operational_capabilities"], "child_concepts": ["speed", "scale", "measurable", "accountability"], "confidence_score": 0.87, "entity_id": "E-c5414afddb32", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.946413Z", "completed_at": "2025-12-03T15:29:39.946444Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}], "hierarchical_evidence": ["Speed and scale are operational attributes", "Measurable and accountability are operational characteristics"], "taxonomic_reasoning": "Key characteristics and measures defining operational effectiveness"}, {"id": "speed", "name": "Speed", "definition": "Operational tempo and rapid response capability", "parent_concepts": ["operational_attributes"], "confidence_score": 0.89, "entity_id": "E-cce5a6143bc6", "transformation_logs": [{"id": "transform_speed", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.946555Z", "completed_at": "2025-12-03T15:29:39.946564Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1704, "end_index": 1709, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331979Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2447, "end_index": 2452, "surrounding_text": "DoD is a data-centric organization that uses data at speed and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331996Z"}], "source_entity_names": ["speed"], "hierarchical_evidence": ["Speed is key operational attribute", "Rapid response enhances operational effectiveness"], "taxonomic_reasoning": "Operational attribute measuring tempo and response capability"}, {"id": "scale", "name": "Scale", "definition": "Scope and magnitude of military operations", "parent_concepts": ["operational_attributes"], "confidence_score": 0.86, "entity_id": "E-030262801f0f", "transformation_logs": [{"id": "transform_scale", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.946635Z", "completed_at": "2025-12-03T15:29:39.946644Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2458, "end_index": 2463, "surrounding_text": "scale for operational advantage and increased efficiency.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.332090Z"}], "source_entity_names": ["scale"], "hierarchical_evidence": ["Scale measures operational scope", "Operational scale affects military effectiveness"], "taxonomic_reasoning": "Operational attribute measuring scope and magnitude of operations"}, {"id": "measurable", "name": "Measurability", "definition": "Capability to quantify and assess operational outcomes", "parent_concepts": ["operational_attributes"], "confidence_score": 0.84, "transformation_logs": [{"id": "transform_measurab", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:39.954040Z", "completed_at": "2025-12-03T15:29:39.954078Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.8, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "hierarchical_evidence": ["Measurable outcomes enable assessment", "Quantifiable results support operational improvement"], "taxonomic_reasoning": "Operational attribute enabling quantification and assessment of outcomes"}, {"id": "accountability", "name": "Accountability", "definition": "Responsibility and oversight mechanisms for military operations", "parent_concepts": ["operational_attributes"], "confidence_score": 0.88, "entity_id": "E-59e417a23acf", "transformation_logs": [{"id": "transform_accounta", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.954203Z", "completed_at": "2025-12-03T15:29:39.954212Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 4275, "end_index": 4289, "surrounding_text": "to achieve accountability throughout the entire data lifecycle.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.335918Z"}], "source_entity_names": ["accountability"], "hierarchical_evidence": ["Accountability ensures operational responsibility", "Oversight mechanisms support effective operations"], "taxonomic_reasoning": "Operational attribute ensuring responsibility and oversight in military operations"}, {"id": "opportunity_identification", "name": "Opportunity Identification", "definition": "Recognition and exploitation of strategic and tactical opportunities", "parent_concepts": ["operational_capabilities"], "child_concepts": ["strategic_opportunities", "tactical_opportunities"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_opportun", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.962330Z", "completed_at": "2025-12-03T15:29:39.962374Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "hierarchical_evidence": ["Strategic and tactical opportunities enhance capabilities", "Opportunity identification improves operational effectiveness"], "taxonomic_reasoning": "Capability to identify and exploit operational opportunities at different levels"}, {"id": "strategic_opportunities", "name": "Strategic Opportunities", "definition": "High-level opportunities for strategic advantage and positioning", "parent_concepts": ["opportunity_identification"], "confidence_score": 0.87, "entity_id": "E-399352ad0157", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.962517Z", "completed_at": "2025-12-03T15:29:39.962526Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531012Z"}], "source_entity_names": ["strategic opportunities"], "hierarchical_evidence": ["Strategic opportunities provide competitive advantage", "High-level opportunities support strategic objectives"], "taxonomic_reasoning": "High-level opportunities for strategic advantage and competitive positioning"}, {"id": "tactical_opportunities", "name": "Tactical Opportunities", "definition": "Operational-level opportunities for tactical advantage", "parent_concepts": ["opportunity_identification"], "confidence_score": 0.86, "entity_id": "E-475b1eb20f97", "transformation_logs": [{"id": "transform_tactical", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.962615Z", "completed_at": "2025-12-03T15:29:39.962624Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 910, "end_index": 932, "surrounding_text": "data to capitalize on strategic and tactical opportunities that are currently unavailable.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531103Z"}], "source_entity_names": ["tactical opportunities"], "hierarchical_evidence": ["Tactical opportunities enhance operational effectiveness", "Operational-level opportunities support mission success"], "taxonomic_reasoning": "Operational-level opportunities for tactical advantage and mission success"}, {"id": "innovation_integration", "name": "Innovation Integration", "definition": "Integration of commercial innovations and data-driven concepts into military operations", "parent_concepts": ["modernization_initiatives"], "child_concepts": ["commercial_sector_innovations", "data_driven_concepts"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_innovati", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.969165Z", "completed_at": "2025-12-03T15:29:39.969195Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2657, "end_index": 2673, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352466Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 16, "surrounding_text": "...data integration...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.249588Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 760, "end_index": 782, "surrounding_text": "collection, sharing, use, representation of the information intended, rapid data integration, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.685805Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4539, "end_index": 4561, "surrounding_text": "collection, sharing, use, representation of the information intended, rapid data integration, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.657147Z"}], "source_entity_names": ["data integration", "rapid data integration"], "hierarchical_evidence": ["Commercial innovations enhance military capabilities", "Data-driven concepts improve operational effectiveness"], "taxonomic_reasoning": "Integration of external innovations and data-centric approaches into military operations"}, {"id": "commercial_sector_innovations", "name": "Commercial Sector Innovations", "definition": "Private sector technological innovations adapted for military use", "parent_concepts": ["innovation_integration"], "confidence_score": 0.88, "entity_id": "E-6b2c9755d7bf", "transformation_logs": [{"id": "transform_commerci", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.969280Z", "completed_at": "2025-12-03T15:29:39.969287Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 308, "end_index": 325, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582932Z"}], "source_entity_names": ["commercial sector"], "hierarchical_evidence": ["Commercial innovations provide technological advancement", "Private sector innovations enhance military capabilities"], "taxonomic_reasoning": "Private sector technological innovations adapted for military applications"}, {"id": "data_driven_concepts", "name": "Data-Driven Concepts", "definition": "Operational concepts based on data analysis and utilization", "parent_concepts": ["innovation_integration"], "confidence_score": 0.85, "entity_id": "E-0a944e436825", "transformation_logs": [{"id": "transform_data_dri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:39.969334Z", "completed_at": "2025-12-03T15:29:39.969340Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "end_index": 20, "surrounding_text": "...data-driven concepts...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531669Z"}], "source_entity_names": ["data-driven concepts"], "hierarchical_evidence": ["Data-driven concepts enhance decision-making", "Data utilization improves operational effectiveness"], "taxonomic_reasoning": "Operational concepts leveraging data analysis for enhanced military effectiveness"}, {"id": "vision_framework", "name": "Vision Framework", "definition": "Strategic vision and overarching direction for data initiatives", "parent_concepts": ["strategic_foundation"], "child_concepts": ["overarching_vision", "data_centric_enterprise"], "confidence_score": 0.9, "entity_id": "E-d043e7cffc04", "transformation_logs": [{"id": "transform_vision_f", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:39.970734Z", "completed_at": "2025-12-03T15:29:39.970744Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 234, "end_index": 240, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328002Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 539, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328018Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 607, "end_index": 613, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328035Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2382, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328049Z"}], "hierarchical_evidence": ["Vision statement articulates overarching vision", "Data-centric enterprise represents vision implementation"], "taxonomic_reasoning": "Vision elements grouped under framework concept based on strategic alignment and conceptual hierarchy"}, {"id": "guiding_principles_framework", "name": "Guiding Principles Framework", "definition": "Core principles governing data strategy implementation", "parent_concepts": ["strategic_foundation"], "child_concepts": ["collective_data_stewardship", "data_strategic_asset", "data_ethics", "enterprise_data_access", "data_fit_purpose", "design_compliance"], "confidence_score": 0.92, "entity_id": "E-27ff1fbb996b", "transformation_logs": [{"id": "transform_guiding_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.970825Z", "completed_at": "2025-12-03T15:29:39.970832Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}], "source_entity_names": ["guiding principles"], "hierarchical_evidence": ["Guiding principles include data as strategic asset and stewardship", "Data ethics and compliance form principle framework"], "taxonomic_reasoning": "Individual principles grouped under framework based on strategic guidance and operational coherence"}, {"id": "data_systems", "name": "Data Systems", "definition": "Core data processing and management systems", "parent_concepts": ["technology_infrastructure"], "confidence_score": 0.89, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_sys", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.972202Z", "completed_at": "2025-12-03T15:29:39.972212Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["DoD systems manage data resources and collection", "External sources provide additional data inputs"], "taxonomic_reasoning": "Data-focused systems grouped based on functional integration and data flow relationships"}, {"id": "connectivity_platforms", "name": "Connectivity Platforms", "definition": "Network and connectivity infrastructure supporting data operations", "parent_concepts": ["technology_infrastructure"], "confidence_score": 0.87, "entity_id": "E-d3594bc564f5", "transformation_logs": [{"id": "transform_connecti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.973610Z", "completed_at": "2025-12-03T15:29:39.973622Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}], "hierarchical_evidence": ["Platforms and connected sensors form connectivity infrastructure", "Edge devices and digital infrastructure enable connectivity"], "taxonomic_reasoning": "Connectivity components grouped based on network integration and communication dependencies"}, {"id": "operational_personnel", "name": "Operational Personnel", "definition": "Personnel directly involved in mission execution and field operations", "parent_concepts": ["organizational_stakeholders"], "child_concepts": ["mission_commanders", "warfighters", "mission_partners"], "confidence_score": 0.88, "entity_id": "E-9a7bb5342640", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.974992Z", "completed_at": "2025-12-03T15:29:39.975002Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}], "hierarchical_evidence": ["Warfighters represent operational military personnel", "U.S. military and fighting force encompass operational capabilities"], "taxonomic_reasoning": "Operational roles grouped based on military hierarchy and operational function"}, {"id": "overarching_vision", "name": "Overarching Vision", "definition": "High-level strategic vision for DoD data initiatives", "parent_concepts": ["vision_framework"], "confidence_score": 0.88, "entity_id": "E-771bd470c166", "transformation_logs": [{"id": "transform_overarch", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:39.975055Z", "completed_at": "2025-12-03T15:29:39.975061Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2051, "end_index": 2069, "surrounding_text": "The DoD Data Strategy supports Digital Modernization by providing the overarching vision,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.533619Z"}], "source_entity_names": ["overarching vision"], "hierarchical_evidence": ["Overarching vision provides strategic direction"], "taxonomic_reasoning": "Specific vision element representing strategic guidance"}, {"id": "data_centric_enterprise", "name": "Data-Centric Enterprise", "definition": "Organizational model focused on data-driven operations", "parent_concepts": ["vision_framework"], "confidence_score": 0.87, "entity_id": "E-3462d6829a5c", "transformation_logs": [{"id": "transform_data_cen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:39.975108Z", "completed_at": "2025-12-03T15:29:39.975113Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2198, "end_index": 2221, "surrounding_text": "and transform into a data-centric enterprise.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.534143Z"}], "source_entity_names": ["data-centric enterprise"], "hierarchical_evidence": ["Data-centric enterprise represents vision implementation"], "taxonomic_reasoning": "Enterprise model aligned with strategic vision"}, {"id": "strategic_foundations", "name": "Strategic Foundations", "definition": "Core strategic elements and governance structures for data strategy", "parent_concepts": ["dod_data_strategy_framework"], "child_concepts": ["architecture_standards", "talent_culture"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.980160Z", "completed_at": "2025-12-03T15:29:39.980182Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4002, "end_index": 4027, "surrounding_text": "Data is a Strategic Asset", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972996Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "Data is a Strategic Asset"], "hierarchical_evidence": ["Governance provides strategic foundation for data strategy", "Goals and objectives guide strategic implementation"], "taxonomic_reasoning": "Strategic elements grouped under foundational framework based on governance and objective-setting functions"}, {"id": "dod_leadership", "name": "DoD Leadership", "definition": "Senior leadership roles and chief data officers within DoD", "parent_concepts": ["defense_organizational_structures"], "child_concepts": ["chief_data_officers"], "confidence_score": 0.92, "entity_id": "E-2450c9506f4a", "transformation_logs": [{"id": "transform_dod_lead", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:39.981592Z", "completed_at": "2025-12-03T15:29:39.981601Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}], "hierarchical_evidence": ["OSD and CJCS represent senior DoD leadership structure", "DoD leaders include Secretary of Defense and Joint Chiefs"], "taxonomic_reasoning": "Leadership hierarchy based on DoD organizational structure and command authority"}, {"id": "military_components", "name": "Military Components", "definition": "Major military organizational components and departments", "parent_concepts": ["organizational_structure"], "confidence_score": 0.91, "entity_id": "E-13b77129a80d", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:39.982955Z", "completed_at": "2025-12-03T15:29:39.982964Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}], "hierarchical_evidence": ["Military Departments are major DoD components", "Defense Agencies and Field Activities are organizational components"], "taxonomic_reasoning": "Military components grouped by organizational type and functional role within DoD structure"}, {"id": "operational_elements", "name": "Operational Elements", "definition": "Operational military units and personnel engaged in mission execution", "parent_concepts": ["organizational_structure"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:39.988096Z", "completed_at": "2025-12-03T15:29:39.988121Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4379, "end_index": 4392, "surrounding_text": ") Make Data Linked \u2013 Consumers can exploit data elements through innate", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.356550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "data elements", "operational warfighter"], "hierarchical_evidence": ["Combatant Commands are operational military elements", "Warfighters operate at various echelons"], "taxonomic_reasoning": "Operational elements grouped based on mission execution and field operations"}, {"id": "operational_infrastructure", "name": "Operational Infrastructure", "definition": "Infrastructure and systems supporting military operations", "parent_concepts": ["operational_capabilities"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:39.993258Z", "completed_at": "2025-12-03T15:29:39.993282Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2168, "end_index": 2190, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211386Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter", "digital infrastructure"], "hierarchical_evidence": ["Networks and supporting infrastructure enable operations", "Tactical edge represents forward operational infrastructure"], "taxonomic_reasoning": "Infrastructure elements grouped by operational support and deployment location"}, {"id": "governance_framework", "name": "Governance Framework", "definition": "Structured approach to governing DoD data operations through policies and processes", "parent_concepts": ["organizational_governance"], "child_concepts": ["governance_components", "compliance_requirements", "policy_structure", "security_privacy_framework", "standards_management"], "confidence_score": 0.93, "entity_id": "E-c96408d5d5c6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.993361Z", "completed_at": "2025-12-03T15:29:39.993367Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}], "source_entity_names": ["governance framework"], "hierarchical_evidence": ["Strengthened governance builds upon existing governance structures", "Governance framework provides strategic oversight"], "taxonomic_reasoning": "Governance elements grouped by oversight function and improvement initiatives"}, {"id": "data_security_interoperability", "name": "Data Security and Interoperability", "definition": "Principles for ensuring data security and interoperability across systems", "parent_concepts": ["data_principles"], "confidence_score": 0.93, "entity_id": "E-c04e8bad0e1e", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:39.995015Z", "completed_at": "2025-12-03T15:29:39.995025Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}], "hierarchical_evidence": ["Data security and interoperability are complementary principles", "Secure interoperability enables safe data sharing"], "taxonomic_reasoning": "Security and interoperability grouped as complementary technical principles"}, {"id": "architecture_standards", "name": "Architecture and Standards", "definition": "Technical architecture and standards for data strategy implementation", "parent_concepts": ["strategic_foundations"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_architec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.000309Z", "completed_at": "2025-12-03T15:29:40.000330Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3183, "end_index": 3195, "surrounding_text": ") Architecture \u2013 DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353316Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3202, "end_index": 3214, "surrounding_text": ") Architecture \u2013 DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353333Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3352, "end_index": 3361, "surrounding_text": ") Standards \u2013 DoD employs a family of standards that include not only commonly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353613Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3388, "end_index": 3397, "surrounding_text": ") Standards \u2013 DoD employs a family of standards that include not only commonly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353631Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3792, "end_index": 3810, "surrounding_text": ") Talent and Culture \u2013 DoD workforce (Service Members, Civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354816Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3930, "end_index": 3959, "surrounding_text": "Vision and Guiding Principles.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215638Z"}], "source_entity_names": ["Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "Architecture", "Standards", "Talent and Culture", "Vision and Guiding Principles"], "hierarchical_evidence": ["Architecture and standards provide technical foundation", "Design for compliance ensures adherence to standards"], "taxonomic_reasoning": "Technical foundation elements grouped by architectural and compliance requirements"}, {"id": "talent_culture", "name": "Talent and Culture", "definition": "Human capital and cultural elements supporting data strategy", "parent_concepts": ["strategic_foundations"], "confidence_score": 0.84, "entity_id": "E-0195403ee11d", "transformation_logs": [{"id": "transform_talent_c", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.000407Z", "completed_at": "2025-12-03T15:29:40.000413Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4063, "end_index": 4081, "surrounding_text": "Talent and Culture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833491Z"}], "source_entity_names": ["Talent and Culture"], "hierarchical_evidence": ["Talent and culture are foundational to strategy success", "Human capital supports data strategy implementation"], "taxonomic_reasoning": "Human capital element representing workforce and cultural considerations"}, {"id": "dod_operations_management", "name": "DoD Operations and Management", "definition": "Operational activities and management functions within DoD", "parent_concepts": ["operational_capabilities"], "confidence_score": 0.82, "entity_id": "E-c9d2e2ca7e4c", "transformation_logs": [{"id": "transform_dod_oper", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:40.002009Z", "completed_at": "2025-12-03T15:29:40.002018Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1246, "end_index": 1260, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350041Z"}], "hierarchical_evidence": ["DoD operations require management oversight", "Operations and management are core organizational functions"], "taxonomic_reasoning": "Operational and management functions grouped by organizational activity type"}, {"id": "strategic_framework", "name": "Strategic Framework", "definition": "High-level strategic documents and policies guiding DoD data initiatives", "parent_concepts": ["dod_data_governance"], "child_concepts": ["national_defense_strategy", "policies", "implementation_plans", "strategic_elements"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.007089Z", "completed_at": "2025-12-03T15:29:40.007109Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1402, "end_index": 1429, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967557Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "Data is a Strategic Asset", "DoD Data Strategy Framework"], "hierarchical_evidence": ["Strategic framework includes vision, principles, and objectives", "Framework elements provide strategic direction for data initiatives"], "taxonomic_reasoning": "Groups strategic planning and organizational elements that define the overall direction and structure of the data strategy"}, {"id": "first_order_problem", "name": "First Order Problem", "definition": "Primary fundamental challenge requiring immediate strategic attention", "parent_concepts": ["problem_statement"], "confidence_score": 0.88, "entity_id": "E-b6c0202d0982", "transformation_logs": [{"id": "transform_first_or", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.007190Z", "completed_at": "2025-12-03T15:29:40.007197Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4885, "end_index": 4904, "surrounding_text": "Department\u2019s first order problem and to whom it applies.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.935620Z"}], "source_entity_names": ["first order problem"], "hierarchical_evidence": ["First order problem represents the most critical challenge", "Primary problem requiring strategic focus"], "taxonomic_reasoning": "Specific identification of the most critical problem requiring strategic intervention"}, {"id": "future_state_of_data", "name": "Future State of Data", "definition": "Envisioned future capabilities and characteristics of DoD data systems", "parent_concepts": ["vision_statement"], "confidence_score": 0.87, "entity_id": "E-de1ffeba8ed8", "transformation_logs": [{"id": "transform_future_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.007244Z", "completed_at": "2025-12-03T15:29:40.007249Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 20, "surrounding_text": "...future state of data...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.935815Z"}], "source_entity_names": ["future state of data"], "hierarchical_evidence": ["Future state defines desired data capabilities", "Vision includes specific future state description"], "taxonomic_reasoning": "Specific description of the desired future state of data capabilities and systems"}, {"id": "guiding_principles", "name": "Guiding Principles", "definition": "Fundamental principles that guide data strategy implementation", "parent_concepts": ["strategic_elements"], "confidence_score": 0.91, "entity_id": "E-27ff1fbb996b", "transformation_logs": [{"id": "transform_guiding_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.007313Z", "completed_at": "2025-12-03T15:29:40.007319Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}], "source_entity_names": ["guiding principles"], "hierarchical_evidence": ["Guiding principles provide implementation guidance", "Principles establish foundational approach"], "taxonomic_reasoning": "Core principles that provide guidance for strategy implementation and decision-making"}, {"id": "strategic_goals", "name": "Strategic Goals", "definition": "Broad goals that the data strategy seeks to accomplish", "parent_concepts": ["strategic_elements"], "confidence_score": 0.89, "entity_id": "E-a9f7c0ec254b", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.008737Z", "completed_at": "2025-12-03T15:29:40.008750Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 287, "end_index": 292, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328392Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 661, "end_index": 666, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328410Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 718, "end_index": 723, "surrounding_text": "Essential capabilities cut across goals and enumerate broad enterprise capabilities.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328427Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3224, "end_index": 3229, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328447Z"}], "hierarchical_evidence": ["Goals define strategic aspirations", "Strategic goals provide direction for initiatives"], "taxonomic_reasoning": "High-level goals that establish the strategic direction and desired outcomes"}, {"id": "strategy_scope", "name": "Strategy Scope", "definition": "Boundaries and extent of the data strategy coverage", "parent_concepts": ["strategic_elements"], "confidence_score": 0.88, "entity_id": "E-b0b0564e4c0a", "transformation_logs": [{"id": "transform_strategy", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.010123Z", "completed_at": "2025-12-03T15:29:40.010132Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 558, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591518Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 815, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591554Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1799, "end_index": 1807, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591589Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1895, "end_index": 1903, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591616Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2334, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591647Z"}], "hierarchical_evidence": ["Scope defines strategy boundaries", "Strategic scope establishes coverage areas"], "taxonomic_reasoning": "Definition of the boundaries and extent of the data strategy implementation"}, {"id": "sensor_systems", "name": "Sensor Systems", "definition": "Sensor technologies for data collection and monitoring", "parent_concepts": ["data_infrastructure"], "confidence_score": 0.89, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_sensor_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.011563Z", "completed_at": "2025-12-03T15:29:40.011578Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Sensors collect data from various sources", "Sensor systems provide data input capabilities"], "taxonomic_reasoning": "Sensor technologies that collect data from various sources and environments"}, {"id": "data_connections", "name": "Data Connections", "definition": "Network and connectivity infrastructure enabling data flow", "parent_concepts": ["data_infrastructure"], "confidence_score": 0.87, "entity_id": "E-789ac69b143c", "transformation_logs": [{"id": "transform_data_con", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.011639Z", "completed_at": "2025-12-03T15:29:40.011645Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 16, "surrounding_text": "...data connections...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936641Z"}], "source_entity_names": ["data connections"], "hierarchical_evidence": ["Data connections enable information flow", "Connectivity infrastructure supports data sharing"], "taxonomic_reasoning": "Network infrastructure that enables data connectivity and information flow between systems"}, {"id": "data_accuracy", "name": "Data Accuracy", "definition": "Requirement for precise and correct data content", "parent_concepts": ["data_quality_attributes"], "confidence_score": 0.9, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.013045Z", "completed_at": "2025-12-03T15:29:40.013055Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Accurate data ensures precision and correctness", "Data accuracy is a critical quality attribute"], "taxonomic_reasoning": "Quality attribute ensuring data precision and correctness"}, {"id": "data_timeliness", "name": "Data Timeliness", "definition": "Requirement for current and up-to-date data availability", "parent_concepts": ["data_quality_attributes"], "confidence_score": 0.9, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_tim", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.014408Z", "completed_at": "2025-12-03T15:29:40.014417Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Timely data ensures current information availability", "Data timeliness is essential for operational effectiveness"], "taxonomic_reasoning": "Quality attribute ensuring data currency and timely availability"}, {"id": "data_access_capabilities", "name": "Data Access Capabilities", "definition": "Capabilities for reliable and seamless data access", "parent_concepts": ["data_quality_attributes"], "child_concepts": ["tested_access", "seamless_access"], "confidence_score": 0.88, "entity_id": "E-8732a9866a7d", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.014472Z", "completed_at": "2025-12-03T15:29:40.014478Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}], "source_entity_names": ["data access"], "hierarchical_evidence": ["Data access includes tested and seamless capabilities", "Access capabilities ensure reliable data availability"], "taxonomic_reasoning": "Capabilities that ensure reliable and user-friendly data access"}, {"id": "tested_access", "name": "Tested Access", "definition": "Verified and validated data access mechanisms", "parent_concepts": ["data_access_capabilities"], "confidence_score": 0.85, "entity_id": "E-aa4f72406b94", "transformation_logs": [{"id": "transform_tested_a", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.014528Z", "completed_at": "2025-12-03T15:29:40.014534Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 13, "surrounding_text": "...tested access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936442Z"}], "source_entity_names": ["tested access"], "hierarchical_evidence": ["Tested access ensures reliable data availability", "Access mechanisms require validation"], "taxonomic_reasoning": "Validated data access mechanisms that ensure reliable system performance"}, {"id": "seamless_access", "name": "Seamless Access", "definition": "Smooth and uninterrupted data access capabilities", "parent_concepts": ["data_access_capabilities"], "confidence_score": 0.85, "entity_id": "E-cfa6cc4014c3", "transformation_logs": [{"id": "transform_seamless", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.014578Z", "completed_at": "2025-12-03T15:29:40.014583Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3936, "end_index": 3951, "surrounding_text": "Warfighters at all echelons require tested, secure, seamless access to data across networks,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936548Z"}], "source_entity_names": ["seamless access"], "hierarchical_evidence": ["Seamless access provides smooth data availability", "Uninterrupted access enhances user experience"], "taxonomic_reasoning": "Data access capabilities that provide smooth and uninterrupted user experience"}, {"id": "operational_applications", "name": "Operational Applications", "definition": "Practical applications and use cases of the data strategy in operations", "parent_concepts": ["dod_data_strategy"], "child_concepts": ["battlefield_operations", "operational_outcomes"], "confidence_score": 0.93, "entity_id": "E-af05b4b70ac2", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.015958Z", "completed_at": "2025-12-03T15:29:40.015967Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}], "hierarchical_evidence": ["Operational applications include battlefield and analytical uses", "Data strategy enables operational capabilities"], "taxonomic_reasoning": "Practical applications of the data strategy in operational contexts and mission execution"}, {"id": "diverse_data_sources", "name": "Diverse Data Sources", "definition": "Multiple and varied sources of battlefield information", "parent_concepts": ["battlefield_operations"], "confidence_score": 0.87, "entity_id": "E-b36e3deb38f1", "transformation_logs": [{"id": "transform_diverse_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.016019Z", "completed_at": "2025-12-03T15:29:40.016024Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}], "source_entity_names": ["data sources"], "hierarchical_evidence": ["Diverse sources provide comprehensive information", "Multiple data sources enhance battlefield awareness"], "taxonomic_reasoning": "Multiple and varied information sources that support battlefield operations"}, {"id": "analytic_tools", "name": "Analytic Tools", "definition": "Software tools and systems for data analysis and processing", "parent_concepts": ["analytical_capabilities"], "confidence_score": 0.89, "entity_id": "E-804bea993b0e", "transformation_logs": [{"id": "transform_analytic", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.016070Z", "completed_at": "2025-12-03T15:29:40.016076Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 59, "end_index": 73, "surrounding_text": "using analytic tools for superior situational awareness, and coordinating information for", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.327144Z"}], "source_entity_names": ["analytic tools"], "hierarchical_evidence": ["Analytic tools enable data processing and analysis", "Tools support analytical capabilities"], "taxonomic_reasoning": "Software tools and systems that enable data analysis and processing capabilities"}, {"id": "data_leveraging", "name": "Data Leveraging", "definition": "Strategic utilization of data for operational advantage", "parent_concepts": ["analytical_capabilities"], "confidence_score": 0.86, "entity_id": "E-2bd3b61602ec", "transformation_logs": [{"id": "transform_data_lev", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.016126Z", "completed_at": "2025-12-03T15:29:40.016131Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 15, "surrounding_text": "...leveraging data...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936829Z"}], "source_entity_names": ["leveraging data"], "hierarchical_evidence": ["Data leveraging maximizes information value", "Strategic data utilization enhances capabilities"], "taxonomic_reasoning": "Strategic approach to maximizing the value and utility of available data"}, {"id": "situational_awareness", "name": "Situational Awareness", "definition": "Enhanced understanding of operational environment and conditions", "parent_concepts": ["operational_outcomes"], "confidence_score": 0.9, "entity_id": "E-6c340d655abf", "transformation_logs": [{"id": "transform_situatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.016176Z", "completed_at": "2025-12-03T15:29:40.016180Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 87, "end_index": 108, "surrounding_text": "using analytic tools for superior situational awareness, and coordinating information for", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.327253Z"}], "source_entity_names": ["situational awareness"], "hierarchical_evidence": ["Situational awareness enhances operational understanding", "Data enables improved environmental awareness"], "taxonomic_reasoning": "Enhanced understanding of the operational environment achieved through effective data utilization"}, {"id": "information_coordination", "name": "Information Coordination", "definition": "Coordinated sharing and utilization of information across operations", "parent_concepts": ["operational_outcomes"], "confidence_score": 0.89, "entity_id": "E-3a8243892a8c", "transformation_logs": [{"id": "transform_informat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.016228Z", "completed_at": "2025-12-03T15:29:40.016233Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 24, "surrounding_text": "...information coordination...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934891Z"}], "source_entity_names": ["information coordination"], "hierarchical_evidence": ["Information coordination enables effective sharing", "Coordinated information enhances operational effectiveness"], "taxonomic_reasoning": "Coordinated approach to information sharing and utilization across operational domains"}, {"id": "precision_effects", "name": "Precision Effects", "definition": "Accurate and targeted operational effects through disaggregated precision", "parent_concepts": ["operational_outcomes"], "confidence_score": 0.88, "entity_id": "E-d7b562f8eb95", "transformation_logs": [{"id": "transform_precisio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.017569Z", "completed_at": "2025-12-03T15:29:40.017578Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3747, "end_index": 3756, "surrounding_text": "critical loss of fidelity, precision, or accuracy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113902Z"}], "hierarchical_evidence": ["Precision effects enable targeted operations", "Disaggregated precision enhances operational accuracy"], "taxonomic_reasoning": "Accurate and targeted operational effects achieved through disaggregated precision capabilities"}, {"id": "mission_survival", "name": "Mission Survival", "definition": "Enhanced mission survivability through improved data capabilities", "parent_concepts": ["operational_outcomes"], "confidence_score": 0.87, "entity_id": "E-58ff79c7b8bd", "transformation_logs": [{"id": "transform_mission_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.018918Z", "completed_at": "2025-12-03T15:29:40.018927Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1256, "end_index": 1263, "surrounding_text": "essential and integral part of the mission itself.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.700447Z"}], "hierarchical_evidence": ["Survival is enhanced through data capabilities", "Mission survivability depends on information advantage"], "taxonomic_reasoning": "Enhanced mission and personnel survivability achieved through superior data and information capabilities"}, {"id": "decision_making_roles", "name": "Decision Making Roles", "definition": "Personnel responsible for strategic and tactical decision-making", "parent_concepts": ["organizational_stakeholders"], "child_concepts": ["decision_makers"], "confidence_score": 0.87, "entity_id": "E-2f4ad43a426b", "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.018985Z", "completed_at": "2025-12-03T15:29:40.018991Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}], "source_entity_names": ["decision making"], "hierarchical_evidence": ["Decision-makers form a distinct category of organizational stakeholders", "Strategic and tactical decision-making roles require specialized responsibilities"], "taxonomic_reasoning": "Decision-making roles separated by strategic and operational levels"}, {"id": "technical_specialists", "name": "Technical Specialists", "definition": "Personnel with specialized data and technical expertise", "parent_concepts": ["organizational_stakeholders"], "child_concepts": ["data_experts", "workforce_capabilities"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_technica", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.024031Z", "completed_at": "2025-12-03T15:29:40.024050Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "hierarchical_evidence": ["Technical specialists include data experts and skilled workforce", "Specialized capabilities include data acumen and technical awareness"], "taxonomic_reasoning": "Technical roles organized by expertise areas and capability levels"}, {"id": "governance_documents", "name": "Governance Documents", "definition": "Formal documents establishing data management frameworks", "parent_concepts": ["data_governance"], "confidence_score": 0.89, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.025421Z", "completed_at": "2025-12-03T15:29:40.025430Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Governance documents include plans, policies, and programs", "IC Data Management Lexicon provides standardized terminology"], "taxonomic_reasoning": "Documents categorized by governance function and standardization purpose"}, {"id": "strategic_principles", "name": "Strategic Principles", "definition": "Fundamental principles guiding data management strategy", "parent_concepts": ["data_governance"], "confidence_score": 0.9, "entity_id": "E-1b59686b78a4", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.026740Z", "completed_at": "2025-12-03T15:29:40.026748Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}], "hierarchical_evidence": ["Strategic principles include eight guiding principles and vision statements", "Data as strategic asset represents fundamental principle"], "taxonomic_reasoning": "Principles organized by strategic importance and foundational concepts"}, {"id": "data_classification", "name": "Data Classification", "definition": "Classification and categorization of data assets", "parent_concepts": ["data_governance"], "confidence_score": 0.87, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_cla", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.028113Z", "completed_at": "2025-12-03T15:29:40.028123Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data assets classified by strategic importance and permanence", "Asset classification includes primary and permanent designations"], "taxonomic_reasoning": "Assets categorized by strategic value and operational persistence"}, {"id": "operational_characteristics", "name": "Operational Characteristics", "definition": "Key characteristics defining operational data requirements", "parent_concepts": ["data_operations"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.033244Z", "completed_at": "2025-12-03T15:29:40.033265Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3180, "end_index": 3198, "surrounding_text": "data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214645Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter"], "hierarchical_evidence": ["Operational characteristics include real-time and data-centric requirements", "Data operations defined by temporal and architectural characteristics"], "taxonomic_reasoning": "Characteristics organized by temporal and architectural requirements"}, {"id": "decision_support_capabilities", "name": "Decision Support Capabilities", "definition": "Capabilities enabling data-driven decision making", "parent_concepts": ["data_capabilities"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_decision", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.038698Z", "completed_at": "2025-12-03T15:29:40.038723Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1191, "end_index": 1221, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2713, "end_index": 2735, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 30, "surrounding_text": "...Senior Leader Decision Support...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213898Z"}], "source_entity_names": ["Senior Leader Decision Support", "Essential Capabilities", "DoD capabilities", "essential capabilities"], "hierarchical_evidence": ["Decision support includes data-driven decisions and insight generation", "Capabilities enable operational advantages through informed decision-making"], "taxonomic_reasoning": "Decision support organized by analytical outcomes and operational benefits"}, {"id": "mission_commanders", "name": "Mission Commanders", "definition": "Leadership personnel responsible for mission command and control", "parent_concepts": ["operational_personnel"], "confidence_score": 0.92, "entity_id": "E-7cc4f99d37fc", "transformation_logs": [{"id": "transform_mission_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.038817Z", "completed_at": "2025-12-03T15:29:40.038824Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1077, "end_index": 1095, "surrounding_text": "accessible by mission commanders, warfighters, decision-makers, and mission partners in a real-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329292Z"}], "source_entity_names": ["mission commanders"], "hierarchical_evidence": ["Mission commanders represent operational leadership roles", "Command personnel responsible for mission execution"], "taxonomic_reasoning": "Command roles identified as distinct operational personnel category"}, {"id": "warfighters", "name": "Warfighters", "definition": "Combat personnel engaged in operational missions", "parent_concepts": ["operational_personnel"], "confidence_score": 0.91, "entity_id": "E-f166060fdfc8", "transformation_logs": [{"id": "transform_warfight", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.038884Z", "completed_at": "2025-12-03T15:29:40.038890Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2550, "end_index": 2561, "surrounding_text": "coupled with close partnerships with users, particularly warfighters.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595287Z"}], "source_entity_names": ["warfighters"], "hierarchical_evidence": ["Warfighters represent front-line operational personnel", "Combat personnel directly engaged in mission execution"], "taxonomic_reasoning": "Combat roles identified as distinct operational personnel category"}, {"id": "mission_partners", "name": "Mission Partners", "definition": "External partners collaborating in mission operations", "parent_concepts": ["operational_personnel"], "confidence_score": 0.88, "entity_id": "E-c9a4739d8e28", "transformation_logs": [{"id": "transform_mission_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.038951Z", "completed_at": "2025-12-03T15:29:40.038957Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1131, "end_index": 1147, "surrounding_text": "accessible by mission commanders, warfighters, decision-makers, and mission partners in a real-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329580Z"}], "source_entity_names": ["mission partners"], "hierarchical_evidence": ["Mission partners represent collaborative operational relationships", "External partnerships support mission execution"], "taxonomic_reasoning": "Partnership roles identified as distinct operational personnel category"}, {"id": "workforce_capabilities", "name": "Workforce Capabilities", "definition": "General workforce skills and awareness in data operations", "parent_concepts": ["technical_specialists"], "confidence_score": 0.85, "entity_id": "E-61a848bb3194", "transformation_logs": [{"id": "transform_workforc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.040341Z", "completed_at": "2025-12-03T15:29:40.040351Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Function", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000034", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}], "hierarchical_evidence": ["Workforce capabilities include data acumen and awareness", "General workforce requires data literacy and operational awareness"], "taxonomic_reasoning": "Workforce skills organized by data literacy and awareness levels"}, {"id": "defense_data_governance", "name": "Defense Data Governance", "definition": "Comprehensive framework for managing data assets within defense organizations", "parent_concepts": ["defense_data_systems"], "child_concepts": ["data_stewardship_framework", "data_ethics_framework"], "confidence_score": 0.95, "entity_id": "E-971b66e55e0e", "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:40.040412Z", "completed_at": "2025-12-03T15:29:40.040419Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}], "source_entity_names": ["data governance"], "hierarchical_evidence": ["Data stewardship encompasses accountability and data protection", "Data ethics guides ethical use of data within defense context"], "taxonomic_reasoning": "Root concept encompassing all data governance activities within defense domain based on organizational structure and operational requirements"}, {"id": "regulatory_framework", "name": "Regulatory Framework", "definition": "Legal and regulatory requirements governing data management", "parent_concepts": ["budget_processes"], "child_concepts": ["legal_foundations", "policy_directives"], "confidence_score": 0.82, "transformation_logs": [{"id": "transform_regulato", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:40.045470Z", "completed_at": "2025-12-03T15:29:40.045494Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1402, "end_index": 1429, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967557Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4682, "end_index": 4702, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255278Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4054, "end_index": 4081, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655181Z"}], "source_entity_names": ["DoD Data Strategy Framework", "governance framework", "modern governance framework"], "hierarchical_evidence": ["Constitution and Law of War provide legal foundations", "Secretary of Defense issues policy directives including AI Ethics"], "taxonomic_reasoning": "Regulatory hierarchy based on legal authority and policy implementation structure"}, {"id": "data_stewardship_framework", "name": "Data Stewardship Framework", "definition": "Organizational structure and processes for managing data assets and responsibilities", "parent_concepts": ["defense_data_governance"], "child_concepts": ["stewardship_roles", "stewardship_processes", "stewardship_accountability"], "confidence_score": 0.94, "entity_id": "E-f8f6e9b6f41e", "transformation_logs": [{"id": "transform_data_ste", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:40.045571Z", "completed_at": "2025-12-03T15:29:40.045577Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}], "source_entity_names": ["data stewardship"], "hierarchical_evidence": ["Data stewardship includes roles of stewards, custodians, and functional managers", "Collective Data Stewardship represents organizational approach"], "taxonomic_reasoning": "Hierarchical organization of data stewardship based on role differentiation and process integration"}, {"id": "data_ethics_framework", "name": "Data Ethics Framework", "definition": "Ethical principles and practices governing data use in defense operations", "parent_concepts": ["defense_data_governance"], "confidence_score": 0.91, "entity_id": "E-5e44acf31b67", "transformation_logs": [{"id": "transform_data_eth", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.045629Z", "completed_at": "2025-12-03T15:29:40.045635Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}], "source_entity_names": ["Data Ethics"], "hierarchical_evidence": ["Data Ethics encompasses ethical use and ethical behavior", "Culture of ethical data use represents organizational implementation"], "taxonomic_reasoning": "Ethics framework organized by principles, practices, and oversight mechanisms"}, {"id": "competitive_landscape", "name": "Competitive Landscape", "definition": "External entities that pose strategic challenges or competition", "parent_concepts": ["strategic_environment"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_competit", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.050938Z", "completed_at": "2025-12-03T15:29:40.050965Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatialRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000006", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 3930, "end_index": 3933, "surrounding_text": "supports the National Defense Strategy (NDS) by enhancing military effectiveness through access", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414744Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4268, "end_index": 4271, "surrounding_text": "the Chairman of the Joint Chiefs of Staff (CJCS) and the Joint Staff, Combatant Commands,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414764Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3309, "end_index": 3312, "surrounding_text": "supports the National Defense Strategy (NDS) by enhancing military effectiveness through access", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931298Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3647, "end_index": 3650, "surrounding_text": "the Chairman of the Joint Chiefs of Staff (CJCS) and the Joint Staff, Combatant Commands,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931318Z"}], "source_entity_names": ["NDS"], "hierarchical_evidence": ["Adversaries and competitors represent different types of strategic challenges", "Both require strategic consideration for military advantage"], "taxonomic_reasoning": "Categorization of external threats based on relationship type and strategic impact"}, {"id": "partnerships", "name": "Partnerships", "definition": "Collaborative relationships supporting defense operations", "parent_concepts": ["strategic_environment"], "confidence_score": 0.85, "entity_id": "E-049d09051007", "transformation_logs": [{"id": "transform_partners", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.051046Z", "completed_at": "2025-12-03T15:29:40.051053Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2512, "end_index": 2524, "surrounding_text": "coupled with close partnerships with users, particularly warfighters.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595109Z"}], "source_entity_names": ["partnerships"], "hierarchical_evidence": ["Partners represent collaborative relationships", "United States works with partners in defense operations"], "taxonomic_reasoning": "Partnership category for collaborative strategic relationships"}, {"id": "legal_foundations", "name": "Legal Foundations", "definition": "Constitutional and legal principles governing defense operations", "parent_concepts": ["regulatory_framework"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_legal_fo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.056137Z", "completed_at": "2025-12-03T15:29:40.056159Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "end_index": 55, "surrounding_text": "...Foundations for Evidence-Based Policymaking Act of 2018...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.708942Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 55, "surrounding_text": "...Foundations for Evidence-Based Policymaking Act of 2018...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.971527Z"}], "source_entity_names": ["Foundations for Evidence-Based Policymaking Act of 2018"], "hierarchical_evidence": ["Constitution provides fundamental legal authority", "Law of War governs military operations"], "taxonomic_reasoning": "Legal hierarchy based on constitutional authority and operational law"}, {"id": "policy_directives", "name": "Policy Directives", "definition": "Executive policies and directives governing AI and data use", "parent_concepts": ["regulatory_framework"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_policy_d", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.061292Z", "completed_at": "2025-12-03T15:29:40.061316Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3722, "end_index": 3737, "surrounding_text": "should only be restricted when required by law or DoD-wide policy and where security, privacy,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.253681Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 10, "surrounding_text": "...DoD policy...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.888778Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3101, "end_index": 3116, "surrounding_text": "should only be restricted when required by law or DoD-wide policy and where security, privacy,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652637Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...policy compliance...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828699Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 10, "surrounding_text": "...DoD policy...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.581585Z"}], "source_entity_names": ["DoD-wide policy", "DoD policy", "policy compliance"], "hierarchical_evidence": ["AI Ethics represents policy directive from Secretary of Defense", "February 21, 2020 indicates specific policy implementation date"], "taxonomic_reasoning": "Policy directives organized by subject matter and implementation authority"}, {"id": "stewardship_roles", "name": "Stewardship Roles", "definition": "Defined roles and responsibilities within data stewardship framework", "parent_concepts": ["data_stewardship_framework"], "confidence_score": 0.93, "transformation_logs": [{"id": "transform_stewards", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.066265Z", "completed_at": "2025-12-03T15:29:40.066284Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Role", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000023", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 990, "end_index": 993, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207643Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1381, "end_index": 1384, "surrounding_text": "Improving data management will enhance the Department's ability to fight and win wars in an era", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207663Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1716, "end_index": 1719, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2483, "end_index": 2486, "surrounding_text": "wars requires that we become world leaders in operationalizing and protecting our data resources", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207695Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2958, "end_index": 2961, "surrounding_text": "efficiency are everywhere, this strategy focuses efforts on Joint Warfighting, Senior Leader", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207712Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4522, "end_index": 4549, "surrounding_text": "Collective Data Stewardship .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.216061Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 122, "end_index": 149, "surrounding_text": "Collective Data Stewardship .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.411642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4660, "end_index": 4687, "surrounding_text": "Collective Data Stewardship", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.974482Z"}], "source_entity_names": ["Collective Data Stewardship", "war"], "hierarchical_evidence": ["Data stewards, custodians, and functional managers represent distinct roles", "Each role has specific responsibilities in data stewardship"], "taxonomic_reasoning": "Role differentiation based on functional responsibilities and organizational hierarchy"}, {"id": "stewardship_processes", "name": "Stewardship Processes", "definition": "Systematic processes for implementing data stewardship", "parent_concepts": ["data_stewardship_framework"], "confidence_score": 0.89, "entity_id": "E-d02aebcaed71", "transformation_logs": [{"id": "transform_stewards", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.067677Z", "completed_at": "2025-12-03T15:29:40.067691Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}], "hierarchical_evidence": ["Oversight mechanisms provide process control", "Best practices guide process implementation"], "taxonomic_reasoning": "Process organization based on control mechanisms and implementation guidance"}, {"id": "stewardship_accountability", "name": "Stewardship Accountability", "definition": "Accountability mechanisms ensuring responsible data stewardship", "parent_concepts": ["data_stewardship_framework"], "confidence_score": 0.91, "entity_id": "E-59e417a23acf", "transformation_logs": [{"id": "transform_stewards", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.069101Z", "completed_at": "2025-12-03T15:29:40.069110Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 4275, "end_index": 4289, "surrounding_text": "to achieve accountability throughout the entire data lifecycle.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.335918Z"}], "hierarchical_evidence": ["Accountability is fundamental to data stewardship", "Stewardship requires clear accountability mechanisms"], "taxonomic_reasoning": "Accountability as core component of stewardship framework"}, {"id": "data_management_activities", "name": "Data Management Activities", "definition": "Core operational activities for data lifecycle management", "parent_concepts": ["data_operations"], "confidence_score": 0.94, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_man", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:40.069162Z", "completed_at": "2025-12-03T15:29:40.069168Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data collection, access, use, protection, and dissemination represent lifecycle activities", "These activities form comprehensive data management process"], "taxonomic_reasoning": "Data lifecycle activities organized by operational sequence and functional purpose"}, {"id": "data_analytics", "name": "Data Analytics", "definition": "Advanced analytical capabilities for data-driven insights", "parent_concepts": ["data_operations"], "confidence_score": 0.9, "entity_id": "E-4d5fd5855bfc", "transformation_logs": [{"id": "transform_data_ana", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.069218Z", "completed_at": "2025-12-03T15:29:40.069224Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}], "source_entity_names": ["data and analytics"], "hierarchical_evidence": ["Advanced analytics and AI represent analytical capabilities", "Both support data-driven decision making"], "taxonomic_reasoning": "Analytics capabilities grouped by technological sophistication and application"}, {"id": "dod_data_ecosystem", "name": "DoD Data Ecosystem", "definition": "Comprehensive framework for Department of Defense data management, governance, and utilization", "parent_concepts": ["defense_data_systems"], "child_concepts": ["data_governance_framework", "strategic_governance", "organizational_framework", "data_infrastructure_systems", "human_capital_resources"], "confidence_score": 0.95, "entity_id": "E-b68f4a27f559", "transformation_logs": [{"id": "transform_dod_data", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:40.069288Z", "completed_at": "2025-12-03T15:29:40.069293Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "System", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/System", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}], "source_entity_names": ["DoD data"], "hierarchical_evidence": ["DoD Data Strategy encompasses enterprise-wide data access and availability", "Department of Defense operates comprehensive data ecosystem"], "taxonomic_reasoning": "Root concept encompassing all DoD data-related activities, processes, and organizational structures"}, {"id": "data_integration_activities", "name": "Data Integration Activities", "definition": "Processes for combining, integrating, and curating data from multiple sources", "parent_concepts": ["data_management_processes"], "confidence_score": 0.87, "entity_id": "E-fd83b3623a52", "transformation_logs": [{"id": "transform_data_int", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.069341Z", "completed_at": "2025-12-03T15:29:40.069346Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}], "source_entity_names": ["data integration"], "hierarchical_evidence": ["Data must be combined, integrated, and curated for effective utilization", "These activities transform raw data into usable information"], "taxonomic_reasoning": "Activities focused on enhancing data value through integration and curation"}, {"id": "data_security_measures", "name": "Data Security Measures", "definition": "Security controls and measures to protect data integrity and access", "parent_concepts": ["data_management_processes"], "child_concepts": ["access_control_mechanisms"], "confidence_score": 0.85, "entity_id": "E-252336569114", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.069390Z", "completed_at": "2025-12-03T15:29:40.069395Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}], "source_entity_names": ["data security"], "hierarchical_evidence": ["Data must be secured through access control mechanisms", "ICAM provides identity and access management capabilities"], "taxonomic_reasoning": "Security-focused activities that protect data and control access"}, {"id": "data_collection_methods", "name": "Data Collection Methods", "definition": "Techniques and approaches for gathering data from various sources", "parent_concepts": ["data_lifecycle_operations"], "child_concepts": ["electronic_collection_systems"], "confidence_score": 0.85, "entity_id": "E-dd9a14a17ea8", "transformation_logs": [{"id": "transform_data_col", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.069440Z", "completed_at": "2025-12-03T15:29:40.069445Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}], "source_entity_names": ["data collection"], "hierarchical_evidence": ["Electronic collection occurs at point of creation", "Collection methods determine how data enters the system"], "taxonomic_reasoning": "Specific methods for acquiring data from operational sources"}, {"id": "data_processing_activities", "name": "Data Processing Activities", "definition": "Analytical and processing activities performed on data assets", "parent_concepts": ["operational_implementation"], "child_concepts": ["data_tagging_services", "data_cataloging_services"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.074721Z", "completed_at": "2025-12-03T15:29:40.074742Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Data must be tagged and cataloged with pedigree information", "Processing can be automated but may involve human error"], "taxonomic_reasoning": "Processing activities that add metadata and structure to collected data"}, {"id": "data_storage_management", "name": "Data Storage Management", "definition": "Systems and processes for storing and maintaining data repositories", "parent_concepts": ["data_lifecycle_operations"], "child_concepts": ["enterprise_storage_systems"], "confidence_score": 0.8, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_sto", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.8, "reasoning": "LLM-generated hierarchy with confidence 0.800", "started_at": "2025-12-03T15:29:40.074835Z", "completed_at": "2025-12-03T15:29:40.074842Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data is stored using enterprise cloud and capabilities", "Storage management ensures data availability and accessibility"], "taxonomic_reasoning": "Infrastructure and processes for maintaining stored data"}, {"id": "access_control_mechanisms", "name": "Access Control Mechanisms", "definition": "Systems and processes that control who can access data and under what conditions", "parent_concepts": ["data_security_measures"], "child_concepts": ["identity_management_systems", "authorization_frameworks"], "confidence_score": 0.87, "entity_id": "E-9bc2af514ba4", "transformation_logs": [{"id": "transform_access_c", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.074893Z", "completed_at": "2025-12-03T15:29:40.074899Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}], "source_entity_names": ["access control"], "hierarchical_evidence": ["ICAM provides identity, credential, and access management", "System controls access for authorized individuals and non-person entities"], "taxonomic_reasoning": "Technical and procedural mechanisms for controlling data access"}, {"id": "information_sharing_paradigms", "name": "Information Sharing Paradigms", "definition": "Conceptual frameworks that guide how information is shared within the organization", "parent_concepts": ["organizational_culture"], "child_concepts": ["sharing_principles"], "confidence_score": 0.79, "entity_id": "E-84ec8f824255", "transformation_logs": [{"id": "transform_informat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.79, "reasoning": "LLM-generated hierarchy with confidence 0.790", "started_at": "2025-12-03T15:29:40.074960Z", "completed_at": "2025-12-03T15:29:40.074965Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2337, "end_index": 2356, "surrounding_text": ", information sharing).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650894Z"}], "source_entity_names": ["information sharing"], "hierarchical_evidence": ["Shift from information withholding to information sharing", "Evolution from 'need to know' to 'responsibility to provide' paradigms"], "taxonomic_reasoning": "Conceptual models that define approaches to information sharing"}, {"id": "mission_operations", "name": "Mission Operations", "definition": "Core military and defense operations that rely on data for mission success", "parent_concepts": ["operational_domains"], "child_concepts": ["warfighting_operations", "intelligence_operations"], "confidence_score": 0.88, "entity_id": "E-58ff79c7b8bd", "transformation_logs": [{"id": "transform_mission_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.076325Z", "completed_at": "2025-12-03T15:29:40.076334Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1256, "end_index": 1263, "surrounding_text": "essential and integral part of the mission itself.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.700447Z"}], "hierarchical_evidence": ["Warfighting and intelligence are core mission operations", "These operations require data support for effectiveness"], "taxonomic_reasoning": "Primary operational areas that define DoD's core mission functions"}, {"id": "business_operations", "name": "Business Operations", "definition": "Administrative and support functions that enable mission operations", "parent_concepts": ["operational_domains"], "child_concepts": ["business_support_systems"], "confidence_score": 0.84, "entity_id": "E-ef6c26fb1c4d", "transformation_logs": [{"id": "transform_business", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.077679Z", "completed_at": "2025-12-03T15:29:40.077688Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 611, "end_index": 619, "surrounding_text": "Bringing together business and technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007850Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 1548, "end_index": 1556, "surrounding_text": "Objective 5: DoD has processes to create, align, implement, and manage business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3207, "end_index": 3215, "surrounding_text": "Objective 4: DoD implements master data management for business, intelligence, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007886Z"}], "hierarchical_evidence": ["Business systems support daily operations", "Business operations provide administrative support to mission functions"], "taxonomic_reasoning": "Support operations that enable and sustain mission activities"}, {"id": "electronic_collection_systems", "name": "Electronic Collection Systems", "definition": "Automated systems for gathering data from electronic sources", "parent_concepts": ["data_collection_methods"], "confidence_score": 0.83, "entity_id": "E-1b75e0df7b27", "transformation_logs": [{"id": "transform_electron", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:40.077745Z", "completed_at": "2025-12-03T15:29:40.077750Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1231, "end_index": 1252, "surrounding_text": "must enable electronic collection of data at the point of creation and maintain the pedigree of that", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.647623Z"}], "source_entity_names": ["electronic collection"], "hierarchical_evidence": ["Electronic collection represents automated data gathering", "Systems collect data from electronic sources at point of creation"], "taxonomic_reasoning": "Specific technical implementation of data collection capabilities"}, {"id": "data_tagging_services", "name": "Data Tagging Services", "definition": "Services that add metadata and classification information to data", "parent_concepts": ["data_processing_activities"], "confidence_score": 0.8, "transformation_logs": [{"id": "transform_data_tag", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.8, "reasoning": "LLM-generated hierarchy with confidence 0.800", "started_at": "2025-12-03T15:29:40.083144Z", "completed_at": "2025-12-03T15:29:40.083170Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Data must be tagged with pedigree information", "Tagging services add metadata for data identification and tracking"], "taxonomic_reasoning": "Specific service for enhancing data with descriptive metadata"}, {"id": "data_cataloging_services", "name": "Data Cataloging Services", "definition": "Services that organize and index data for discovery and retrieval", "parent_concepts": ["data_processing_activities"], "confidence_score": 0.78, "transformation_logs": [{"id": "transform_data_cat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.78, "reasoning": "LLM-generated hierarchy with confidence 0.780", "started_at": "2025-12-03T15:29:40.088538Z", "completed_at": "2025-12-03T15:29:40.088561Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Data must be cataloged for organization and discovery", "Cataloging services create searchable indexes of available data"], "taxonomic_reasoning": "Specific service for organizing data into discoverable catalogs"}, {"id": "enterprise_storage_systems", "name": "Enterprise Storage Systems", "definition": "Large-scale storage infrastructure for maintaining organizational data", "parent_concepts": ["data_storage_management"], "confidence_score": 0.82, "transformation_logs": [{"id": "transform_enterpri", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.82, "reasoning": "LLM-generated hierarchy with confidence 0.820", "started_at": "2025-12-03T15:29:40.093850Z", "completed_at": "2025-12-03T15:29:40.093873Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 23, "surrounding_text": "...data-centric enterprise...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348705Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3227, "end_index": 3243, "surrounding_text": ") Architecture \u2013 DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353427Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2272, "end_index": 2283, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211799Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2819, "end_index": 2842, "surrounding_text": "and transform into a data-centric enterprise.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213500Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4630, "end_index": 4644, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417251Z"}], "source_entity_names": ["data-centric enterprise", "enterprise cloud", "DoD systems", "weapon systems"], "hierarchical_evidence": ["Enterprise cloud provides storage capabilities", "Enterprise capabilities include large-scale data storage"], "taxonomic_reasoning": "Infrastructure systems that provide scalable data storage capabilities"}, {"id": "identity_management_systems", "name": "Identity Management Systems", "definition": "Systems that manage user identities and credentials for data access", "parent_concepts": ["access_control_mechanisms"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_identity", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.099193Z", "completed_at": "2025-12-03T15:29:40.099214Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1246, "end_index": 1260, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350041Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2846, "end_index": 2878, "surrounding_text": "opportunity to fully automate the information management lifecycle, properly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352850Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2927, "end_index": 2945, "surrounding_text": "secure data, and maintain end-to-end records management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352942Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1310, "end_index": 1325, "surrounding_text": "Improving data management will enhance the Department's ability to fight and win wars in an era", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.208942Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2272, "end_index": 2283, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211799Z"}], "source_entity_names": ["DoD management", "information management lifecycle", "records management", "data management", "DoD systems"], "hierarchical_evidence": ["ICAM provides identity, credential, and access management", "Identity management systems control user authentication"], "taxonomic_reasoning": "Technical systems for managing user identities and authentication"}, {"id": "authorization_frameworks", "name": "Authorization Frameworks", "definition": "Frameworks that determine what resources users can access based on their roles and permissions", "parent_concepts": ["access_control_mechanisms"], "confidence_score": 0.81, "entity_id": "E-c53847873484", "transformation_logs": [{"id": "transform_authoriz", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.81, "reasoning": "LLM-generated hierarchy with confidence 0.810", "started_at": "2025-12-03T15:29:40.100584Z", "completed_at": "2025-12-03T15:29:40.100593Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}], "hierarchical_evidence": ["System authorizes individuals and non-person entities", "Appropriate mechanisms control access based on authorization"], "taxonomic_reasoning": "Policy and technical frameworks for controlling resource access"}, {"id": "paradigm_shift_initiatives", "name": "Paradigm Shift Initiatives", "definition": "Specific programs and efforts to change organizational information sharing culture", "parent_concepts": ["cultural_transformation"], "confidence_score": 0.77, "transformation_logs": [{"id": "transform_paradigm", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.77, "reasoning": "LLM-generated hierarchy with confidence 0.770", "started_at": "2025-12-03T15:29:40.105728Z", "completed_at": "2025-12-03T15:29:40.105748Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 2848, "end_index": 2862, "surrounding_text": "As such, DoD is making the cultural shift from the need to know (i.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.251581Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2227, "end_index": 2241, "surrounding_text": "As such, DoD is making the cultural shift from the need to know (i.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650500Z"}], "source_entity_names": ["cultural shift"], "hierarchical_evidence": ["Shift from 'need to know' to 'responsibility to provide'", "Initiatives drive fundamental changes in information sharing approach"], "taxonomic_reasoning": "Specific change management efforts targeting cultural transformation"}, {"id": "sharing_principles", "name": "Sharing Principles", "definition": "Fundamental principles that guide information sharing decisions and behaviors", "parent_concepts": ["information_sharing_paradigms"], "confidence_score": 0.75, "entity_id": "E-1b59686b78a4", "transformation_logs": [{"id": "transform_sharing_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.75, "reasoning": "LLM-generated hierarchy with confidence 0.750", "started_at": "2025-12-03T15:29:40.107162Z", "completed_at": "2025-12-03T15:29:40.107172Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}], "hierarchical_evidence": ["Principles guide choice between information withholding and sharing", "Sharing principles define organizational approach to information distribution"], "taxonomic_reasoning": "Core principles that define organizational information sharing philosophy"}, {"id": "warfighting_operations", "name": "Warfighting Operations", "definition": "Combat and tactical operations that require real-time data support", "parent_concepts": ["mission_operations"], "confidence_score": 0.86, "entity_id": "E-f0ddb009f781", "transformation_logs": [{"id": "transform_warfight", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.108516Z", "completed_at": "2025-12-03T15:29:40.108524Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "MilitaryOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MilitaryOperation", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2389, "end_index": 2400, "surrounding_text": "available across warfighting, intelligence, and business systems is essential to gaining an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3729, "end_index": 3740, "surrounding_text": "As DoD modernizes and integrates AI technologies into joint warfighting,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651018Z"}], "hierarchical_evidence": ["Warfighting represents core military combat operations", "Warfighting operations require data support for tactical advantage"], "taxonomic_reasoning": "Primary combat operations that define military mission success"}, {"id": "intelligence_operations", "name": "Intelligence Operations", "definition": "Information gathering and analysis operations that support decision-making", "parent_concepts": ["mission_operations"], "confidence_score": 0.84, "entity_id": "E-5feaefc487e9", "transformation_logs": [{"id": "transform_intellig", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.109880Z", "completed_at": "2025-12-03T15:29:40.109888Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "IntelligenceOperation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/IntelligenceOperation", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2402, "end_index": 2414, "surrounding_text": "available across warfighting, intelligence, and business systems is essential to gaining an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651112Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3342, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651127Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3376, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651145Z"}], "hierarchical_evidence": ["Intelligence operations provide information for decision-making", "Intelligence represents core mission capability for situational awareness"], "taxonomic_reasoning": "Information operations that provide intelligence support to missions"}, {"id": "business_support_systems", "name": "Business Support Systems", "definition": "Administrative and logistical systems that support organizational operations", "parent_concepts": ["business_operations"], "confidence_score": 0.8, "entity_id": "E-a71f0c3c2e8a", "transformation_logs": [{"id": "transform_business", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.8, "reasoning": "LLM-generated hierarchy with confidence 0.800", "started_at": "2025-12-03T15:29:40.109943Z", "completed_at": "2025-12-03T15:29:40.109948Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 761, "end_index": 777, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.968094Z"}], "source_entity_names": ["business systems"], "hierarchical_evidence": ["Business systems support daily operations", "Business support systems provide administrative capabilities"], "taxonomic_reasoning": "Technical systems that enable business and administrative functions"}, {"id": "dod_data_governance", "name": "DoD Data Governance", "definition": "Comprehensive framework for managing and governing data within the Department of Defense", "parent_concepts": ["defense_data_systems"], "child_concepts": ["organizational_structure", "data_management_processes", "strategic_framework"], "confidence_score": 0.95, "entity_id": "E-971b66e55e0e", "transformation_logs": [{"id": "transform_dod_data", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:40.109997Z", "completed_at": "2025-12-03T15:29:40.110002Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}], "source_entity_names": ["data governance"], "hierarchical_evidence": ["DoD-wide policy establishes governance framework", "Modern governance framework encompasses data management processes"], "taxonomic_reasoning": "Root concept encompassing all DoD data governance activities and structures"}, {"id": "artificial_intelligence_ecosystem", "name": "Artificial Intelligence Ecosystem", "definition": "AI-related technologies, processes, and applications within DoD context", "parent_concepts": ["defense_data_systems"], "child_concepts": ["ai_training_data", "ai_models", "ai_applications"], "confidence_score": 0.93, "entity_id": "E-877af5ba6eab", "transformation_logs": [{"id": "transform_artifici", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.110056Z", "completed_at": "2025-12-03T15:29:40.110061Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "System", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/System", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3331, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653360Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3365, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653379Z"}], "source_entity_names": ["Artificial Intelligence"], "hierarchical_evidence": ["AI encompasses training data, models, and applications", "Algorithmic warfare represents AI application domain"], "taxonomic_reasoning": "Comprehensive AI domain covering data, models, and operational applications"}, {"id": "ai_models", "name": "AI Models", "definition": "Algorithmic models and systems implementing artificial intelligence", "parent_concepts": ["artificial_intelligence_ecosystem"], "child_concepts": ["algorithmic_models", "algorithm_models"], "confidence_score": 0.91, "entity_id": "E-1e4a3315a082", "transformation_logs": [{"id": "transform_ai_model", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.111482Z", "completed_at": "2025-12-03T15:29:40.111497Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Algorithm", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Algorithm", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1306, "end_index": 1308, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1586, "end_index": 1588, "surrounding_text": "the DoD CDO will govern the Department\u2019s data management efforts and ensure sustained focus", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580847Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1769, "end_index": 1771, "surrounding_text": "Digital Modernization program, ensuring synchronization with DoD\u2019s cloud; AI; Command,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580865Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2036, "end_index": 2038, "surrounding_text": "The CDO Council, chaired by the DoD CDO, will serve as the primary venue for collaboration", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580882Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3117, "end_index": 3119, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580901Z"}], "hierarchical_evidence": ["Algorithmic models represent AI implementation", "Algorithm models are computational AI systems"], "taxonomic_reasoning": "Computational models implementing AI algorithms and decision-making systems"}, {"id": "ai_applications", "name": "AI Applications", "definition": "Operational applications of artificial intelligence in military contexts", "parent_concepts": ["artificial_intelligence_ecosystem"], "child_concepts": ["warfighting_applications"], "confidence_score": 0.89, "entity_id": "E-1e4a3315a082", "transformation_logs": [{"id": "transform_ai_appli", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.112882Z", "completed_at": "2025-12-03T15:29:40.112891Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1306, "end_index": 1308, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1586, "end_index": 1588, "surrounding_text": "the DoD CDO will govern the Department\u2019s data management efforts and ensure sustained focus", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580847Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1769, "end_index": 1771, "surrounding_text": "Digital Modernization program, ensuring synchronization with DoD\u2019s cloud; AI; Command,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580865Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2036, "end_index": 2038, "surrounding_text": "The CDO Council, chaired by the DoD CDO, will serve as the primary venue for collaboration", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580882Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3117, "end_index": 3119, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580901Z"}], "hierarchical_evidence": ["Algorithmic warfare represents AI application in military operations", "Joint warfighting benefits from AI applications"], "taxonomic_reasoning": "Operational deployment of AI technologies in military and defense contexts"}, {"id": "data_fitness_criteria", "name": "Data Fitness Criteria", "definition": "Standards defining data suitability for specific purposes", "parent_concepts": ["data_quality_standards"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_data_fit", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.118129Z", "completed_at": "2025-12-03T15:29:40.118145Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Specification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Specification", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Data fit for purpose requires discoverability and understanding", "Context and intended use define fitness criteria"], "taxonomic_reasoning": "Criteria ensuring data meets specific operational and analytical requirements"}, {"id": "quality_assurance_processes", "name": "Quality Assurance Processes", "definition": "Processes ensuring data quality and minimizing bias", "parent_concepts": ["data_quality_standards"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_quality_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.123478Z", "completed_at": "2025-12-03T15:29:40.123497Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3651, "end_index": 3660, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354314Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4029, "end_index": 4038, "surrounding_text": "effectual processes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354327Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 12, "surrounding_text": "...data quality...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.246602Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 2196, "end_index": 2205, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.251366Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 2712, "end_index": 2721, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.251387Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4082, "end_index": 4094, "surrounding_text": "quality datasets (TQD) that are the pieces of information and associated labels used to build", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255678Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4919, "end_index": 4931, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255699Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 519, "end_index": 531, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684698Z"}], "source_entity_names": ["processes", "data quality", "quality data"], "hierarchical_evidence": ["Quality data requires bias minimization", "Data representation affects quality assurance"], "taxonomic_reasoning": "Systematic processes ensuring data quality and reducing systematic biases"}, {"id": "ethical_compliance", "name": "Ethical Compliance", "definition": "Ethical standards and considerations in data management", "parent_concepts": ["data_quality_standards"], "confidence_score": 0.88, "entity_id": "E-719f54eb65af", "transformation_logs": [{"id": "transform_ethical_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.124862Z", "completed_at": "2025-12-03T15:29:40.124871Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Obligation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Obligation", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}], "hierarchical_evidence": ["Ethical considerations encompass data management concerns", "Responsible brokerage represents ethical practices"], "taxonomic_reasoning": "Ethical framework ensuring responsible and compliant data practices"}, {"id": "policy_structure", "name": "Policy Structure", "definition": "Hierarchical policy framework governing data operations", "parent_concepts": ["governance_framework"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_policy_s", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.129954Z", "completed_at": "2025-12-03T15:29:40.129974Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3722, "end_index": 3737, "surrounding_text": "should only be restricted when required by law or DoD-wide policy and where security, privacy,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.253681Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 10, "surrounding_text": "...DoD policy...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.888778Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3101, "end_index": 3116, "surrounding_text": "should only be restricted when required by law or DoD-wide policy and where security, privacy,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652637Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...policy compliance...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828699Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 10, "surrounding_text": "...DoD policy...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.581585Z"}], "source_entity_names": ["DoD-wide policy", "DoD policy", "policy compliance"], "hierarchical_evidence": ["DoD-wide policy establishes default posture", "Legal framework provides policy foundation"], "taxonomic_reasoning": "Hierarchical policy structure from legal requirements to operational defaults"}, {"id": "security_privacy_framework", "name": "Security Privacy Framework", "definition": "Integrated security and privacy protection measures", "parent_concepts": ["governance_framework"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.135277Z", "completed_at": "2025-12-03T15:29:40.135301Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1010, "end_index": 1027, "surrounding_text": "and ensure our nation's security.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207815Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1266, "end_index": 1281, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.208742Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1402, "end_index": 1429, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967557Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 3360, "end_index": 3376, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.971554Z"}], "source_entity_names": ["Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "nation's security", "shared security", "DoD Data Strategy Framework", "security domains"], "hierarchical_evidence": ["Security and privacy form integrated framework", "Visibility controls balance access and protection"], "taxonomic_reasoning": "Comprehensive framework balancing security, privacy, and operational visibility"}, {"id": "data_sharing_processes", "name": "Data Sharing Processes", "definition": "Processes governing data sharing and distribution", "parent_concepts": ["data_management_processes"], "confidence_score": 0.9, "entity_id": "E-31ebb0ebd418", "transformation_logs": [{"id": "transform_data_sha", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.135377Z", "completed_at": "2025-12-03T15:29:40.135383Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}], "source_entity_names": ["data sharing"], "hierarchical_evidence": ["Data sharing encompasses sharing mechanisms", "Use controls govern data sharing processes"], "taxonomic_reasoning": "Systematic processes for controlled data sharing and distribution"}, {"id": "data_integration_processes", "name": "Data Integration Processes", "definition": "Processes for integrating data from multiple sources", "parent_concepts": ["data_management_processes"], "confidence_score": 0.88, "entity_id": "E-fd83b3623a52", "transformation_logs": [{"id": "transform_data_int", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.135435Z", "completed_at": "2025-12-03T15:29:40.135441Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}], "source_entity_names": ["data integration"], "hierarchical_evidence": ["Rapid integration supports immediate operational needs", "Long-term competency ensures sustained integration capability"], "taxonomic_reasoning": "Integration processes balancing immediate needs with long-term capabilities"}, {"id": "component_organizations", "name": "Component Organizations", "definition": "Organizational units within DoD data governance structure", "parent_concepts": ["organizational_structure"], "confidence_score": 0.89, "entity_id": "E-eed094bb04ff", "transformation_logs": [{"id": "transform_componen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.136883Z", "completed_at": "2025-12-03T15:29:40.136897Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.95, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}], "hierarchical_evidence": ["DoD Components represent organizational units"], "taxonomic_reasoning": "Organizational entities implementing data governance within DoD structure"}, {"id": "training_datasets", "name": "Training Datasets", "definition": "Curated datasets optimized for AI model training", "parent_concepts": ["ai_training_data"], "confidence_score": 0.94, "transformation_logs": [{"id": "transform_training", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:40.142082Z", "completed_at": "2025-12-03T15:29:40.142105Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationBearingEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingEntity", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2249, "end_index": 2281, "surrounding_text": ") Data for Artificial Intelligence Training \u2013 Data sets for A.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.351913Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2298, "end_index": 2311, "surrounding_text": ") Data for Artificial Intelligence Training \u2013 Data sets for A.I. training and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352005Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 34, "end_index": 38, "surrounding_text": ") Make Data Trustworthy \u2013 Consumers can be confident in all aspects of data for", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204583Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 98, "end_index": 102, "surrounding_text": ") Make Data Trustworthy \u2013 Consumers can be confident in all aspects of data for", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204600Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 135, "end_index": 139, "surrounding_text": ") Make Data Interoperable \u2013 Consumers have a common representation/", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204616Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 214, "end_index": 218, "surrounding_text": "comprehension of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204628Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 230, "end_index": 234, "surrounding_text": ") Make Data Secure \u2013 Consumers know that data is protected from unauthorized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204645Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1229, "end_index": 1231, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211135Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1577, "end_index": 1579, "surrounding_text": "data to capitalize on strategic and tactical opportunities that are currently unavailable.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1616, "end_index": 1618, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2241, "end_index": 2243, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2429, "end_index": 2431, "surrounding_text": "whichever side can better leverage data will gain military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211207Z"}], "source_entity_names": ["data", "Artificial Intelligence Training", "A.I. training", "AI"], "hierarchical_evidence": ["High-quality datasets meet training requirements", "TQD represents standardized training datasets"], "taxonomic_reasoning": "Specialized datasets meeting quality standards for AI training"}, {"id": "data_preparation", "name": "Data Preparation", "definition": "Processes preparing data for AI training applications", "parent_concepts": ["ai_training_data"], "confidence_score": 0.87, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_pre", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.143488Z", "completed_at": "2025-12-03T15:29:40.143498Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Information pieces require processing for training data"], "taxonomic_reasoning": "Preparation processes transforming raw information into training-ready data"}, {"id": "data_labeling", "name": "Data Labeling", "definition": "Assignment of labels and annotations to training data", "parent_concepts": ["ai_training_data"], "confidence_score": 0.86, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_lab", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.144908Z", "completed_at": "2025-12-03T15:29:40.144922Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Associated labels are essential for supervised learning"], "taxonomic_reasoning": "Labeling processes creating supervised learning datasets"}, {"id": "competitive_advantage", "name": "Competitive Advantage", "definition": "Strategic superiority achieved through modernization efforts", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.9, "entity_id": "E-a1963b32fa73", "transformation_logs": [{"id": "transform_competit", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.146252Z", "completed_at": "2025-12-03T15:29:40.146261Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3911, "end_index": 3920, "surrounding_text": "We must also understand that our competitors gain advantage if these assets", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654642Z"}], "hierarchical_evidence": ["AI provides competitive advantage over adversaries", "Risk of compromise threatens competitive position"], "taxonomic_reasoning": "Strategic benefits and risks associated with AI implementation"}, {"id": "strategic_planning", "name": "Strategic Planning", "definition": "High-level planning and strategic direction for organizational data initiatives", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["dod_strategy", "capability_planning", "funding_authorization"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.151337Z", "completed_at": "2025-12-03T15:29:40.151356Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "PlanningProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/PlanningProcess", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1057, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215961Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4380, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4002, "end_index": 4027, "surrounding_text": "Data is a Strategic Asset", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.972996Z"}], "source_entity_names": ["Strategic Asset", "strategic asset", "strategic opportunities", "Data is a Strategic Asset"], "hierarchical_evidence": ["Strategic planning encompasses DoD strategy and capability development", "Funding and authorization are strategic planning components"], "taxonomic_reasoning": "Strategic level concepts grouped under planning umbrella based on organizational hierarchy and decision-making authority"}, {"id": "compliance_and_policy", "name": "Compliance and Policy", "definition": "Legal, regulatory, and policy frameworks governing data management", "parent_concepts": ["data_governance_framework"], "child_concepts": ["ethical_considerations", "policy_implementation"], "confidence_score": 0.94, "entity_id": "E-dcfa3d30c19d", "transformation_logs": [{"id": "transform_complian", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:40.151428Z", "completed_at": "2025-12-03T15:29:40.151434Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Obligation", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Obligation", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...policy compliance...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828699Z"}], "source_entity_names": ["policy compliance"], "hierarchical_evidence": ["Compliance encompasses regulatory and policy requirements", "Legal frameworks include legislation and regulation"], "taxonomic_reasoning": "Compliance activities grouped under governance based on regulatory authority and policy enforcement"}, {"id": "dod_strategy", "name": "DoD Strategy", "definition": "Department of Defense strategic data initiatives and planning", "parent_concepts": ["strategic_planning"], "confidence_score": 0.96, "entity_id": "E-0616d043809f", "transformation_logs": [{"id": "transform_dod_stra", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.96, "reasoning": "LLM-generated hierarchy with confidence 0.960", "started_at": "2025-12-03T15:29:40.151488Z", "completed_at": "2025-12-03T15:29:40.151493Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584433Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2325, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584471Z"}], "source_entity_names": ["DoD Data Strategy"], "hierarchical_evidence": ["DoD Data Strategy encompasses departmental data goals", "Department-level strategy guides organizational direction"], "taxonomic_reasoning": "DoD-specific strategic elements grouped under organizational strategy umbrella"}, {"id": "capability_planning", "name": "Capability Planning", "definition": "Planning and development of essential organizational capabilities", "parent_concepts": ["strategic_planning"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_capabili", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.156615Z", "completed_at": "2025-12-03T15:29:40.156636Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "PlanningProcess", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/PlanningProcess", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 34, "surrounding_text": "...requirements adjustment capability...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829610Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 19, "surrounding_text": "...capability creation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834691Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...capability sustainment...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834743Z"}], "source_entity_names": ["requirements adjustment capability", "capability creation", "capability sustainment"], "hierarchical_evidence": ["Essential capabilities require strategic planning and implementation", "Implementation plans support capability development"], "taxonomic_reasoning": "Capability-focused planning activities grouped based on strategic development requirements"}, {"id": "funding_authorization", "name": "Funding and Authorization", "definition": "Financial and authorization processes for strategic initiatives", "parent_concepts": ["strategic_planning"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_funding_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.161920Z", "completed_at": "2025-12-03T15:29:40.161942Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3792, "end_index": 3810, "surrounding_text": ") Talent and Culture \u2013 DoD workforce (Service Members, Civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354816Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3930, "end_index": 3959, "surrounding_text": "Vision and Guiding Principles.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215638Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4952, "end_index": 4996, "surrounding_text": "Enterprise-Wide Data Access and Availability .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.216357Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 552, "end_index": 596, "surrounding_text": "Enterprise-Wide Data Access and Availability .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.411964Z"}], "source_entity_names": ["Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "Talent and Culture", "Vision and Guiding Principles", "Enterprise-Wide Data Access and Availability"], "hierarchical_evidence": ["Funding and authorization are critical success factors", "Operational authorizations enable system deployment"], "taxonomic_reasoning": "Financial and authorization processes grouped based on resource allocation and approval authority"}, {"id": "data_usage_management", "name": "Data Usage Management", "definition": "Management of data utilization, sharing, and application purposes", "parent_concepts": ["data_lifecycle_management"], "confidence_score": 0.9, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_usa", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.162015Z", "completed_at": "2025-12-03T15:29:40.162022Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data usage encompasses sharing, specification, and purpose definition", "Usage management controls data application and distribution"], "taxonomic_reasoning": "Usage-related activities grouped based on data utilization control and purpose alignment"}, {"id": "policy_implementation", "name": "Policy Implementation", "definition": "Implementation and enforcement of organizational data policies", "parent_concepts": ["compliance_and_policy"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_policy_i", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.167127Z", "completed_at": "2025-12-03T15:29:40.167149Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.357483Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 34, "surrounding_text": "...Data Strategy Implementation Plans...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.205813Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 3439, "end_index": 3459, "surrounding_text": "Implementation Plans .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.414012Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3722, "end_index": 3737, "surrounding_text": "should only be restricted when required by law or DoD-wide policy and where security, privacy,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.253681Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 2127, "end_index": 2147, "surrounding_text": "capabilities are left to future data strategy implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.688670Z"}], "source_entity_names": ["Data Strategy Implementation Plans", "Implementation Plans", "DoD-wide policy", "implementation plans"], "hierarchical_evidence": ["Policy implementation includes data policies and compliance design", "Design for Compliance ensures policy adherence in solutions"], "taxonomic_reasoning": "Policy-related implementation activities grouped based on organizational governance and compliance requirements"}, {"id": "technical_solutions", "name": "Technical Solutions", "definition": "Technology implementations and architectural solutions for data management", "parent_concepts": ["operational_implementation"], "confidence_score": 0.92, "entity_id": "E-e13e6b64b390", "transformation_logs": [{"id": "transform_technica", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.168528Z", "completed_at": "2025-12-03T15:29:40.168536Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2164, "end_index": 2173, "surrounding_text": ") Design for Compliance \u2013 DoD must implement IT solutions that provide an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912585Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4366, "end_index": 4375, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912605Z"}], "hierarchical_evidence": ["Technical solutions include IT implementation and architecture", "Technology changes require architectural adaptation"], "taxonomic_reasoning": "Technology-focused solutions grouped based on technical implementation and system design requirements"}, {"id": "dod_data_architecture", "name": "DoD Data Architecture", "definition": "Comprehensive framework for Department of Defense data management and utilization systems", "parent_concepts": ["defense_data_systems"], "child_concepts": ["technical_capabilities", "architectural_approaches"], "confidence_score": 0.95, "entity_id": "E-b68f4a27f559", "transformation_logs": [{"id": "transform_dod_data", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:40.168612Z", "completed_at": "2025-12-03T15:29:40.168618Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}], "source_entity_names": ["DoD data"], "hierarchical_evidence": ["DoD architecture encompasses data and systems architecture evolution", "Open data architecture is part of broader DoD architectural framework"], "taxonomic_reasoning": "Root concept encompassing all DoD data-related architectural elements and strategic initiatives"}, {"id": "architectural_approaches", "name": "Architectural Approaches", "definition": "Strategic methodologies and design philosophies for DoD data architecture", "parent_concepts": ["dod_data_architecture"], "child_concepts": ["agile_architecture"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_architec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.173564Z", "completed_at": "2025-12-03T15:29:40.173583Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 2657, "end_index": 2685, "surrounding_text": "agile architectural approach enables incremental value to be delivered by balancing emergent", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.689987Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2036, "end_index": 2064, "surrounding_text": "agile architectural approach enables incremental value to be delivered by balancing emergent", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.830491Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 32, "surrounding_text": "...data asset management approaches...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831080Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 33, "surrounding_text": "...data asset utilization approaches...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831129Z"}], "source_entity_names": ["agile architectural approach", "data asset management approaches", "data asset utilization approaches"], "hierarchical_evidence": ["Agile architectural approach represents strategic design methodology", "Open-architecture capabilities enable flexible system design"], "taxonomic_reasoning": "High-level design philosophies that guide DoD data architecture implementation"}, {"id": "organizational_roles", "name": "Organizational Roles", "definition": "Key positions and entities responsible for DoD data governance and oversight", "parent_concepts": ["organizational_governance"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.178549Z", "completed_at": "2025-12-03T15:29:40.178569Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "SocialRole", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialRole", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4748, "end_index": 4774, "surrounding_text": "To exploit data fully for decision-making, DoD is defining roles and responsibilities for data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.974674Z"}], "source_entity_names": ["roles and responsibilities"], "hierarchical_evidence": ["DoD CDO represents executive data leadership role", "Director, Operational Test and Evaluation oversees testing functions"], "taxonomic_reasoning": "Organizational positions with specific responsibilities for data governance and evaluation"}, {"id": "environmental_challenges", "name": "Environmental Challenges", "definition": "Difficult operational conditions that impact DoD data system performance", "parent_concepts": ["operational_environment"], "confidence_score": 0.88, "entity_id": "E-7e73a810ecb5", "transformation_logs": [{"id": "transform_environm", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.179970Z", "completed_at": "2025-12-03T15:29:40.179979Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}], "hierarchical_evidence": ["Adversaries and adversary adaptation create challenging conditions", "Congested and contested environments represent operational constraints"], "taxonomic_reasoning": "External factors that create operational difficulties for DoD data systems"}, {"id": "user_context", "name": "User Context", "definition": "User-related factors that influence DoD data system design and implementation", "parent_concepts": ["operational_environment"], "confidence_score": 0.87, "entity_id": "E-a011c723544c", "transformation_logs": [{"id": "transform_user_con", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.181294Z", "completed_at": "2025-12-03T15:29:40.181303Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}], "hierarchical_evidence": ["User needs and current users represent user context factors", "DoD systems diversity reflects varied user requirements"], "taxonomic_reasoning": "User-centered factors that shape system requirements and design decisions"}, {"id": "agile_architecture", "name": "Agile Architecture", "definition": "Flexible architectural approach emphasizing iterative development and adaptive design", "parent_concepts": ["architectural_approaches"], "confidence_score": 0.91, "entity_id": "E-3f3b36ee6ae1", "transformation_logs": [{"id": "transform_agile_ar", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.182650Z", "completed_at": "2025-12-03T15:29:40.182659Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}], "hierarchical_evidence": ["Agile architectural approach includes emergent and intentional design", "Emergent design and intentional architecture are agile methodologies"], "taxonomic_reasoning": "Agile methodology applied to architectural design with both planned and adaptive elements"}, {"id": "data_utilization_systems", "name": "Data Utilization Systems", "definition": "Systems and methods for effectively using and analyzing DoD data assets", "parent_concepts": ["data_management_systems"], "confidence_score": 0.9, "entity_id": "E-1ab9f346256a", "transformation_logs": [{"id": "transform_data_uti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.182711Z", "completed_at": "2025-12-03T15:29:40.182716Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "System", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/System", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 16, "surrounding_text": "...data utilization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.976634Z"}], "source_entity_names": ["data utilization"], "hierarchical_evidence": ["Data asset utilization approaches enable effective data use", "Data and information utilization enablement support system functionality"], "taxonomic_reasoning": "Systems focused on maximizing value extraction from DoD data assets"}, {"id": "data_exchange_systems", "name": "Data Exchange Systems", "definition": "Systems and protocols for sharing and transferring data across DoD operations", "parent_concepts": ["data_management_systems"], "confidence_score": 0.89, "entity_id": "E-b6a32722dc0e", "transformation_logs": [{"id": "transform_data_exc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.182765Z", "completed_at": "2025-12-03T15:29:40.182787Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "System", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/System", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}], "source_entity_names": ["data exchange"], "hierarchical_evidence": ["Data sharing methods and secure data exchange enable information transfer", "Data interchange specifications and physical encoding support exchange systems"], "taxonomic_reasoning": "Technical systems enabling secure and effective data sharing across DoD operations"}, {"id": "development_capabilities", "name": "Development Capabilities", "definition": "Technical capabilities for rapid and agile development of DoD data applications", "parent_concepts": ["technical_capabilities"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_developm", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.187853Z", "completed_at": "2025-12-03T15:29:40.187872Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2713, "end_index": 2735, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 1089, "end_index": 1111, "surrounding_text": "Essential Capabilities .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.412341Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4675, "end_index": 4696, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.417450Z"}], "source_entity_names": ["Essential Capabilities", "DoD capabilities", "essential capabilities", "advanced capabilities"], "hierarchical_evidence": ["Rapid development and continuous deployment are development capabilities", "Lightweight applications represent development approach"], "taxonomic_reasoning": "Technical capabilities that enable fast, efficient development of data applications"}, {"id": "standards_management", "name": "Standards Management", "definition": "Management and implementation of standards for DoD data operations", "parent_concepts": ["governance_framework"], "confidence_score": 0.87, "entity_id": "E-b70a4e2d8617", "transformation_logs": [{"id": "transform_standard", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.187943Z", "completed_at": "2025-12-03T15:29:40.187949Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 25, "surrounding_text": "...data management standards...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965598Z"}], "source_entity_names": ["data management standards"], "hierarchical_evidence": ["Standards include standards family and industry standards", "Standards management encompasses various standard types"], "taxonomic_reasoning": "Systematic approach to managing and implementing various types of standards"}, {"id": "governance_management", "name": "Governance Management", "definition": "Tools, metrics, and oversight mechanisms for data governance implementation", "parent_concepts": ["data_governance_framework"], "child_concepts": ["governance_tools", "governance_metrics", "governance_oversight"], "confidence_score": 0.92, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.189325Z", "completed_at": "2025-12-03T15:29:40.189338Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Tools, metrics, and oversight are core governance management components", "Governance management requires integrated tooling and measurement"], "taxonomic_reasoning": "Governance operational elements grouped under management concept based on administrative control and measurement integration"}, {"id": "capability_management", "name": "Capability Management", "definition": "Systems for creating, sustaining, and enhancing organizational data capabilities", "parent_concepts": ["organizational_transformation"], "child_concepts": ["capability_creation", "capability_sustainment", "enablement_systems"], "confidence_score": 0.88, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_capabili", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.190734Z", "completed_at": "2025-12-03T15:29:40.190749Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Capability creation and sustainment represent capability lifecycle", "Analytics and technology enablement support capability development"], "taxonomic_reasoning": "Capability-related entities grouped under management concept based on organizational capacity building and systematic enhancement"}, {"id": "governance_tools", "name": "Governance Tools", "definition": "Instruments and systems used for implementing data governance policies", "parent_concepts": ["governance_management"], "confidence_score": 0.85, "entity_id": "E-abbb20e5652b", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.190828Z", "completed_at": "2025-12-03T15:29:40.190835Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 16, "surrounding_text": "...governance tools...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832693Z"}], "source_entity_names": ["governance tools"], "hierarchical_evidence": ["Governance tools are operational instruments for governance management"], "taxonomic_reasoning": "Specific governance implementation instruments"}, {"id": "governance_metrics", "name": "Governance Metrics", "definition": "Measurements and indicators for assessing governance effectiveness", "parent_concepts": ["governance_management"], "confidence_score": 0.85, "entity_id": "E-9ed531fd6712", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.190883Z", "completed_at": "2025-12-03T15:29:40.190888Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 18, "surrounding_text": "...governance metrics...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832741Z"}], "source_entity_names": ["governance metrics"], "hierarchical_evidence": ["Governance metrics provide measurement for governance management"], "taxonomic_reasoning": "Quantitative assessment mechanisms for governance performance"}, {"id": "governance_oversight", "name": "Governance Oversight", "definition": "Supervisory and monitoring functions for governance compliance", "parent_concepts": ["governance_management"], "confidence_score": 0.85, "entity_id": "E-012da6d28556", "transformation_logs": [{"id": "transform_governan", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.190947Z", "completed_at": "2025-12-03T15:29:40.190953Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance oversight...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832818Z"}], "source_entity_names": ["governance oversight"], "hierarchical_evidence": ["Governance oversight provides supervision within governance management"], "taxonomic_reasoning": "Supervisory control mechanisms for governance compliance"}, {"id": "data_creation", "name": "Data Creation", "definition": "Processes and activities for generating new data assets", "parent_concepts": ["data_lifecycle_management"], "confidence_score": 0.83, "entity_id": "E-5b0290f1c32b", "transformation_logs": [{"id": "transform_data_cre", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:40.190999Z", "completed_at": "2025-12-03T15:29:40.191004Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data creation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832871Z"}], "source_entity_names": ["data creation"], "hierarchical_evidence": ["Data creation is initial phase of data lifecycle management"], "taxonomic_reasoning": "Data generation processes within lifecycle framework"}, {"id": "data_disposition", "name": "Data Disposition", "definition": "Process of determining final handling of data at end of lifecycle", "parent_concepts": ["data_operations"], "confidence_score": 0.86, "entity_id": "E-3ace2e90197b", "transformation_logs": [{"id": "transform_data_dis", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.191048Z", "completed_at": "2025-12-03T15:29:40.191053Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 16, "surrounding_text": "...data disposition...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577321Z"}], "source_entity_names": ["data disposition"], "hierarchical_evidence": ["Data disposition is final phase of data lifecycle management"], "taxonomic_reasoning": "Data end-of-life processes within lifecycle framework"}, {"id": "stakeholder_representation", "name": "Stakeholder Representation", "definition": "Mechanisms for ensuring stakeholder voices in governance decisions", "parent_concepts": ["stakeholder_management"], "confidence_score": 0.8, "entity_id": "E-26a51d2d677c", "transformation_logs": [{"id": "transform_stakehol", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.8, "reasoning": "LLM-generated hierarchy with confidence 0.800", "started_at": "2025-12-03T15:29:40.191099Z", "completed_at": "2025-12-03T15:29:40.191105Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...stakeholder representation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833030Z"}], "source_entity_names": ["stakeholder representation"], "hierarchical_evidence": ["Stakeholder representation is key aspect of stakeholder management"], "taxonomic_reasoning": "Participatory mechanisms within stakeholder engagement"}, {"id": "cascading_governance_levels", "name": "Cascading Governance Levels", "definition": "Hierarchical governance structure enabling multi-level decision making", "parent_concepts": ["stakeholder_management"], "confidence_score": 0.78, "entity_id": "E-48156d591c65", "transformation_logs": [{"id": "transform_cascadin", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.78, "reasoning": "LLM-generated hierarchy with confidence 0.780", "started_at": "2025-12-03T15:29:40.191308Z", "completed_at": "2025-12-03T15:29:40.191314Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 27, "surrounding_text": "...cascading governance levels...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833077Z"}], "source_entity_names": ["cascading governance levels"], "hierarchical_evidence": ["Cascading governance levels enable stakeholder management across organizational hierarchy"], "taxonomic_reasoning": "Hierarchical governance structure for stakeholder engagement"}, {"id": "workforce_empowerment", "name": "Workforce Empowerment", "definition": "Initiatives to enable personnel to effectively utilize data in their roles", "parent_concepts": ["workforce_development"], "confidence_score": 0.87, "entity_id": "E-d46e54119d68", "transformation_logs": [{"id": "transform_workforc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.191359Z", "completed_at": "2025-12-03T15:29:40.191363Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 21, "surrounding_text": "...workforce empowerment...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834361Z"}], "source_entity_names": ["workforce empowerment"], "hierarchical_evidence": ["Workforce empowerment is key component of workforce development"], "taxonomic_reasoning": "Personnel enablement within development framework"}, {"id": "data_talent_cultivation", "name": "Data Talent Cultivation", "definition": "Programs for developing specialized data skills and expertise", "parent_concepts": ["workforce_development"], "child_concepts": ["data_skill_training", "centers_for_data_engineering_excellence", "supportive_ecosystem"], "confidence_score": 0.85, "entity_id": "E-5cec90580b23", "transformation_logs": [{"id": "transform_data_tal", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.191407Z", "completed_at": "2025-12-03T15:29:40.191412Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 23, "surrounding_text": "...data talent cultivation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834643Z"}], "source_entity_names": ["data talent cultivation"], "hierarchical_evidence": ["Data talent cultivation includes training, centers of excellence, and supportive ecosystems"], "taxonomic_reasoning": "Specialized skill development within workforce development"}, {"id": "capability_creation", "name": "Capability Creation", "definition": "Processes for developing new organizational data capabilities", "parent_concepts": ["capability_management"], "confidence_score": 0.83, "entity_id": "E-b6476d018da2", "transformation_logs": [{"id": "transform_capabili", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:40.191454Z", "completed_at": "2025-12-03T15:29:40.191459Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 19, "surrounding_text": "...capability creation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834691Z"}], "source_entity_names": ["capability creation"], "hierarchical_evidence": ["Capability creation is component of capability management"], "taxonomic_reasoning": "Capability development processes within management framework"}, {"id": "capability_sustainment", "name": "Capability Sustainment", "definition": "Processes for maintaining and enhancing existing data capabilities", "parent_concepts": ["capability_management"], "confidence_score": 0.83, "entity_id": "E-7e34f6f61c6b", "transformation_logs": [{"id": "transform_capabili", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:40.191505Z", "completed_at": "2025-12-03T15:29:40.191510Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...capability sustainment...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834743Z"}], "source_entity_names": ["capability sustainment"], "hierarchical_evidence": ["Capability sustainment is component of capability management"], "taxonomic_reasoning": "Capability maintenance processes within management framework"}, {"id": "enablement_systems", "name": "Enablement Systems", "definition": "Technology and analytics systems that support organizational capabilities", "parent_concepts": ["capability_management"], "child_concepts": ["analytics_enablement", "technology_enablement"], "confidence_score": 0.81, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_enableme", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.81, "reasoning": "LLM-generated hierarchy with confidence 0.810", "started_at": "2025-12-03T15:29:40.192844Z", "completed_at": "2025-12-03T15:29:40.192854Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Analytics and technology enablement support capability management"], "taxonomic_reasoning": "Technical support systems within capability framework"}, {"id": "policy_development", "name": "Policy Development", "definition": "Processes for creating evidence-based organizational policies", "parent_concepts": ["decision_support_systems"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_policy_d", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.197988Z", "completed_at": "2025-12-03T15:29:40.198013Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3722, "end_index": 3737, "surrounding_text": "should only be restricted when required by law or DoD-wide policy and where security, privacy,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.253681Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3729, "end_index": 3750, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012840Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 10, "surrounding_text": "...DoD policy...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.888778Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3101, "end_index": 3116, "surrounding_text": "should only be restricted when required by law or DoD-wide policy and where security, privacy,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652637Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...policy compliance...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828699Z"}], "source_entity_names": ["DoD-wide policy", "Algorithm development", "DoD policy", "policy compliance"], "hierarchical_evidence": ["Evidence-based policies represent policy development within decision support"], "taxonomic_reasoning": "Policy creation processes within decision support framework"}, {"id": "resolution_mechanisms", "name": "Resolution Mechanisms", "definition": "Systems for addressing issues and making localized decisions", "parent_concepts": ["decision_support_systems"], "child_concepts": ["localized_system_decisions", "issue_resolution", "lowest_level_resolution"], "confidence_score": 0.84, "transformation_logs": [{"id": "transform_resoluti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.203098Z", "completed_at": "2025-12-03T15:29:40.203120Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 1517, "end_index": 1537, "surrounding_text": "oversight mechanisms to identify and promote best practices among the United States and our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.248265Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3419, "end_index": 3441, "surrounding_text": "individuals and non-person entities through appropriate mechanisms.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.253003Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4080, "end_index": 4101, "surrounding_text": "Accessibility requires that protective mechanisms (e.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.709322Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 896, "end_index": 916, "surrounding_text": "oversight mechanisms to identify and promote best practices among the United States and our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646582Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2798, "end_index": 2820, "surrounding_text": "individuals and non-person entities through appropriate mechanisms.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651901Z"}], "source_entity_names": ["oversight mechanisms", "appropriate mechanisms", "protective mechanisms"], "hierarchical_evidence": ["Issue resolution includes lowest level and localized decision mechanisms"], "taxonomic_reasoning": "Problem-solving processes within decision support systems"}, {"id": "workforce_characteristics", "name": "Workforce Characteristics", "definition": "Desired attributes and capabilities of modern DoD workforce", "parent_concepts": ["dod_workforce"], "child_concepts": ["information_advantaged_workforce", "modern_workforce", "agile_workforce"], "confidence_score": 0.8, "entity_id": "E-61a848bb3194", "transformation_logs": [{"id": "transform_workforc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.8, "reasoning": "LLM-generated hierarchy with confidence 0.800", "started_at": "2025-12-03T15:29:40.204510Z", "completed_at": "2025-12-03T15:29:40.204519Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}], "hierarchical_evidence": ["DoD workforce should be modern, agile, and information-advantaged"], "taxonomic_reasoning": "Workforce capability attributes within personnel development"}, {"id": "analytics_enablement", "name": "Analytics Enablement", "definition": "Systems and tools that support analytical capabilities", "parent_concepts": ["enablement_systems"], "confidence_score": 0.75, "entity_id": "E-71d9a93341d9", "transformation_logs": [{"id": "transform_analytic", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.75, "reasoning": "LLM-generated hierarchy with confidence 0.750", "started_at": "2025-12-03T15:29:40.204573Z", "completed_at": "2025-12-03T15:29:40.204579Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...analytics enablement...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833863Z"}], "source_entity_names": ["analytics enablement"], "hierarchical_evidence": ["Analytics enablement is component of enablement systems"], "taxonomic_reasoning": "Analytical support within enablement framework"}, {"id": "technology_enablement", "name": "Technology Enablement", "definition": "Technical infrastructure and platforms supporting data capabilities", "parent_concepts": ["enablement_systems"], "confidence_score": 0.75, "entity_id": "E-16ad2132a4f9", "transformation_logs": [{"id": "transform_technolo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.75, "reasoning": "LLM-generated hierarchy with confidence 0.750", "started_at": "2025-12-03T15:29:40.204627Z", "completed_at": "2025-12-03T15:29:40.204632Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 21, "surrounding_text": "...technology enablement...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833919Z"}], "source_entity_names": ["technology enablement"], "hierarchical_evidence": ["Technology enablement is component of enablement systems"], "taxonomic_reasoning": "Technical support within enablement framework"}, {"id": "data_based_decision_making", "name": "Data-Based Decision Making", "definition": "Decision processes that rely primarily on quantitative data analysis", "parent_concepts": ["decision_making_processes"], "confidence_score": 0.81, "entity_id": "E-9e72da2a8ff2", "transformation_logs": [{"id": "transform_data_bas", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.81, "reasoning": "LLM-generated hierarchy with confidence 0.810", "started_at": "2025-12-03T15:29:40.204677Z", "completed_at": "2025-12-03T15:29:40.204681Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...data-based decision making...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833813Z"}], "source_entity_names": ["data-based decision making"], "hierarchical_evidence": ["Data-based decision making is type of decision making process"], "taxonomic_reasoning": "Quantitative decision approach within process framework"}, {"id": "issue_resolution", "name": "Issue Resolution", "definition": "Systematic approaches for addressing organizational problems and challenges", "parent_concepts": ["resolution_mechanisms"], "confidence_score": 0.77, "entity_id": "E-f7b78a7e6f36", "transformation_logs": [{"id": "transform_issue_re", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.77, "reasoning": "LLM-generated hierarchy with confidence 0.770", "started_at": "2025-12-03T15:29:40.204727Z", "completed_at": "2025-12-03T15:29:40.204732Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 16, "surrounding_text": "...issue resolution...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833130Z"}], "source_entity_names": ["issue resolution"], "hierarchical_evidence": ["Issue resolution is component of resolution mechanisms"], "taxonomic_reasoning": "Problem-solving approach within resolution framework"}, {"id": "lowest_level_resolution", "name": "Lowest Level Resolution", "definition": "Decision-making approach that pushes resolution to the most local appropriate level", "parent_concepts": ["resolution_mechanisms"], "confidence_score": 0.75, "entity_id": "E-0e739e924728", "transformation_logs": [{"id": "transform_lowest_l", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.75, "reasoning": "LLM-generated hierarchy with confidence 0.750", "started_at": "2025-12-03T15:29:40.204784Z", "completed_at": "2025-12-03T15:29:40.204790Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 23, "surrounding_text": "...lowest level resolution...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833181Z"}], "source_entity_names": ["lowest level resolution"], "hierarchical_evidence": ["Lowest level resolution is type of resolution mechanism"], "taxonomic_reasoning": "Decentralized resolution within mechanism framework"}, {"id": "modern_workforce", "name": "Modern Workforce", "definition": "Personnel equipped with contemporary skills and technological capabilities", "parent_concepts": ["workforce_characteristics"], "confidence_score": 0.71, "entity_id": "E-9b84e14d4791", "transformation_logs": [{"id": "transform_modern_w", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.71, "reasoning": "LLM-generated hierarchy with confidence 0.710", "started_at": "2025-12-03T15:29:40.204836Z", "completed_at": "2025-12-03T15:29:40.204840Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 16, "surrounding_text": "...modern workforce...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833971Z"}], "source_entity_names": ["modern workforce"], "hierarchical_evidence": ["Modern workforce is desired characteristic of DoD workforce"], "taxonomic_reasoning": "Contemporary capability attribute within workforce development"}, {"id": "agile_workforce", "name": "Agile Workforce", "definition": "Personnel capable of rapid adaptation and flexible response to changing requirements", "parent_concepts": ["workforce_characteristics"], "confidence_score": 0.71, "entity_id": "E-adb47eaccfd8", "transformation_logs": [{"id": "transform_agile_wo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.71, "reasoning": "LLM-generated hierarchy with confidence 0.710", "started_at": "2025-12-03T15:29:40.204886Z", "completed_at": "2025-12-03T15:29:40.204891Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 15, "surrounding_text": "...agile workforce...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834019Z"}], "source_entity_names": ["agile workforce"], "hierarchical_evidence": ["Agile workforce is desired characteristic of DoD workforce"], "taxonomic_reasoning": "Adaptability attribute within workforce development"}, {"id": "data_experts_collaboration", "name": "Data Experts Collaboration", "definition": "Cooperative interactions among specialized data professionals", "parent_concepts": ["supportive_ecosystem"], "confidence_score": 0.69, "entity_id": "E-0f0297e89cb7", "transformation_logs": [{"id": "transform_data_exp", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.69, "reasoning": "LLM-generated hierarchy with confidence 0.690", "started_at": "2025-12-03T15:29:40.204931Z", "completed_at": "2025-12-03T15:29:40.204936Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...data experts collaboration...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.835011Z"}], "source_entity_names": ["data experts collaboration"], "hierarchical_evidence": ["Data experts collaboration is component of supportive ecosystem"], "taxonomic_reasoning": "Professional cooperation within ecosystem support"}, {"id": "data_infrastructure_systems", "name": "Data Infrastructure Systems", "definition": "Technical systems, platforms, and assets supporting data operations across DoD", "parent_concepts": ["dod_data_ecosystem"], "child_concepts": ["data_sources_systems", "data_assets_resources", "data_security_protection"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_data_inf", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.210146Z", "completed_at": "2025-12-03T15:29:40.210167Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["IT assets and weapons platforms generate and process data", "Business systems manage organizational data operations"], "taxonomic_reasoning": "Technical infrastructure components grouped based on system integration and data processing capabilities"}, {"id": "human_capital_resources", "name": "Human Capital Resources", "definition": "Personnel, expertise, and training resources supporting data operations", "parent_concepts": ["dod_data_ecosystem"], "child_concepts": ["data_workforce", "training_development"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_human_ca", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.215470Z", "completed_at": "2025-12-03T15:29:40.215493Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2565, "end_index": 2579, "surrounding_text": "wars requires that we become world leaders in operationalizing and protecting our data resources", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212472Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 11, "surrounding_text": "...human error...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.250036Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1944, "end_index": 1958, "surrounding_text": "wars requires that we become world leaders in operationalizing and protecting our data resources", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.533344Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "end_index": 11, "surrounding_text": "...human error...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.648724Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4588, "end_index": 4594, "surrounding_text": "minimization of any sources of unintended bias.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658304Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4891, "end_index": 4897, "surrounding_text": "how data is to be used and from which source the data must be consumed.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658321Z"}], "source_entity_names": ["data resources", "human error", "source"], "hierarchical_evidence": ["Data talent and experts provide specialized capabilities", "Training programs develop data skills and competencies"], "taxonomic_reasoning": "Human resources grouped based on expertise development and workforce capabilities"}, {"id": "data_standards_policies", "name": "Data Standards and Policies", "definition": "Standards, regulations, and policy frameworks governing data management practices", "parent_concepts": ["data_governance_framework"], "confidence_score": 0.85, "entity_id": "E-90bf42c1823f", "transformation_logs": [{"id": "transform_data_sta", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.217109Z", "completed_at": "2025-12-03T15:29:40.217118Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2568, "end_index": 2581, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583039Z"}], "hierarchical_evidence": ["Metadata standards define data documentation requirements", "Public laws establish regulatory framework for data management"], "taxonomic_reasoning": "Standards and policies grouped based on regulatory compliance and technical specification requirements"}, {"id": "data_sources_systems", "name": "Data Sources and Systems", "definition": "Systems and devices that generate, collect, and process data within DoD operations", "parent_concepts": ["data_infrastructure_systems"], "confidence_score": 0.88, "entity_id": "E-b36e3deb38f1", "transformation_logs": [{"id": "transform_data_sou", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.218644Z", "completed_at": "2025-12-03T15:29:40.218653Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}], "hierarchical_evidence": ["Weapons platforms and sensors generate operational data", "Business systems process organizational information"], "taxonomic_reasoning": "Data-generating systems grouped by operational function and data collection purpose"}, {"id": "data_assets_resources", "name": "Data Assets and Resources", "definition": "Data collections, services, and resources available for organizational use", "parent_concepts": ["data_infrastructure_systems"], "child_concepts": ["data_characteristics"], "confidence_score": 0.9, "entity_id": "E-c31585d81535", "transformation_logs": [{"id": "transform_data_ass", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.220214Z", "completed_at": "2025-12-03T15:29:40.220223Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 486, "end_index": 497, "surrounding_text": "semantic metadata with data assets.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3566, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106363Z"}], "hierarchical_evidence": ["Data assets encompass various data types and collections", "Common services provide shared data capabilities"], "taxonomic_reasoning": "Data resources grouped based on asset classification and service provision"}, {"id": "data_security_protection", "name": "Data Security and Protection", "definition": "Security measures, controls, and mechanisms protecting data integrity and access", "parent_concepts": ["data_infrastructure_systems"], "confidence_score": 0.92, "entity_id": "E-e01136aff6f8", "transformation_logs": [{"id": "transform_data_sec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.221785Z", "completed_at": "2025-12-03T15:29:40.221793Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}], "hierarchical_evidence": ["Security controls and protective mechanisms safeguard data", "Access management ensures authorized user access"], "taxonomic_reasoning": "Security components grouped based on protection function and access control requirements"}, {"id": "data_workforce", "name": "Data Workforce", "definition": "Personnel with specialized data expertise and capabilities", "parent_concepts": ["human_capital_resources"], "confidence_score": 0.88, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_wor", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.223171Z", "completed_at": "2025-12-03T15:29:40.223187Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data talent and experts provide specialized capabilities", "Workforce includes various levels of data expertise"], "taxonomic_reasoning": "Data personnel grouped based on expertise level and specialized capabilities"}, {"id": "training_development", "name": "Training and Development", "definition": "Educational resources and facilities for developing data capabilities", "parent_concepts": ["human_capital_resources"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_training", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.228430Z", "completed_at": "2025-12-03T15:29:40.228451Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2249, "end_index": 2281, "surrounding_text": ") Data for Artificial Intelligence Training \u2013 Data sets for A.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.351913Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2298, "end_index": 2311, "surrounding_text": ") Data for Artificial Intelligence Training \u2013 Data sets for A.I. training and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352005Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3792, "end_index": 3810, "surrounding_text": ") Talent and Culture \u2013 DoD workforce (Service Members, Civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354816Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1229, "end_index": 1231, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211135Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1577, "end_index": 1579, "surrounding_text": "data to capitalize on strategic and tactical opportunities that are currently unavailable.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1616, "end_index": 1618, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2241, "end_index": 2243, "surrounding_text": "secure manner with the vast flows of data available from external sources, DoD systems, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2429, "end_index": 2431, "surrounding_text": "whichever side can better leverage data will gain military advantage.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211207Z"}], "source_entity_names": ["Artificial Intelligence Training", "A.I. training", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "Talent and Culture", "AI"], "hierarchical_evidence": ["Data skill training develops workforce capabilities", "Training facilities and centers provide educational infrastructure"], "taxonomic_reasoning": "Training resources grouped based on capability development and educational infrastructure"}, {"id": "data_types", "name": "Data Types", "definition": "Classification of different categories of organizational data", "parent_concepts": ["data_management_systems"], "child_concepts": ["business_data", "intelligence_data", "warfighting_data", "public_data_assets"], "confidence_score": 0.89, "entity_id": "E-0ac247882d48", "transformation_logs": [{"id": "transform_data_typ", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.228522Z", "completed_at": "2025-12-03T15:29:40.228528Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "UniversalClass", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000001", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.82, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 438, "end_index": 448, "surrounding_text": "Objective 2: DoD utilizes a common data syntax for the same data types and includes", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106160Z"}], "source_entity_names": ["data types"], "hierarchical_evidence": ["Distinct data types serve different operational purposes", "Data categorized by functional domain and use case"], "taxonomic_reasoning": "Data types classified based on operational domain and functional application"}, {"id": "data_accessibility_attributes", "name": "Data Accessibility Attributes", "definition": "Properties defining how data can be discovered, accessed, and utilized", "parent_concepts": ["data_characteristics"], "confidence_score": 0.9, "entity_id": "E-57b3322ca71b", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.228578Z", "completed_at": "2025-12-03T15:29:40.228584Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "end_index": 18, "surrounding_text": "...data accessibility...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.708716Z"}], "source_entity_names": ["data accessibility"], "hierarchical_evidence": ["Accessibility includes visibility, understandability, and interoperability", "Data must be discoverable and usable by authorized consumers"], "taxonomic_reasoning": "Accessibility attributes define discoverability and usability characteristics"}, {"id": "regulatory_compliance_framework", "name": "Regulatory Compliance Framework", "definition": "Legal and policy structures governing data operations and organizational conduct", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["legal_requirements", "operational_standards"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_regulato", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.233894Z", "completed_at": "2025-12-03T15:29:40.233922Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "InformationContentEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2739, "end_index": 2760, "surrounding_text": ") Design for Compliance \u2013 DoD must implement IT solutions that provide an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352649Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 954, "end_index": 975, "surrounding_text": "Design for Compliance .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.412248Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 1402, "end_index": 1429, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.967557Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4682, "end_index": 4702, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255278Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}], "source_entity_names": ["Design for Compliance", "DoD Data Strategy Framework", "governance framework"], "hierarchical_evidence": ["Laws, regulations, and policies form compliance framework", "Access control implements regulatory requirements"], "taxonomic_reasoning": "Distinct root for regulatory and compliance aspects affecting data operations"}, {"id": "data_lifecycle_processes", "name": "Data Lifecycle Processes", "definition": "Sequential activities involved in data creation, management, and utilization", "parent_concepts": ["data_management_framework"], "child_concepts": ["data_discovery_registration", "data_processing_analysis", "data_sharing_utilization"], "confidence_score": 0.94, "entity_id": "E-4b270fdf325b", "transformation_logs": [{"id": "transform_data_lif", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:40.234037Z", "completed_at": "2025-12-03T15:29:40.234048Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}], "source_entity_names": ["data lifecycle"], "hierarchical_evidence": ["Data processes follow lifecycle from discovery to utilization", "Sequential nature of data operations"], "taxonomic_reasoning": "Grouped data activities by lifecycle stage and operational sequence"}, {"id": "data_technical_infrastructure", "name": "Data Technical Infrastructure", "definition": "Technology platforms and systems supporting data operations", "parent_concepts": ["data_management_framework"], "child_concepts": ["platform_systems"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_data_tec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.242317Z", "completed_at": "2025-12-03T15:29:40.242355Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "MaterialEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000040", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["APIs and platforms provide technical infrastructure", "Technology enables data operations"], "taxonomic_reasoning": "Technical components supporting data management operations"}, {"id": "data_discovery_registration", "name": "Data Discovery and Registration", "definition": "Initial processes for identifying and cataloging data assets", "parent_concepts": ["data_lifecycle_processes"], "confidence_score": 0.92, "entity_id": "E-1f6197571005", "transformation_logs": [{"id": "transform_data_dis", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.245254Z", "completed_at": "2025-12-03T15:29:40.245284Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 14, "surrounding_text": "...data discovery...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975840Z"}], "hierarchical_evidence": ["Discovery, registration, and cataloguing are initial data lifecycle activities", "These processes establish data inventory"], "taxonomic_reasoning": "Early-stage data lifecycle activities focused on identification and inventory"}, {"id": "data_processing_analysis", "name": "Data Processing and Analysis", "definition": "Core analytical activities for extracting value from data assets", "parent_concepts": ["data_lifecycle_processes"], "confidence_score": 0.95, "entity_id": "E-1b5fcc892b1e", "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:40.248025Z", "completed_at": "2025-12-03T15:29:40.248054Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 13, "surrounding_text": "...data analysis...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.973407Z"}], "hierarchical_evidence": ["Aggregation, comparison, interpretation, and analysis are core processing activities", "These activities transform raw data into insights"], "taxonomic_reasoning": "Central data processing activities that create value from raw data"}, {"id": "data_sharing_utilization", "name": "Data Sharing and Utilization", "definition": "Activities for distributing and applying processed data for decision-making", "parent_concepts": ["data_lifecycle_processes"], "confidence_score": 0.9, "entity_id": "E-31ebb0ebd418", "transformation_logs": [{"id": "transform_data_sha", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.250820Z", "completed_at": "2025-12-03T15:29:40.250845Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}], "hierarchical_evidence": ["Sharing and utilization represent final stages of data lifecycle", "Decision-making is ultimate goal of data utilization"], "taxonomic_reasoning": "End-stage data lifecycle activities focused on value realization"}, {"id": "data_visibility_goals", "name": "Data Visibility Goals", "definition": "Strategic objectives for improving data discoverability and comprehension", "parent_concepts": ["data_governance_structure"], "confidence_score": 0.93, "entity_id": "E-1d07f42f11be", "transformation_logs": [{"id": "transform_data_vis", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.250973Z", "completed_at": "2025-12-03T15:29:40.250987Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Objective", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Objective", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2164, "end_index": 2179, "surrounding_text": "Moving towards this type of data visibility allows users (person and non-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970285Z"}], "source_entity_names": ["data visibility"], "hierarchical_evidence": ["Three explicit data visibility goals represent governance objectives", "Progressive goals from visibility to understanding"], "taxonomic_reasoning": "Strategic governance goals forming coherent progression of data accessibility"}, {"id": "data_standardization", "name": "Data Standardization", "definition": "Frameworks and vocabularies for ensuring consistent data representation", "parent_concepts": ["data_governance_structure"], "child_concepts": ["semantic_frameworks", "data_documentation"], "confidence_score": 0.88, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_sta", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.253310Z", "completed_at": "2025-12-03T15:29:40.253337Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Controlled vocabulary and standardized manner support data consistency", "Semantic frameworks ensure data interoperability"], "taxonomic_reasoning": "Standardization efforts focused on semantic consistency and documentation"}, {"id": "semantic_frameworks", "name": "Semantic Frameworks", "definition": "Systems for managing meaning and interpretation of data elements", "parent_concepts": ["data_standardization"], "confidence_score": 0.87, "entity_id": "E-c53847873484", "transformation_logs": [{"id": "transform_semantic", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.255641Z", "completed_at": "2025-12-03T15:29:40.255664Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "InformationBearingArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingArtifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}], "hierarchical_evidence": ["Semantic elements work together to provide data meaning", "Controlled vocabulary and syntax support semantic consistency"], "taxonomic_reasoning": "Semantic components that ensure consistent data interpretation"}, {"id": "data_documentation", "name": "Data Documentation", "definition": "Comprehensive documentation systems for data assets and structures", "parent_concepts": ["data_standardization"], "confidence_score": 0.85, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_doc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.258004Z", "completed_at": "2025-12-03T15:29:40.258028Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "InformationBearingArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationBearingArtifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data dictionary, types, and elements form documentation framework", "These components describe data structure and content"], "taxonomic_reasoning": "Documentation components that describe and catalog data assets"}, {"id": "platform_systems", "name": "Platform Systems", "definition": "Technology platforms and interfaces supporting data operations", "parent_concepts": ["data_technical_infrastructure"], "confidence_score": 0.88, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_platform", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.260378Z", "completed_at": "2025-12-03T15:29:40.260403Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["APIs and platforms provide technical infrastructure", "Technology encompasses broader technical capabilities"], "taxonomic_reasoning": "Technical platforms and interfaces enabling data operations"}, {"id": "legal_requirements", "name": "Legal Requirements", "definition": "Laws and regulations governing organizational and data operations", "parent_concepts": ["regulatory_compliance_framework"], "confidence_score": 0.89, "entity_id": "E-b6bcd42c13c7", "transformation_logs": [{"id": "transform_legal_re", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.262750Z", "completed_at": "2025-12-03T15:29:40.262796Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}], "hierarchical_evidence": ["Laws and regulations form legal compliance framework", "These establish mandatory requirements"], "taxonomic_reasoning": "Legal mandates that must be followed in operations"}, {"id": "operational_standards", "name": "Operational Standards", "definition": "Policies and controls governing day-to-day operations", "parent_concepts": ["regulatory_compliance_framework"], "confidence_score": 0.86, "entity_id": "E-2f76528a1e78", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.265045Z", "completed_at": "2025-12-03T15:29:40.265069Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}], "hierarchical_evidence": ["Policies and access control implement operational standards", "These govern how operations are conducted"], "taxonomic_reasoning": "Operational controls and policies implementing compliance requirements"}, {"id": "data_utilization", "name": "Data Utilization", "definition": "Processes and activities for leveraging data assets", "parent_concepts": ["data_management_framework"], "child_concepts": ["stakeholder_engagement"], "confidence_score": 0.89, "entity_id": "E-1ab9f346256a", "transformation_logs": [{"id": "transform_data_uti", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.265171Z", "completed_at": "2025-12-03T15:29:40.265181Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 16, "surrounding_text": "...data utilization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.976634Z"}], "source_entity_names": ["data utilization"], "hierarchical_evidence": ["Data utilization includes quality management and lifecycle processes", "Stakeholder engagement supports data utilization"], "taxonomic_reasoning": "Utilization activities grouped under framework based on value extraction and application"}, {"id": "data_cataloging", "name": "Data Cataloging", "definition": "Systems and processes for organizing and describing data assets", "parent_concepts": ["data_governance"], "confidence_score": 0.91, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_cat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.267455Z", "completed_at": "2025-12-03T15:29:40.267474Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Cataloging includes catalogs, dictionaries, and vocabularies", "Taxonomy and controlled vocabulary support cataloging"], "taxonomic_reasoning": "Cataloging tools and structures grouped under governance based on organization function"}, {"id": "data_structures", "name": "Data Structures", "definition": "Fundamental data organization and format components", "parent_concepts": ["data_infrastructure"], "confidence_score": 0.92, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_str", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.269825Z", "completed_at": "2025-12-03T15:29:40.269848Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data structures include types, elements, and assets", "Common syntax supports data structure standardization"], "taxonomic_reasoning": "Structural data components grouped under infrastructure based on foundational support"}, {"id": "data_integration_components", "name": "Data Integration Components", "definition": "Technical elements supporting data integration and interoperability", "parent_concepts": ["data_infrastructure"], "child_concepts": ["relationship_management"], "confidence_score": 0.88, "entity_id": "E-fd83b3623a52", "transformation_logs": [{"id": "transform_data_int", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.269950Z", "completed_at": "2025-12-03T15:29:40.269960Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}], "source_entity_names": ["data integration"], "hierarchical_evidence": ["Integration components include interfaces and data streams", "Unique identifiers support integration across disparate sources"], "taxonomic_reasoning": "Integration-focused components grouped under infrastructure based on connectivity function"}, {"id": "metadata_systems", "name": "Metadata Systems", "definition": "Systems and structures for managing data about data", "parent_concepts": ["data_infrastructure"], "confidence_score": 0.9, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_metadata", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.272332Z", "completed_at": "2025-12-03T15:29:40.272353Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Metadata systems include semantic, lineage, and pedigree metadata", "Metadata tagging supports metadata management"], "taxonomic_reasoning": "Metadata-related systems grouped under infrastructure based on descriptive support function"}, {"id": "stakeholder_engagement", "name": "Stakeholder Engagement", "definition": "Processes for engaging stakeholders in data utilization", "parent_concepts": ["data_utilization"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_stakehol", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.278448Z", "completed_at": "2025-12-03T15:29:40.278471Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...stakeholder representation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833030Z"}], "source_entity_names": ["stakeholder representation"], "hierarchical_evidence": ["Stakeholder engagement includes contact points and ownership", "Purpose definition supports stakeholder engagement"], "taxonomic_reasoning": "Engagement elements grouped under utilization based on stakeholder interaction function"}, {"id": "budget_processes", "name": "Budget Processes", "definition": "Financial planning and budgeting decision processes", "parent_concepts": ["decision_making_processes"], "child_concepts": ["regulatory_framework"], "confidence_score": 0.86, "entity_id": "E-d02aebcaed71", "transformation_logs": [{"id": "transform_budget_p", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.279975Z", "completed_at": "2025-12-03T15:29:40.279992Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}], "hierarchical_evidence": ["Budget processes include budget requests and evidence-based planning", "Learning Agendas support budget decision making"], "taxonomic_reasoning": "Budget-related elements grouped under decision processes based on financial planning function"}, {"id": "best_practices", "name": "Best Practices", "definition": "Industry-recognized approaches and methodologies", "parent_concepts": ["data_standards"], "confidence_score": 0.84, "entity_id": "E-39ec9518593b", "transformation_logs": [{"id": "transform_best_pra", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.280065Z", "completed_at": "2025-12-03T15:29:40.280071Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 941, "end_index": 955, "surrounding_text": "oversight mechanisms to identify and promote best practices among the United States and our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646684Z"}], "source_entity_names": ["best practices"], "hierarchical_evidence": ["Industry best practices represent standardized approaches"], "taxonomic_reasoning": "Best practices grouped under standards based on standardization guidance function"}, {"id": "relationship_management", "name": "Relationship Management", "definition": "Management of data relationships and dependencies", "parent_concepts": ["data_integration_components"], "confidence_score": 0.83, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_relation", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.83, "reasoning": "LLM-generated hierarchy with confidence 0.830", "started_at": "2025-12-03T15:29:40.281463Z", "completed_at": "2025-12-03T15:29:40.281474Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Relationships and dependencies are key integration considerations"], "taxonomic_reasoning": "Relationship elements grouped under integration based on connectivity management"}, {"id": "dod_abbreviation", "name": "DoD", "definition": "Abbreviation for Department of Defense", "parent_concepts": ["defense_organizations"], "confidence_score": 0.95, "entity_id": "E-2450c9506f4a", "transformation_logs": [{"id": "transform_dod_abbr", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:40.281544Z", "completed_at": "2025-12-03T15:29:40.281549Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "DesignativeName", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/DesignativeName", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}], "source_entity_names": ["DoD"], "hierarchical_evidence": ["DoD is the standard abbreviation for Department of Defense"], "taxonomic_reasoning": "Abbreviation representing the same organizational entity"}, {"id": "military_operations_framework", "name": "Military Operations Framework", "definition": "Systems, processes, and assets supporting military and defense operations", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["operational_systems", "military_partnerships", "strategic_capabilities"], "confidence_score": 0.93, "entity_id": "E-ef57c4425c29", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.281597Z", "completed_at": "2025-12-03T15:29:40.281602Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}], "source_entity_names": ["military operations"], "hierarchical_evidence": ["Military operations integrate combat systems and warfighting capabilities", "Joint operations require coordinated systems and partnerships"], "taxonomic_reasoning": "Military-specific concepts grouped under operational framework based on defense domain organization"}, {"id": "security_governance", "name": "Security Governance", "definition": "Policies, standards, and controls for protecting organizational assets and data", "parent_concepts": ["defense_data_systems"], "child_concepts": ["data_protection_framework", "security_policies"], "confidence_score": 0.91, "entity_id": "E-e134a0efcee6", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.282982Z", "completed_at": "2025-12-03T15:29:40.282991Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}], "hierarchical_evidence": ["Security governance encompasses policies, standards, and access controls", "Data protection requires comprehensive security frameworks"], "taxonomic_reasoning": "Security-related concepts organized under governance structure based on policy and control relationships"}, {"id": "military_partnerships", "name": "Military Partnerships", "definition": "Collaborative relationships supporting joint and coalition operations", "parent_concepts": ["military_operations_framework"], "confidence_score": 0.85, "entity_id": "E-049d09051007", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.284311Z", "completed_at": "2025-12-03T15:29:40.284319Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Agreement", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Agreement", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2512, "end_index": 2524, "surrounding_text": "coupled with close partnerships with users, particularly warfighters.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595109Z"}], "hierarchical_evidence": ["Military operations involve coalition partners and joint activities", "Partnerships enable coordinated military operations"], "taxonomic_reasoning": "Partnership concepts grouped based on collaborative operational relationships"}, {"id": "strategic_capabilities", "name": "Strategic Capabilities", "definition": "High-level capabilities providing competitive and operational advantages", "parent_concepts": ["military_operations_framework"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.289475Z", "completed_at": "2025-12-03T15:29:40.289496Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1067, "end_index": 1082, "surrounding_text": "The DoD now recognizes that data is a strategic asset that must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 4390, "end_index": 4405, "surrounding_text": "Data is a Strategic Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207935Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}], "source_entity_names": ["Strategic Asset", "Essential Capabilities", "strategic asset", "strategic opportunities", "DoD capabilities"], "hierarchical_evidence": ["Strategic capabilities include advanced algorithm development", "Strategic advantage derives from superior capabilities"], "taxonomic_reasoning": "Strategic concepts grouped based on competitive advantage and capability development"}, {"id": "data_protection_framework", "name": "Data Protection Framework", "definition": "Comprehensive approach to protecting data across different states and contexts", "parent_concepts": ["security_governance"], "child_concepts": ["data_states"], "confidence_score": 0.9, "entity_id": "E-e01136aff6f8", "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.289575Z", "completed_at": "2025-12-03T15:29:40.289581Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Plan", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Plan", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}], "source_entity_names": ["data protection"], "hierarchical_evidence": ["Data protection covers data in different states: at rest, in motion, and in use", "Cyber risk strategies provide framework for data protection"], "taxonomic_reasoning": "Protection concepts organized by data state and strategic framework"}, {"id": "security_policies", "name": "Security Policies", "definition": "Formal policies and standards governing security practices", "parent_concepts": ["security_governance"], "confidence_score": 0.88, "entity_id": "E-df216e2e1ae2", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.290945Z", "completed_at": "2025-12-03T15:29:40.290955Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1480, "end_index": 1488, "surrounding_text": "governance community will use the insights from this effort to inform their policies on issues such", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.589815Z"}], "hierarchical_evidence": ["Security governance includes formal policies and standards", "Disciplined approaches implement security policies"], "taxonomic_reasoning": "Policy concepts grouped based on formal governance and implementation approaches"}, {"id": "data_exchange_mechanisms", "name": "Data Exchange Mechanisms", "definition": "Technical specifications and processes for data sharing", "parent_concepts": ["data_interoperability"], "confidence_score": 0.89, "entity_id": "E-b6a32722dc0e", "transformation_logs": [{"id": "transform_data_exc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.291010Z", "completed_at": "2025-12-03T15:29:40.291016Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}], "source_entity_names": ["data exchange"], "hierarchical_evidence": ["Data exchange requires specifications and metadata for effective implementation"], "taxonomic_reasoning": "Exchange concepts organized by specification and metadata requirements"}, {"id": "quality_metrics", "name": "Quality Metrics", "definition": "Specific measures for assessing data quality characteristics", "parent_concepts": ["data_quality_management"], "confidence_score": 0.9, "entity_id": "E-edfc72832486", "transformation_logs": [{"id": "transform_quality_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.292330Z", "completed_at": "2025-12-03T15:29:40.292339Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "MeasurementInformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/MeasurementInformationContentEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3061, "end_index": 3068, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909141Z"}], "hierarchical_evidence": ["Data quality is measured through accuracy, precision, and fidelity metrics"], "taxonomic_reasoning": "Quality measurement concepts grouped based on specific quality dimensions"}, {"id": "data_states", "name": "Data States", "definition": "Different conditions of data requiring specific protection measures", "parent_concepts": ["data_protection_framework"], "confidence_score": 0.92, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_sta", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.293734Z", "completed_at": "2025-12-03T15:29:40.293754Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Data protection must address data in different states: at rest, in motion, and in use"], "taxonomic_reasoning": "Data state concepts organized by physical and logical data conditions"}, {"id": "user_identity", "name": "User Identity", "definition": "Unique identification of system users", "parent_concepts": ["identity_management"], "confidence_score": 0.88, "entity_id": "E-4e856d0e61eb", "transformation_logs": [{"id": "transform_user_ide", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.295177Z", "completed_at": "2025-12-03T15:29:40.295189Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 127, "end_index": 135, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576860Z"}], "hierarchical_evidence": ["Identity represents unique user identification within access control systems"], "taxonomic_reasoning": "Specific component of identity management representing user identification"}, {"id": "user_attributes", "name": "User Attributes", "definition": "Characteristics and properties associated with user identities", "parent_concepts": ["identity_management"], "confidence_score": 0.88, "entity_id": "E-c5414afddb32", "transformation_logs": [{"id": "transform_user_att", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.296512Z", "completed_at": "2025-12-03T15:29:40.296520Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Quality", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Quality", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}], "hierarchical_evidence": ["Attributes define user characteristics within identity management systems"], "taxonomic_reasoning": "User attributes are properties managed within identity systems for access control decisions"}, {"id": "authorized_users", "name": "Authorized Users", "definition": "Users with validated access rights to system resources", "parent_concepts": ["identity_management"], "confidence_score": 0.85, "entity_id": "E-5aac98f899b8", "transformation_logs": [{"id": "transform_authoriz", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.296579Z", "completed_at": "2025-12-03T15:29:40.296585Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 793, "end_index": 809, "surrounding_text": "Objective 6: Only authorized users are able to access and share data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578701Z"}], "source_entity_names": ["authorized users"], "hierarchical_evidence": ["Authorized users represent validated identities within access control systems"], "taxonomic_reasoning": "Authorized users are a subset of managed identities with validated access rights"}, {"id": "user_permissions", "name": "User Permissions", "definition": "Specific access rights granted to users", "parent_concepts": ["permission_systems"], "confidence_score": 0.88, "entity_id": "E-625409c65a9f", "transformation_logs": [{"id": "transform_user_per", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.297909Z", "completed_at": "2025-12-03T15:29:40.297918Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 149, "end_index": 160, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577051Z"}], "hierarchical_evidence": ["Permissions define specific access rights within permission systems"], "taxonomic_reasoning": "User permissions are specific access rights managed by permission systems"}, {"id": "data_access_rights", "name": "Data Access Rights", "definition": "Rights governing user access to data resources", "parent_concepts": ["permission_systems"], "confidence_score": 0.87, "entity_id": "E-8732a9866a7d", "transformation_logs": [{"id": "transform_data_acc", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.297968Z", "completed_at": "2025-12-03T15:29:40.297974Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}], "source_entity_names": ["data access"], "hierarchical_evidence": ["Data access rights are specific permissions for accessing data resources"], "taxonomic_reasoning": "Data access rights are specialized permissions for data resource access"}, {"id": "data_use_rights", "name": "Data Use Rights", "definition": "Rights governing how users can utilize accessed data", "parent_concepts": ["permission_systems"], "confidence_score": 0.87, "entity_id": "E-f9b0b9f2e3bb", "transformation_logs": [{"id": "transform_data_use", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.298023Z", "completed_at": "2025-12-03T15:29:40.298029Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 8, "surrounding_text": "...data use...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577235Z"}], "source_entity_names": ["data use"], "hierarchical_evidence": ["Data use rights define how accessed data can be utilized"], "taxonomic_reasoning": "Data use rights are specialized permissions governing data utilization"}, {"id": "privilege_management", "name": "Privilege Management", "definition": "Advanced management of user privileges and access controls", "parent_concepts": ["access_control_systems"], "child_concepts": ["granular_privilege_management"], "confidence_score": 0.89, "entity_id": "E-c4ef54508670", "transformation_logs": [{"id": "transform_privileg", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.298078Z", "completed_at": "2025-12-03T15:29:40.298083Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 96, "end_index": 125, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576746Z"}], "source_entity_names": ["granular privilege management"], "hierarchical_evidence": ["Granular privilege management is a specialized form of privilege management"], "taxonomic_reasoning": "Privilege management encompasses advanced access control mechanisms including granular controls"}, {"id": "granular_privilege_management", "name": "Granular Privilege Management", "definition": "Fine-grained control over user privileges and access rights", "parent_concepts": ["privilege_management"], "confidence_score": 0.86, "entity_id": "E-c4ef54508670", "transformation_logs": [{"id": "transform_granular", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.298125Z", "completed_at": "2025-12-03T15:29:40.298132Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 96, "end_index": 125, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576746Z"}], "source_entity_names": ["granular privilege management"], "hierarchical_evidence": ["Granular privilege management provides detailed control over user privileges"], "taxonomic_reasoning": "Specialized privilege management providing fine-grained access control"}, {"id": "security_markings_system", "name": "Security Markings System", "definition": "System for applying and managing security markings on data", "parent_concepts": ["data_security_management"], "child_concepts": ["classification_markings", "control_markings"], "confidence_score": 0.89, "entity_id": "E-703be4d33bd3", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.298178Z", "completed_at": "2025-12-03T15:29:40.298184Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 444, "end_index": 461, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577908Z"}], "source_entity_names": ["security markings"], "hierarchical_evidence": ["Security markings include classification and control markings", "Classification and control markings are types of security markings"], "taxonomic_reasoning": "Security markings system encompasses different types of data markings for protection"}, {"id": "classification_markings", "name": "Classification Markings", "definition": "Markings indicating the classification level of data", "parent_concepts": ["security_markings_system"], "confidence_score": 0.87, "entity_id": "E-c56a30c306b8", "transformation_logs": [{"id": "transform_classifi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.298226Z", "completed_at": "2025-12-03T15:29:40.298232Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 23, "surrounding_text": "...classification markings...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578206Z"}], "source_entity_names": ["classification markings"], "hierarchical_evidence": ["Classification markings are specific types of security markings"], "taxonomic_reasoning": "Classification markings are specialized security markings indicating data sensitivity"}, {"id": "control_markings", "name": "Control Markings", "definition": "Markings indicating specific handling and access controls for data", "parent_concepts": ["security_markings_system"], "confidence_score": 0.87, "entity_id": "E-0630f914a849", "transformation_logs": [{"id": "transform_control_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.298279Z", "completed_at": "2025-12-03T15:29:40.298285Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 544, "end_index": 560, "surrounding_text": "Objective 4: Classification and control markings are defined and implemented; content and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578326Z"}], "source_entity_names": ["control markings"], "hierarchical_evidence": ["Control markings are specific types of security markings for access control"], "taxonomic_reasoning": "Control markings are specialized security markings for handling restrictions"}, {"id": "data_protection_controls", "name": "Data Protection Controls", "definition": "Technical and procedural controls for protecting data", "parent_concepts": ["data_security_management"], "child_concepts": ["handling_restrictions", "data_loss_prevention", "immutable_binding"], "confidence_score": 0.88, "entity_id": "E-e01136aff6f8", "transformation_logs": [{"id": "transform_data_pro", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.298331Z", "completed_at": "2025-12-03T15:29:40.298336Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "IndependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000004", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}], "source_entity_names": ["data protection"], "hierarchical_evidence": ["Data protection includes handling restrictions and loss prevention", "Immutable binding provides data protection through permanent associations"], "taxonomic_reasoning": "Data protection controls encompass various technical and procedural safeguards"}, {"id": "handling_restrictions", "name": "Handling Restrictions", "definition": "Restrictions on how data can be handled and processed", "parent_concepts": ["data_protection_controls"], "confidence_score": 0.86, "entity_id": "E-31570a722f1e", "transformation_logs": [{"id": "transform_handling", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.298378Z", "completed_at": "2025-12-03T15:29:40.298383Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpecificallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000020", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 21, "surrounding_text": "...handling restrictions...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578027Z"}], "source_entity_names": ["handling restrictions"], "hierarchical_evidence": ["Handling restrictions define data processing limitations"], "taxonomic_reasoning": "Handling restrictions are specific data protection controls limiting data processing"}, {"id": "data_loss_prevention", "name": "Data Loss Prevention", "definition": "Technology and processes to prevent unauthorized data disclosure", "parent_concepts": ["data_protection_controls"], "confidence_score": 0.85, "entity_id": "E-eca6fa211563", "transformation_logs": [{"id": "transform_data_los", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.298429Z", "completed_at": "2025-12-03T15:29:40.298434Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 686, "end_index": 717, "surrounding_text": "Objective 5: DoD implements data loss prevention technology to prevent unintended release", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578604Z"}], "source_entity_names": ["data loss prevention technology"], "hierarchical_evidence": ["Data loss prevention technology protects against unauthorized data disclosure"], "taxonomic_reasoning": "Data loss prevention is a technical control for preventing data breaches"}, {"id": "immutable_binding", "name": "Immutable Binding", "definition": "Permanent association of data with its security attributes", "parent_concepts": ["data_protection_controls"], "confidence_score": 0.84, "entity_id": "E-ae3417e4ff9d", "transformation_logs": [{"id": "transform_immutabl", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.298486Z", "completed_at": "2025-12-03T15:29:40.298491Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 17, "surrounding_text": "...immutable binding...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579105Z"}], "source_entity_names": ["immutable binding"], "hierarchical_evidence": ["Immutable binding ensures permanent data-security attribute associations"], "taxonomic_reasoning": "Immutable binding is a technical control ensuring data integrity and security"}, {"id": "security_compliance", "name": "Security Compliance", "definition": "Compliance monitoring and enforcement for security requirements", "parent_concepts": ["data_security_management"], "child_concepts": ["security_issues_management"], "confidence_score": 0.87, "entity_id": "E-f7e392474b71", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.299843Z", "completed_at": "2025-12-03T15:29:40.299851Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Function", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Function", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 783, "end_index": 791, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107412Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4371, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4751, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4844, "end_index": 4852, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107497Z"}], "hierarchical_evidence": ["Security compliance includes managing and resolving security issues"], "taxonomic_reasoning": "Security compliance encompasses monitoring and addressing security concerns"}, {"id": "security_issues_management", "name": "Security Issues Management", "definition": "Identification and resolution of security-related problems", "parent_concepts": ["security_compliance"], "confidence_score": 0.85, "entity_id": "E-ec289c068ee8", "transformation_logs": [{"id": "transform_security", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.299902Z", "completed_at": "2025-12-03T15:29:40.299908Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4758, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116475Z"}], "source_entity_names": ["security issues"], "hierarchical_evidence": ["Security issues require management and resolution within compliance frameworks"], "taxonomic_reasoning": "Security issues management is a component of overall security compliance"}, {"id": "data_aggregation", "name": "Data Aggregation", "definition": "Process of combining data from multiple sources", "parent_concepts": ["data_operations"], "confidence_score": 0.87, "entity_id": "E-aba350f32d85", "transformation_logs": [{"id": "transform_data_agg", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.299958Z", "completed_at": "2025-12-03T15:29:40.299963Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 374, "end_index": 390, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577694Z"}], "source_entity_names": ["data aggregation"], "hierarchical_evidence": ["Data aggregation is an operational data processing activity"], "taxonomic_reasoning": "Data aggregation is a specific operational activity within data lifecycle"}, {"id": "data_sharing", "name": "Data Sharing", "definition": "Process of providing data access to authorized parties", "parent_concepts": ["data_operations"], "confidence_score": 0.87, "entity_id": "E-31ebb0ebd418", "transformation_logs": [{"id": "transform_data_sha", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.300006Z", "completed_at": "2025-12-03T15:29:40.300011Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}], "source_entity_names": ["data sharing"], "hierarchical_evidence": ["Data sharing is an operational activity for providing data access"], "taxonomic_reasoning": "Data sharing is a specific operational activity within data lifecycle"}, {"id": "data_retention_management", "name": "Data Retention Management", "definition": "Management of data retention policies and procedures", "parent_concepts": ["data_lifecycle_management"], "child_concepts": ["content_retention_rules", "record_retention_rules"], "confidence_score": 0.88, "entity_id": "E-8b3785d4670d", "transformation_logs": [{"id": "transform_data_ret", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.300058Z", "completed_at": "2025-12-03T15:29:40.300063Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}], "source_entity_names": ["data management"], "hierarchical_evidence": ["Data retention includes content and record retention rules", "Retention rules govern data lifecycle management"], "taxonomic_reasoning": "Data retention management encompasses various types of retention policies"}, {"id": "content_retention_rules", "name": "Content Retention Rules", "definition": "Rules governing retention of content data", "parent_concepts": ["data_retention_management"], "confidence_score": 0.86, "entity_id": "E-12ebfa86528d", "transformation_logs": [{"id": "transform_content_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.300105Z", "completed_at": "2025-12-03T15:29:40.300110Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 23, "surrounding_text": "...content retention rules...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578423Z"}], "source_entity_names": ["content retention rules"], "hierarchical_evidence": ["Content retention rules are specific retention policies for content data"], "taxonomic_reasoning": "Content retention rules are specialized retention policies for content management"}, {"id": "record_retention_rules", "name": "Record Retention Rules", "definition": "Rules governing retention of organizational records", "parent_concepts": ["data_retention_management"], "confidence_score": 0.86, "entity_id": "E-07a4b23b7eb7", "transformation_logs": [{"id": "transform_record_r", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.300154Z", "completed_at": "2025-12-03T15:29:40.300159Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 603, "end_index": 625, "surrounding_text": "record retention rules are developed and implemented.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578511Z"}], "source_entity_names": ["record retention rules"], "hierarchical_evidence": ["Record retention rules are specific retention policies for organizational records"], "taxonomic_reasoning": "Record retention rules are specialized retention policies for records management"}, {"id": "compliance_management", "name": "Compliance Management", "definition": "Management of compliance requirements and testing procedures", "parent_concepts": ["data_management_processes"], "child_concepts": ["data_auditing", "classification_compliance", "compliance_testing"], "confidence_score": 0.9, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_complian", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.301491Z", "completed_at": "2025-12-03T15:29:40.301499Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Compliance management includes classification criteria and testing", "Data auditing supports compliance verification"], "taxonomic_reasoning": "Compliance management encompasses criteria, testing, and auditing for regulatory adherence"}, {"id": "classification_compliance", "name": "Classification Compliance", "definition": "Compliance with data classification requirements and standards", "parent_concepts": ["compliance_management"], "child_concepts": ["classification_criteria", "approved_standards"], "confidence_score": 0.88, "entity_id": "E-719f54eb65af", "transformation_logs": [{"id": "transform_classifi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.302843Z", "completed_at": "2025-12-03T15:29:40.302852Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Function", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Function", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}], "hierarchical_evidence": ["Classification compliance includes criteria and approved standards", "Standards and criteria define classification requirements"], "taxonomic_reasoning": "Classification compliance encompasses criteria and standards for data classification"}, {"id": "classification_criteria", "name": "Classification Criteria", "definition": "Criteria used to determine appropriate data classification levels", "parent_concepts": ["classification_compliance"], "confidence_score": 0.86, "entity_id": "E-c39e097d95fd", "transformation_logs": [{"id": "transform_classifi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.302913Z", "completed_at": "2025-12-03T15:29:40.302919Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 287, "end_index": 310, "surrounding_text": "Objective 2: Data stewards regularly assess classification criteria and test compliance to", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577516Z"}], "source_entity_names": ["classification criteria"], "hierarchical_evidence": ["Classification criteria define requirements for data classification"], "taxonomic_reasoning": "Classification criteria are specific requirements for determining data classification"}, {"id": "approved_standards", "name": "Approved Standards", "definition": "Officially approved standards for data management and security", "parent_concepts": ["classification_compliance"], "confidence_score": 0.85, "entity_id": "E-9cc9f0ce9bf8", "transformation_logs": [{"id": "transform_approved", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.302970Z", "completed_at": "2025-12-03T15:29:40.302975Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4821, "end_index": 4839, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116663Z"}], "source_entity_names": ["approved standards"], "hierarchical_evidence": ["Approved standards define official requirements for compliance"], "taxonomic_reasoning": "Approved standards are official requirements supporting classification compliance"}, {"id": "compliance_testing", "name": "Compliance Testing", "definition": "Testing procedures to verify compliance with requirements", "parent_concepts": ["compliance_management"], "confidence_score": 0.87, "entity_id": "E-af62f403b2fc", "transformation_logs": [{"id": "transform_complian", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.303017Z", "completed_at": "2025-12-03T15:29:40.303022Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 18, "surrounding_text": "...compliance testing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577608Z"}], "source_entity_names": ["compliance testing"], "hierarchical_evidence": ["Compliance testing verifies adherence to requirements and standards"], "taxonomic_reasoning": "Compliance testing is a verification mechanism within compliance management"}, {"id": "government_departments", "name": "Government Departments", "definition": "Government departments with data governance responsibilities", "parent_concepts": ["governance_entities"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_governme", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.308121Z", "completed_at": "2025-12-03T15:29:40.308146Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 902, "end_index": 912, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209043Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1343, "end_index": 1353, "surrounding_text": "Improving data management will enhance the Department's ability to fight and win wars in an era", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209062Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1939, "end_index": 1949, "surrounding_text": "To enable this change, the Department is adopting new technologies as part of its Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209080Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 4146, "end_index": 4166, "surrounding_text": "members of the Office of the Secretary of Defense (OSD), the Military Departments, the Office of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.415375Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1444, "end_index": 1454, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687416Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4509, "end_index": 4519, "surrounding_text": "full records management of critical data assets within the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687437Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4633, "end_index": 4643, "surrounding_text": "Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687449Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4715, "end_index": 4725, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687467Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 109, "end_index": 119, "surrounding_text": "full records management of critical data assets within the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.695309Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 233, "end_index": 243, "surrounding_text": "Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.695336Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 315, "end_index": 325, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.695372Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1607, "end_index": 1617, "surrounding_text": "As such, the Department", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.695399Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4837, "end_index": 4847, "surrounding_text": "Department to react and respond.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.695429Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 437, "end_index": 447, "surrounding_text": "Department to react and respond.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007625Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2070, "end_index": 2080, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007645Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3793, "end_index": 3803, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007663Z"}], "source_entity_names": ["Department", "Military Departments"], "hierarchical_evidence": ["Departments are governance entities with data management responsibilities"], "taxonomic_reasoning": "Government departments are organizational entities with governance authority"}, {"id": "chief_data_office", "name": "Chief Data Office", "definition": "Specialized office responsible for data governance leadership", "parent_concepts": ["governance_entities"], "confidence_score": 0.86, "transformation_logs": [{"id": "transform_chief_da", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.313498Z", "completed_at": "2025-12-03T15:29:40.313520Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Office of the DoD CDO provides specialized data governance leadership"], "taxonomic_reasoning": "Chief Data Office is a specialized governance entity for data management oversight"}, {"id": "data_stewards", "name": "Data Stewards", "definition": "Individuals responsible for data management and stewardship", "parent_concepts": ["stakeholder_groups"], "confidence_score": 0.88, "entity_id": "E-aa6a72796a14", "transformation_logs": [{"id": "transform_data_ste", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.313597Z", "completed_at": "2025-12-03T15:29:40.313603Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 256, "end_index": 269, "surrounding_text": "Objective 2: Data stewards regularly assess classification criteria and test compliance to", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577411Z"}], "source_entity_names": ["data stewards"], "hierarchical_evidence": ["Data stewards are responsible for data management and governance"], "taxonomic_reasoning": "Data stewards are key stakeholders with direct data management responsibilities"}, {"id": "mission_areas", "name": "Mission Areas", "definition": "Functional areas with specific mission responsibilities", "parent_concepts": ["implementation_structure"], "confidence_score": 0.85, "entity_id": "E-1f1ca3c55f23", "transformation_logs": [{"id": "transform_mission_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.313651Z", "completed_at": "2025-12-03T15:29:40.313657Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "PlanSpecification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/PlanSpecification", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2922, "end_index": 2935, "surrounding_text": "For this reason, the Department must utilize ongoing initiatives in key mission areas to rapidly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579765Z"}], "source_entity_names": ["mission areas"], "hierarchical_evidence": ["Mission areas represent functional implementation components"], "taxonomic_reasoning": "Mission areas are functional components within implementation structure"}, {"id": "component_implementation_plans", "name": "Component Implementation Plans", "definition": "Specific plans for implementing data governance in organizational components", "parent_concepts": ["implementation_structure"], "confidence_score": 0.84, "entity_id": "E-666e54e90ea1", "transformation_logs": [{"id": "transform_componen", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.313707Z", "completed_at": "2025-12-03T15:29:40.313713Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "PlanSpecification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/PlanSpecification", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1312, "end_index": 1342, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579875Z"}], "source_entity_names": ["Component implementation plans"], "hierarchical_evidence": ["Component implementation plans provide specific implementation guidance"], "taxonomic_reasoning": "Component implementation plans are specific implementation mechanisms within organizational structure"}, {"id": "access_restriction_metadata", "name": "Access Restriction Metadata", "definition": "Metadata describing access restrictions for data", "parent_concepts": ["metadata_management"], "confidence_score": 0.86, "entity_id": "E-61a5157fe285", "transformation_logs": [{"id": "transform_access_r", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.313757Z", "completed_at": "2025-12-03T15:29:40.313762Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 27, "surrounding_text": "...access restriction metadata...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578915Z"}], "source_entity_names": ["access restriction metadata"], "hierarchical_evidence": ["Access restriction metadata describes data access limitations"], "taxonomic_reasoning": "Access restriction metadata is specialized metadata for access control"}, {"id": "handling_restriction_metadata", "name": "Handling Restriction Metadata", "definition": "Metadata describing handling restrictions for data", "parent_concepts": ["metadata_management"], "confidence_score": 0.86, "entity_id": "E-232ee041b644", "transformation_logs": [{"id": "transform_handling", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.313821Z", "completed_at": "2025-12-03T15:29:40.313827Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 870, "end_index": 899, "surrounding_text": "Objective 7: Access and handling restriction metadata are bound to data in an immutable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579006Z"}], "source_entity_names": ["handling restriction metadata"], "hierarchical_evidence": ["Handling restriction metadata describes data handling limitations"], "taxonomic_reasoning": "Handling restriction metadata is specialized metadata for data handling control"}, {"id": "content_metadata", "name": "Content Metadata", "definition": "Metadata describing data content characteristics", "parent_concepts": ["metadata_management"], "confidence_score": 0.84, "entity_id": "E-78903c1496cc", "transformation_logs": [{"id": "transform_content_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.315163Z", "completed_at": "2025-12-03T15:29:40.315172Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4990, "end_index": 4997, "surrounding_text": "Objective 4: Classification and control markings are defined and implemented; content an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.117234Z"}], "hierarchical_evidence": ["Content metadata describes characteristics of data content"], "taxonomic_reasoning": "Content metadata provides descriptive information about data content"}, {"id": "digital_transformation_initiatives", "name": "Digital Transformation Initiatives", "definition": "DoD modernization programs and technology implementation efforts", "parent_concepts": ["defense_data_systems"], "child_concepts": ["modernization_programs", "strategic_context", "operational_concepts", "technology_domains"], "confidence_score": 0.93, "transformation_logs": [{"id": "transform_digital_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.320404Z", "completed_at": "2025-12-03T15:29:40.320423Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...Digital Modernization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348354Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 14, "surrounding_text": "...digital assets...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352188Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 29, "surrounding_text": "...Digital Modernization program...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.210785Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2168, "end_index": 2190, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211386Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2633, "end_index": 2654, "surrounding_text": "The DoD Data Strategy supports Digital Modernization by providing the overarching vision,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212759Z"}], "source_entity_names": ["Digital Modernization", "digital assets", "Digital Modernization program", "digital infrastructure"], "hierarchical_evidence": ["Digital modernization encompasses cloud, AI, and cybersecurity initiatives", "Technology domains support operational concepts like JADC2"], "taxonomic_reasoning": "Organized technology and modernization efforts under unified digital transformation concept"}, {"id": "organizational_units", "name": "Organizational Units", "definition": "Major DoD organizational components and departments", "parent_concepts": ["defense_organizational_structures"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_organiza", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.325382Z", "completed_at": "2025-12-03T15:29:40.325402Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "hierarchical_evidence": ["Joint Staff represents joint organizational structure", "Military Departments and MILDEPs are service-specific organizational units"], "taxonomic_reasoning": "Separated joint organizations from service-specific military departments"}, {"id": "executive_positions", "name": "Executive Positions", "definition": "Senior executive leadership roles within DoD", "parent_concepts": ["senior_leadership"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_executiv", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.330229Z", "completed_at": "2025-12-03T15:29:40.330245Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Role", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Role", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "start_index": 4047, "end_index": 4064, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.527903Z"}], "source_entity_names": ["Executive Summary"], "hierarchical_evidence": ["Secretary represents highest executive position", "DoD leaders encompass senior executive roles"], "taxonomic_reasoning": "Grouped highest-level executive positions under senior leadership"}, {"id": "chief_officers", "name": "Chief Officers", "definition": "Specialized chief officer positions with functional authority", "parent_concepts": ["senior_leadership"], "confidence_score": 0.91, "transformation_logs": [{"id": "transform_chief_of", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.335042Z", "completed_at": "2025-12-03T15:29:40.335058Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Role", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Role", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4594, "end_index": 4616, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.244061Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 194, "end_index": 216, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.683657Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "start_index": 2736, "end_index": 2749, "surrounding_text": "among data officers from across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.889164Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "start_index": 1799, "end_index": 1823, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.523266Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3973, "end_index": 3995, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654844Z"}], "source_entity_names": ["DoD Chief Data Officer", "data officers", "Chief Management Officer"], "hierarchical_evidence": ["CDO and CIO represent specialized chief officer roles", "Chief officers have functional authority within their domains"], "taxonomic_reasoning": "Distinguished specialized chief officer roles with specific functional responsibilities"}, {"id": "technology_domains", "name": "Technology Domains", "definition": "Core technology areas supporting digital transformation", "parent_concepts": ["digital_transformation_initiatives"], "confidence_score": 0.9, "entity_id": "E-cfa1683ffc73", "transformation_logs": [{"id": "transform_technolo", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.336414Z", "completed_at": "2025-12-03T15:29:40.336427Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}], "hierarchical_evidence": ["Cloud and AI represent key technology domains", "Cybersecurity efforts span across technology implementations"], "taxonomic_reasoning": "Categorized technologies by their functional role in digital transformation"}, {"id": "data_applications", "name": "Data Applications", "definition": "Applied uses of data for decision support and operations", "parent_concepts": ["data_management_framework"], "confidence_score": 0.89, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_app", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.337821Z", "completed_at": "2025-12-03T15:29:40.337832Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "SoftwareArtifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SoftwareArtifact", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Business analytics and decision support represent data applications", "Warfighter needs drive operational data applications"], "taxonomic_reasoning": "Categorized data applications by their primary use case and user community"}, {"id": "resource_management", "name": "Resource Management", "definition": "Financial and human resource allocation and management processes", "parent_concepts": ["data_management_framework"], "confidence_score": 0.85, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_resource", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.339163Z", "completed_at": "2025-12-03T15:29:40.339172Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Budgeting encompasses service and component budget management", "Procurement and IT investments represent acquisition processes"], "taxonomic_reasoning": "Organized resource-related entities into comprehensive management framework"}, {"id": "military_services", "name": "Military Services", "definition": "Individual military service branches within DoD", "parent_concepts": ["defense_organizational_structures"], "confidence_score": 0.94, "entity_id": "E-e5037281ee27", "transformation_logs": [{"id": "transform_military", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:40.340483Z", "completed_at": "2025-12-03T15:29:40.340492Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.93, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 61, "end_index": 69, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007211Z"}], "hierarchical_evidence": ["Army is a major military service within DoD structure"], "taxonomic_reasoning": "Military services represent major organizational components of DoD"}, {"id": "operational_teams", "name": "Operational Teams", "definition": "Cross-functional and operational teams supporting DoD missions", "parent_concepts": ["defense_organizational_structures"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.345734Z", "completed_at": "2025-12-03T15:29:40.345753Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3180, "end_index": 3198, "surrounding_text": "data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214645Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter"], "hierarchical_evidence": ["Cross-functional teams operate within DoD organizational structure"], "taxonomic_reasoning": "Operational teams represent collaborative structures within DoD organizations"}, {"id": "data_strategy_governance", "name": "Data Strategy and Governance", "definition": "Strategic frameworks and governance structures for data management", "parent_concepts": ["data_management_framework"], "confidence_score": 0.95, "entity_id": "E-971b66e55e0e", "transformation_logs": [{"id": "transform_data_str", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:40.347438Z", "completed_at": "2025-12-03T15:29:40.347447Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "PlanSpecification", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/PlanSpecification", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}], "hierarchical_evidence": ["Data strategy provides overarching framework for data governance", "Design principles guide strategic data implementation"], "taxonomic_reasoning": "Strategic and governance elements form foundation of data management framework"}, {"id": "data_technical_requirements", "name": "Data Technical Requirements", "definition": "Technical specifications and requirements for data systems and interoperability", "parent_concepts": ["data_management_framework"], "child_concepts": ["system_technologies"], "confidence_score": 0.93, "transformation_logs": [{"id": "transform_data_tec", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.352665Z", "completed_at": "2025-12-03T15:29:40.352682Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "Directive", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Directive", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1594, "end_index": 1607, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1629, "end_index": 1642, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1644, "end_index": 1659, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350843Z"}], "source_entity_names": ["DoD Data Strategy", "data", "Collective Data Stewardship", "data stewards", "data custodians"], "hierarchical_evidence": ["Technical requirements include interoperability, upgradability, and cloud capabilities", "Data gaps represent technical challenges in data management"], "taxonomic_reasoning": "Technical requirements encompass system capabilities and identified gaps in data infrastructure"}, {"id": "data_collaboration_mechanisms", "name": "Data Collaboration Mechanisms", "definition": "Frameworks and processes for collaborative data sharing and feedback", "parent_concepts": ["data_management_framework"], "child_concepts": ["stakeholder_communities"], "confidence_score": 0.88, "entity_id": "E-0f0297e89cb7", "transformation_logs": [{"id": "transform_data_col", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.354182Z", "completed_at": "2025-12-03T15:29:40.354191Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...data experts collaboration...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.835011Z"}], "hierarchical_evidence": ["Trusted collaboration enables secure data sharing", "Feedback mechanisms support continuous improvement"], "taxonomic_reasoning": "Collaboration mechanisms facilitate data sharing and organizational learning"}, {"id": "operational_contexts", "name": "Operational Contexts", "definition": "Various scenarios and environments where defense capabilities are applied", "parent_concepts": ["strategic_objectives"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.359218Z", "completed_at": "2025-12-03T15:29:40.359237Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "SpatialRegion", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000006", "cco_class": "GeospatialRegion", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/GeospatialRegion", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 4304, "end_index": 4311, "surrounding_text": ") Make Data Understandable \u2013 Consumers can recognize the content, context, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.356224Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "context", "operational warfighter"], "hierarchical_evidence": ["Tactical edge and contested environments represent specific operational contexts"], "taxonomic_reasoning": "Operational contexts define specific environmental conditions for military operations"}, {"id": "operational_readiness", "name": "Operational Readiness", "definition": "Military readiness factors and assessment mechanisms", "parent_concepts": ["operational_environment"], "confidence_score": 0.89, "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.364194Z", "completed_at": "2025-12-03T15:29:40.364211Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Quality", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000019", "cco_class": "Disposition", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Disposition", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 789, "end_index": 807, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...operational advantage...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349362Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1025, "end_index": 1046, "surrounding_text": "operational community, particularly the warfighter.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.349552Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1704, "end_index": 1726, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209986Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3180, "end_index": 3198, "surrounding_text": "data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.214645Z"}], "source_entity_names": ["operational effect", "operational advantage", "operational community", "operational warfighter"], "hierarchical_evidence": ["Military readiness encompasses training and exercise activities", "JADC2 exercises support readiness assessment"], "taxonomic_reasoning": "Operational readiness includes both capability factors and training mechanisms"}, {"id": "chief_data_officers", "name": "Chief Data Officers", "definition": "Senior data leadership positions within DoD and components", "parent_concepts": ["dod_leadership"], "confidence_score": 0.94, "entity_id": "E-348cd0a3a112", "transformation_logs": [{"id": "transform_chief_da", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.94, "reasoning": "LLM-generated hierarchy with confidence 0.940", "started_at": "2025-12-03T15:29:40.364276Z", "completed_at": "2025-12-03T15:29:40.364283Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2115, "end_index": 2128, "surrounding_text": "among data officers from across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.581990Z"}], "source_entity_names": ["data officers"], "hierarchical_evidence": ["CDO positions represent senior data governance leadership"], "taxonomic_reasoning": "CDO roles represent the highest level of data leadership within DoD hierarchy"}, {"id": "system_technologies", "name": "System Technologies", "definition": "Hardware and software components of military and data systems", "parent_concepts": ["data_technical_requirements"], "confidence_score": 0.91, "entity_id": "E-2d17ef722e7d", "transformation_logs": [{"id": "transform_system_t", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.365628Z", "completed_at": "2025-12-03T15:29:40.365637Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3917, "end_index": 3929, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692625Z"}], "hierarchical_evidence": ["Systems include both hardware and software components", "Legacy and future systems represent temporal system categories"], "taxonomic_reasoning": "System technologies encompass current and future hardware/software infrastructure"}, {"id": "functional_offices", "name": "Functional Offices", "definition": "Specialized organizational units with specific data responsibilities", "parent_concepts": ["organizational_structure"], "child_concepts": ["chief_management_officer", "dod_comptroller"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_function", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.370570Z", "completed_at": "2025-12-03T15:29:40.370588Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1675, "end_index": 1699, "surrounding_text": "and a set of functional data managers to achieve accountability throughout the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350948Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "start_index": 4859, "end_index": 4883, "surrounding_text": "DoD will assign data stewards, data custodians, and a set of functional data managers", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.975133Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 459, "end_index": 483, "surrounding_text": "DoD will assign data stewards, data custodians, and a set of functional data managers", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.243734Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 744, "end_index": 768, "surrounding_text": "for promoting the value of data and enforcing policies, and functional data managers implement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.243753Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 2494, "end_index": 2518, "surrounding_text": "Data stewards, data custodians, and functional data managers are all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.706355Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 1054, "end_index": 1078, "surrounding_text": "and a set of functional data managers to achieve accountability throughout the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.905882Z"}], "source_entity_names": ["functional data managers"], "hierarchical_evidence": ["DoD Comptroller manages financial data", "Chief Management Officer oversees business operations data"], "taxonomic_reasoning": "Functional offices grouped by specialized data domain responsibilities"}, {"id": "business_domains", "name": "Business Domains", "definition": "Functional business areas generating and consuming data", "parent_concepts": ["defense_data_systems"], "child_concepts": ["financial_management", "operational_management", "strategic_management"], "confidence_score": 0.93, "entity_id": "E-cfa1683ffc73", "transformation_logs": [{"id": "transform_business", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.371973Z", "completed_at": "2025-12-03T15:29:40.371982Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.83, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}], "hierarchical_evidence": ["Business data encompasses budget, procurement, and logistics", "Business Analytics supports various business domains"], "taxonomic_reasoning": "Business domains represent functional areas requiring data support"}, {"id": "data_community", "name": "Data Community", "definition": "Community of data professionals and governance practitioners", "parent_concepts": ["organizational_structure"], "confidence_score": 0.89, "entity_id": "E-d4f36e80e360", "transformation_logs": [{"id": "transform_data_com", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.372047Z", "completed_at": "2025-12-03T15:29:40.372052Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 829, "end_index": 843, "surrounding_text": "The data community must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.585563Z"}], "source_entity_names": ["data community"], "hierarchical_evidence": ["Data governance community implements governance practices", "CDO Council provides leadership coordination"], "taxonomic_reasoning": "Data community encompasses governance and leadership elements"}, {"id": "senior_leaders", "name": "Senior Leaders", "definition": "Executive leadership requiring analytical insights for decision making", "parent_concepts": ["senior_leadership"], "confidence_score": 0.9, "entity_id": "E-eb25f508131b", "transformation_logs": [{"id": "transform_senior_l", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.372102Z", "completed_at": "2025-12-03T15:29:40.372107Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 602, "end_index": 616, "surrounding_text": "Senior Leader Decision Support: Senior leaders, including the Deputy Secretary, have directed", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584791Z"}], "source_entity_names": ["Senior leaders"], "hierarchical_evidence": ["Senior leaders require decision support and analytical insights"], "taxonomic_reasoning": "Executive leadership group requiring data-driven insights"}, {"id": "dod_comptroller", "name": "DoD Comptroller", "definition": "Financial management office responsible for budget and financial data", "parent_concepts": ["functional_offices"], "confidence_score": 0.88, "entity_id": "E-a383efaf8199", "transformation_logs": [{"id": "transform_dod_comp", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.372155Z", "completed_at": "2025-12-03T15:29:40.372160Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Person", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Person", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1159, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587530Z"}], "source_entity_names": ["DoD Comptroller"], "hierarchical_evidence": ["DoD Comptroller manages financial and budget data"], "taxonomic_reasoning": "Functional office with financial data responsibilities"}, {"id": "data_analysis", "name": "Data Analysis", "definition": "Analytical processes for extracting insights from data", "parent_concepts": ["data_operations"], "confidence_score": 0.93, "entity_id": "E-1b5fcc892b1e", "transformation_logs": [{"id": "transform_data_ana", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.372203Z", "completed_at": "2025-12-03T15:29:40.372208Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.92, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 13, "surrounding_text": "...data analysis...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.973407Z"}], "source_entity_names": ["data analysis"], "hierarchical_evidence": ["Analysis generates insights from data", "Business Analytics provides analytical capabilities"], "taxonomic_reasoning": "Analytical processes grouped by insight generation function"}, {"id": "data_presentation", "name": "Data Presentation", "definition": "Processes for displaying and visualizing data for decision makers", "parent_concepts": ["data_operations"], "confidence_score": 0.89, "entity_id": "E-3ffb7fa3f71c", "transformation_logs": [{"id": "transform_data_pre", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.373612Z", "completed_at": "2025-12-03T15:29:40.373625Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}], "hierarchical_evidence": ["Display and visualization present data to users", "Live interactive data and static slides are presentation formats"], "taxonomic_reasoning": "Data presentation methods grouped by visualization approach"}, {"id": "metadata_standards", "name": "Metadata Standards", "definition": "Standards for consistent metadata labeling and documentation", "parent_concepts": ["data_standards"], "confidence_score": 0.87, "entity_id": "E-11ed0ca47f6b", "transformation_logs": [{"id": "transform_metadata", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.373683Z", "completed_at": "2025-12-03T15:29:40.373689Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2602, "end_index": 2620, "surrounding_text": "Objective 2: DoD implements metadata standards including location and access methods", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970734Z"}], "source_entity_names": ["metadata standards"], "hierarchical_evidence": ["Consistent metadata labeling ensures standardization"], "taxonomic_reasoning": "Metadata standardization practices"}, {"id": "taxonomic_standards", "name": "Taxonomic Standards", "definition": "Standard classification systems and common vocabularies", "parent_concepts": ["data_standards"], "confidence_score": 0.85, "entity_id": "E-2f76528a1e78", "transformation_logs": [{"id": "transform_taxonomi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.375056Z", "completed_at": "2025-12-03T15:29:40.375066Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}], "hierarchical_evidence": ["Standard taxonomies provide classification frameworks", "Common lexicon ensures consistent terminology"], "taxonomic_reasoning": "Classification and vocabulary standards"}, {"id": "integration_tools", "name": "Integration Tools", "definition": "Tools and interfaces enabling system integration and data exchange", "parent_concepts": ["technical_infrastructure"], "confidence_score": 0.84, "entity_id": "E-d83e66e3bae6", "transformation_logs": [{"id": "transform_integrat", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.84, "reasoning": "LLM-generated hierarchy with confidence 0.840", "started_at": "2025-12-03T15:29:40.376393Z", "completed_at": "2025-12-03T15:29:40.376401Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 933, "end_index": 938, "surrounding_text": "support efforts to provide current, decision-quality data along with a platform of tools for analysis", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.586100Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2774, "end_index": 2779, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.586141Z"}], "hierarchical_evidence": ["APIs and interfaces enable system integration", "Tools support data operations and integration"], "taxonomic_reasoning": "Integration technologies enabling data exchange"}, {"id": "financial_management", "name": "Financial Management", "definition": "Business domain focused on financial planning and resource allocation", "parent_concepts": ["business_domains"], "confidence_score": 0.92, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_financia", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.377715Z", "completed_at": "2025-12-03T15:29:40.377724Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Budget and procurement are financial management functions", "Business data includes financial information"], "taxonomic_reasoning": "Financial business functions grouped by resource management"}, {"id": "operational_management", "name": "Operational Management", "definition": "Business domain focused on operational efficiency and resource management", "parent_concepts": ["business_domains"], "confidence_score": 0.89, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_operatio", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.379116Z", "completed_at": "2025-12-03T15:29:40.379129Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Inventory, logistics, and personnel are operational functions", "Business data encompasses operational information"], "taxonomic_reasoning": "Operational business functions grouped by resource and process management"}, {"id": "strategic_management", "name": "Strategic Management", "definition": "Business domain focused on strategic planning and performance measurement", "parent_concepts": ["business_domains"], "confidence_score": 0.86, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_strategi", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.86, "reasoning": "LLM-generated hierarchy with confidence 0.860", "started_at": "2025-12-03T15:29:40.380522Z", "completed_at": "2025-12-03T15:29:40.380535Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Management decisions require strategic data support", "Business data supports strategic management"], "taxonomic_reasoning": "Strategic business functions requiring data-driven decision support"}, {"id": "defense_modernization", "name": "Defense Modernization", "definition": "Comprehensive transformation of defense capabilities through technology and data integration", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["strategic_objectives", "organizational_capabilities", "digital_transformation"], "confidence_score": 0.95, "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.95, "reasoning": "LLM-generated hierarchy with confidence 0.950", "started_at": "2025-12-03T15:29:40.385630Z", "completed_at": "2025-12-03T15:29:40.385651Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 337, "end_index": 362, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348237Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 409, "end_index": 434, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348255Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...Digital Modernization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348354Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3032, "end_index": 3053, "surrounding_text": "Department of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 902, "end_index": 923, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207181Z"}], "source_entity_names": ["National Defense Strategy", "Digital Modernization", "Department of Defense", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW"], "hierarchical_evidence": ["Digital modernization drives defense transformation", "DoD processes support military advantage"], "taxonomic_reasoning": "Root concept encompassing all defense-related modernization efforts including digital transformation, organizational development, and strategic goals"}, {"id": "digital_transformation", "name": "Digital Transformation", "definition": "Technology-driven modernization of defense systems and processes", "parent_concepts": ["defense_modernization"], "child_concepts": ["weapon_systems", "data_management_systems", "algorithmic_capabilities"], "confidence_score": 0.92, "transformation_logs": [{"id": "transform_digital_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.92, "reasoning": "LLM-generated hierarchy with confidence 0.920", "started_at": "2025-12-03T15:29:40.390786Z", "completed_at": "2025-12-03T15:29:40.390810Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 21, "surrounding_text": "...Digital Modernization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348354Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 14, "surrounding_text": "...digital assets...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352188Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 29, "surrounding_text": "...Digital Modernization program...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.210785Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2168, "end_index": 2190, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.211386Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2633, "end_index": 2654, "surrounding_text": "The DoD Data Strategy supports Digital Modernization by providing the overarching vision,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.212759Z"}], "source_entity_names": ["Digital Modernization", "digital assets", "Digital Modernization program", "digital infrastructure"], "hierarchical_evidence": ["Digital modernization encompasses data and algorithmic capabilities", "Weapon systems are part of digital transformation"], "taxonomic_reasoning": "Technology-focused transformation activities including data systems, algorithms, and modernized weapon platforms"}, {"id": "algorithmic_capabilities", "name": "Algorithmic Capabilities", "definition": "Advanced computational and analytical capabilities supporting defense operations", "parent_concepts": ["digital_transformation"], "confidence_score": 0.85, "transformation_logs": [{"id": "transform_algorith", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.85, "reasoning": "LLM-generated hierarchy with confidence 0.850", "started_at": "2025-12-03T15:29:40.395894Z", "completed_at": "2025-12-03T15:29:40.395917Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "RealizableEntity", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000017", "cco_class": "Capability", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Capability", "foundational_confidence": 0.91, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 2317, "end_index": 2335, "surrounding_text": "algorithmic models will increasingly become the DoD\u2019s most valuable digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.352099Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 533, "end_index": 555, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3124, "end_index": 3146, "surrounding_text": "4 Essential Capabilities necessary to enable all goals:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353223Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 1636, "end_index": 1652, "surrounding_text": "responsibility to gain full value from DoD capabilities and investments, thereby earning the trust", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.209790Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 2713, "end_index": 2735, "surrounding_text": "guiding principles, essential capabilities, goals, and objectives necessary to navigate this transition", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.213105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "start_index": 1089, "end_index": 1111, "surrounding_text": "Essential Capabilities .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.412341Z"}], "source_entity_names": ["algorithmic models", "Essential Capabilities", "DoD capabilities", "essential capabilities"], "hierarchical_evidence": ["Algorithms enable data-driven organizational capabilities", "Algorithmic capabilities support digital transformation"], "taxonomic_reasoning": "Computational capabilities that enable data-driven decision making and automated processes"}, {"id": "skill_development", "name": "Skill Development", "definition": "Capabilities and competencies required for modern defense operations", "parent_concepts": ["organizational_capabilities"], "confidence_score": 0.88, "transformation_logs": [{"id": "transform_skill_de", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.88, "reasoning": "LLM-generated hierarchy with confidence 0.880", "started_at": "2025-12-03T15:29:40.401006Z", "completed_at": "2025-12-03T15:29:40.401027Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 917, "end_index": 936, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.699051Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3729, "end_index": 3750, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012840Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...rapid development...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.830218Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4696, "end_index": 4715, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834815Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 296, "end_index": 315, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967097Z"}], "source_entity_names": ["data skill training", "Algorithm development", "rapid development"], "hierarchical_evidence": ["Modern data skills are essential organizational capabilities", "Skill development supports organizational modernization"], "taxonomic_reasoning": "Training and development of competencies needed for data-driven defense operations"}, {"id": "performance_management", "name": "Performance Management", "definition": "Systems and processes for measuring and tracking organizational effectiveness", "parent_concepts": ["defense_strategic_frameworks"], "child_concepts": ["measurement_systems", "progress_tracking"], "confidence_score": 0.93, "entity_id": "E-156d426d006e", "transformation_logs": [{"id": "transform_performa", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.93, "reasoning": "LLM-generated hierarchy with confidence 0.930", "started_at": "2025-12-03T15:29:40.402383Z", "completed_at": "2025-12-03T15:29:40.402393Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.88, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}], "hierarchical_evidence": ["Performance measures and metrics enable progress tracking", "Milestones support performance management"], "taxonomic_reasoning": "Comprehensive approach to measuring and managing organizational performance and progress"}, {"id": "measurement_systems", "name": "Measurement Systems", "definition": "Standardized approaches for evaluating performance and outcomes", "parent_concepts": ["performance_management"], "confidence_score": 0.91, "entity_id": "E-8994e5a1c717", "transformation_logs": [{"id": "transform_measurem", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.91, "reasoning": "LLM-generated hierarchy with confidence 0.910", "started_at": "2025-12-03T15:29:40.403706Z", "completed_at": "2025-12-03T15:29:40.403715Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.84, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}], "hierarchical_evidence": ["Performance measures and common metrics form measurement systems", "Standardized metrics enable consistent evaluation"], "taxonomic_reasoning": "Systematic approaches to defining and applying performance measurements"}, {"id": "progress_tracking", "name": "Progress Tracking", "definition": "Methods and processes for monitoring advancement toward objectives", "parent_concepts": ["performance_management"], "confidence_score": 0.89, "entity_id": "E-63cbb18a8c7e", "transformation_logs": [{"id": "transform_progress", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.89, "reasoning": "LLM-generated hierarchy with confidence 0.890", "started_at": "2025-12-03T15:29:40.403780Z", "completed_at": "2025-12-03T15:29:40.403787Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "Act", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Act", "foundational_confidence": 0.87, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "end_index": 17, "surrounding_text": "...progress tracking...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.525683Z"}], "source_entity_names": ["progress tracking"], "hierarchical_evidence": ["Progress tracking utilizes milestones and tracking processes", "Milestones enable systematic progress monitoring"], "taxonomic_reasoning": "Operational processes for monitoring and reporting progress against established goals"}, {"id": "improvement_initiatives", "name": "Improvement Initiatives", "definition": "Efforts and programs focused on enhancing organizational capabilities", "parent_concepts": ["defense_strategic_frameworks"], "confidence_score": 0.87, "transformation_logs": [{"id": "transform_improvem", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.87, "reasoning": "LLM-generated hierarchy with confidence 0.870", "started_at": "2025-12-03T15:29:40.408717Z", "completed_at": "2025-12-03T15:29:40.408737Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Process", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000015", "cco_class": "SocialAct", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/SocialAct", "foundational_confidence": 0.85, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "hierarchical_evidence": ["Data improvements represent enhancement efforts", "Fuel metaphorically represents drivers of improvement"], "taxonomic_reasoning": "Initiatives and drivers that enable organizational enhancement and capability development"}, {"id": "defense_organizational_structures", "name": "Defense Organizational Structures", "definition": "Unified taxonomy category for defense organizational structures", "child_concepts": ["stakeholder_ecosystem", "dod_organizational_structure", "dod_leadership", "organizational_units", "military_services", "operational_teams"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.414189Z", "completed_at": "2025-12-03T15:29:40.414211Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Organization", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Organization", "foundational_confidence": 0.89, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 337, "end_index": 362, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348237Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 409, "end_index": 434, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348255Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3032, "end_index": 3053, "surrounding_text": "Department of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 902, "end_index": 923, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.207181Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "start_index": 3354, "end_index": 3381, "surrounding_text": "Deputy Secretary of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.215187Z"}], "source_entity_names": ["National Defense Strategy", "Department of Defense", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "Deputy Secretary of Defense"], "taxonomic_reasoning": "Created during root alignment to unify 6 sub-taxonomies"}, {"id": "defense_strategic_frameworks", "name": "Defense Strategic Frameworks", "definition": "Unified taxonomy category for defense strategic frameworks", "child_concepts": ["defense_strategic_framework", "defense_mission_context", "defense_governance_framework", "operational_context", "defense_strategy_framework", "strategic_planning", "regulatory_compliance_framework", "military_operations_framework", "defense_modernization", "performance_management", "improvement_initiatives"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.419425Z", "completed_at": "2025-12-03T15:29:40.419446Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "GenericallyDependentContinuant", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000031", "cco_class": "InformationContentEntity", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/InformationContentEntity", "foundational_confidence": 0.86, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 337, "end_index": 362, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348237Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 409, "end_index": 434, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348255Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3032, "end_index": 3053, "surrounding_text": "Department of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1431, "end_index": 1446, "surrounding_text": ") Data is a Strategic Asset \u2013 DoD data is a high-interest commodity and must be", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350435Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "end_index": 66, "surrounding_text": "...Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.353029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3663, "end_index": 3673, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.354421Z"}], "source_entity_names": ["National Defense Strategy", "Department of Defense", "Strategic Asset", "Department of Defense OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "frameworks"], "taxonomic_reasoning": "Created during root alignment to unify 11 sub-taxonomies"}, {"id": "defense_data_systems", "name": "Defense Data Systems", "definition": "Unified taxonomy category for defense data systems", "child_concepts": ["data_management_ecosystem", "dod_data_strategy", "dod_data_strategy_framework", "defense_modernization_ecosystem", "data_ecosystem", "dod_data_enterprise", "algorithmic_warfare_systems", "dod_data_architecture_framework", "information_data", "data_asset_types", "business_processes", "defense_data_management", "defense_data_governance", "dod_data_ecosystem", "dod_data_governance", "artificial_intelligence_ecosystem", "dod_data_architecture", "security_governance", "digital_transformation_initiatives", "business_domains"], "confidence_score": 0.9, "transformation_logs": [{"id": "transform_defense_", "stage": "TRANSFORMATION_STAGE_TAXONOMY_GENERATION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "from_state": "classified_entities", "to_state": "taxonomy_concepts", "final_confidence": 0.9, "reasoning": "LLM-generated hierarchy with confidence 0.900", "started_at": "2025-12-03T15:29:40.424786Z", "completed_at": "2025-12-03T15:29:40.424811Z", "tenant_id": "default"}], "foundational_ontology_type": "FOUNDATIONAL_ONTOLOGY_TYPE_BFO", "bfo_class": "Object", "bfo_uri": "http://purl.obolibrary.org/obo/BFO_0000030", "cco_class": "Artifact", "cco_uri": "http://www.ontologyrepository.com/CommonCoreOntologies/Artifact", "foundational_confidence": 0.9, "semantic_category": "SEMANTIC_CATEGORY_CONCEPT", "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 287, "end_index": 304, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 378, "end_index": 395, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348125Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 337, "end_index": 362, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348237Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 409, "end_index": 434, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348255Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 3032, "end_index": 3053, "surrounding_text": "Department of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348446Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 291, "end_index": 295, "surrounding_text": "Executive Summary: DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 317, "end_index": 321, "surrounding_text": "Unleashing Data to Advance the National Defense Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348932Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 382, "end_index": 386, "surrounding_text": "BLUF: The DoD Data Strategy supports the National Defense Strategy and Digital", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348949Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 612, "end_index": 616, "surrounding_text": "essential capabilities, and goals necessary to transform the Department into a data-centric", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348967Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 728, "end_index": 732, "surrounding_text": "to treat data as a weapon system and manage, secure, and use data for operational effect.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.348984Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1583, "end_index": 1610, "surrounding_text": ") Collective Data Stewardship \u2013 DoD must assign data stewards, data custodians,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350622Z"}], "source_entity_names": ["DoD Data Strategy", "National Defense Strategy", "Department of Defense", "data", "Collective Data Stewardship"], "taxonomic_reasoning": "Created during root alignment to unify 20 sub-taxonomies"}]... |
| relationships |
[{"id": "rel_defense_strategic_framewo [{"id": "rel_defense_strategic_framework_defense_strategic_frameworks", "source_concept_id": "defense_strategic_framework", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.95}, {"id": "rel_data_management_ecosystem_defense_data_systems", "source_concept_id": "data_management_ecosystem", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_operational_capabilities_operational_concepts", "source_concept_id": "operational_capabilities", "target_concept_id": "operational_concepts", "relationship_type": "subClassOf", "confidence_score": 0.94}, {"id": "rel_strategic_policies_defense_strategic_framework", "source_concept_id": "strategic_policies", "target_concept_id": "defense_strategic_framework", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1480, "end_index": 1488, "surrounding_text": "governance community will use the insights from this effort to inform their policies on issues such", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.589815Z"}]}, {"id": "rel_organizational_transformation_dod_data_strategy", "source_concept_id": "organizational_transformation", "target_concept_id": "dod_data_strategy", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_data_governance_data_management_framework", "source_concept_id": "data_governance", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_lifecycle_management_data_management_processes", "source_concept_id": "data_lifecycle_management", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_military_operations_operational_capabilities", "source_concept_id": "military_operations", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_defense_personnel_operational_capabilities", "source_concept_id": "defense_personnel", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_collective_data_stewardship_guiding_principles_framework", "source_concept_id": "collective_data_stewardship", "target_concept_id": "guiding_principles_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 4039, "end_index": 4066, "surrounding_text": "Collective Data Stewardship", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.335382Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_data_collection_processes_data_lifecycle_management", "source_concept_id": "data_collection_processes", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_artificial_intelligence_systems_technology_systems", "source_concept_id": "artificial_intelligence_systems", "target_concept_id": "technology_systems", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3331, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653360Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3365, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653379Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_decision_support_systems_data_management_ecosystem", "source_concept_id": "decision_support_systems", "target_concept_id": "data_management_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_dod_data_strategy_defense_data_systems", "source_concept_id": "dod_data_strategy", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_national_defense_strategy_strategic_framework", "source_concept_id": "national_defense_strategy", "target_concept_id": "strategic_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 798, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.585420Z"}]}, {"id": "rel_data_governance_framework_dod_data_ecosystem", "source_concept_id": "data_governance_framework", "target_concept_id": "dod_data_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_governance_components_governance_framework", "source_concept_id": "governance_components", "target_concept_id": "governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}]}, {"id": "rel_governance_processes_data_governance", "source_concept_id": "governance_processes", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance processes...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832590Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_vaultis_principles_data_strategy_principles", "source_concept_id": "vaultis_principles", "target_concept_id": "data_strategy_principles", "relationship_type": "subClassOf", "confidence_score": 0.98, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}]}, {"id": "rel_make_data_visible_vaultis_principles", "source_concept_id": "make_data_visible", "target_concept_id": "vaultis_principles", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1685, "end_index": 1702, "surrounding_text": "Goal: Make Data Visible", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975534Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}]}, {"id": "rel_make_data_understandable_vaultis_principles", "source_concept_id": "make_data_understandable", "target_concept_id": "vaultis_principles", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 3994, "end_index": 4018, "surrounding_text": "Goal: Make Data Understandable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975732Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}]}, {"id": "rel_make_data_linked_vaultis_principles", "source_concept_id": "make_data_linked", "target_concept_id": "vaultis_principles", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 1813, "end_index": 1829, "surrounding_text": "Goal: Make Data Linked .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.929903Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}]}, {"id": "rel_make_data_trustworthy_vaultis_principles", "source_concept_id": "make_data_trustworthy", "target_concept_id": "vaultis_principles", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 1957, "end_index": 1978, "surrounding_text": "Goal: Make Data Trustworthy .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.929995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}]}, {"id": "rel_make_data_interoperable_vaultis_principles", "source_concept_id": "make_data_interoperable", "target_concept_id": "vaultis_principles", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2097, "end_index": 2120, "surrounding_text": "Goal: Make Data Interoperable .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930093Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}]}, {"id": "rel_make_data_secure_vaultis_principles", "source_concept_id": "make_data_secure", "target_concept_id": "vaultis_principles", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2238, "end_index": 2254, "surrounding_text": "Goal: Make Data Secure .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930186Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}]}, {"id": "rel_organizational_structure_dod_data_governance", "source_concept_id": "organizational_structure", "target_concept_id": "dod_data_governance", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_talent_and_culture_workforce_development", "source_concept_id": "talent_and_culture", "target_concept_id": "workforce_development", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4063, "end_index": 4081, "surrounding_text": "Talent and Culture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833491Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_dod_workforce_workforce_development", "source_concept_id": "dod_workforce", "target_concept_id": "workforce_development", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4181, "end_index": 4194, "surrounding_text": "DoD workforce at its heart.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833664Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4375, "end_index": 4388, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_decision_outcomes_talent_and_culture", "source_concept_id": "decision_outcomes", "target_concept_id": "talent_and_culture", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1184, "end_index": 1192, "surrounding_text": "and collect data and continuously add value to best inform the decision-maker.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4992, "end_index": 5000, "surrounding_text": "exploration to enhance analyses that impact decision", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658618Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4063, "end_index": 4081, "surrounding_text": "Talent and Culture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833491Z"}]}, {"id": "rel_governance_organizations_organizational_structure", "source_concept_id": "governance_organizations", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_implementation_framework_organizational_structure", "source_concept_id": "implementation_framework", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.87}, {"id": "rel_implementation_challenges_implementation_framework", "source_concept_id": "implementation_challenges", "target_concept_id": "implementation_framework", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}]}, {"id": "rel_principles_governance_components", "source_concept_id": "principles", "target_concept_id": "governance_components", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_policies_strategic_framework", "source_concept_id": "policies", "target_concept_id": "strategic_framework", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1480, "end_index": 1488, "surrounding_text": "governance community will use the insights from this effort to inform their policies on issues such", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.589815Z"}]}, {"id": "rel_processes_data_operations", "source_concept_id": "processes", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_frameworks_governance_components", "source_concept_id": "frameworks", "target_concept_id": "governance_components", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_standards_governance_components", "source_concept_id": "standards", "target_concept_id": "governance_components", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_data_assets_data_operations", "source_concept_id": "data_assets", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 486, "end_index": 497, "surrounding_text": "semantic metadata with data assets.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3566, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106363Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_tools_governance_processes", "source_concept_id": "tools", "target_concept_id": "governance_processes", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 933, "end_index": 938, "surrounding_text": "support efforts to provide current, decision-quality data along with a platform of tools for analysis", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.586100Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2774, "end_index": 2779, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.586141Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance processes...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832590Z"}]}, {"id": "rel_metrics_governance_processes", "source_concept_id": "metrics", "target_concept_id": "governance_processes", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3061, "end_index": 3068, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909141Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance processes...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832590Z"}]}, {"id": "rel_oversight_governance_processes", "source_concept_id": "oversight", "target_concept_id": "governance_processes", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3074, "end_index": 3083, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909240Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance processes...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832590Z"}]}, {"id": "rel_make_data_accessible_vaultis_principles", "source_concept_id": "make_data_accessible", "target_concept_id": "vaultis_principles", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2986, "end_index": 3006, "surrounding_text": "Goal: Make Data Accessible", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975634Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}]}, {"id": "rel_consumers_make_data_visible", "source_concept_id": "consumers", "target_concept_id": "make_data_visible", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1096, "end_index": 1105, "surrounding_text": "\uf0b7 Visible \u2013 Consumers can locate the needed data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969652Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1150, "end_index": 1159, "surrounding_text": "\uf0b7 Accessible \u2013 Consumers can retrieve the data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1203, "end_index": 1212, "surrounding_text": "\uf0b7 Understandable \u2013 Consumers can find descriptions of data to recognize the content,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969685Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1310, "end_index": 1319, "surrounding_text": "\uf0b7 Linked \u2013 Consumers can exploit complementary data elements through innate", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969702Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1408, "end_index": 1417, "surrounding_text": "\uf0b7 Trustworthy \u2013 Consumers can be confident in all aspects of data for decision-making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.969718Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 1685, "end_index": 1702, "surrounding_text": "Goal: Make Data Visible", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975534Z"}]}, {"id": "rel_content_make_data_understandable", "source_concept_id": "content", "target_concept_id": "make_data_understandable", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4990, "end_index": 4997, "surrounding_text": "Objective 4: Classification and control markings are defined and implemented; content an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.117234Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 3994, "end_index": 4018, "surrounding_text": "Goal: Make Data Understandable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975732Z"}]}, {"id": "rel_context_make_data_understandable", "source_concept_id": "context", "target_concept_id": "make_data_understandable", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 3994, "end_index": 4018, "surrounding_text": "Goal: Make Data Understandable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975732Z"}]}, {"id": "rel_applicability_make_data_understandable", "source_concept_id": "applicability", "target_concept_id": "make_data_understandable", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3697, "end_index": 3710, "surrounding_text": "applicability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911241Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 3994, "end_index": 4018, "surrounding_text": "Goal: Make Data Understandable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975732Z"}]}, {"id": "rel_data_elements_make_data_linked", "source_concept_id": "data_elements", "target_concept_id": "make_data_linked", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 513, "end_index": 526, "surrounding_text": "Objective 3: Data elements are aligned into a comprehensive data dictionary with a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106449Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 1813, "end_index": 1829, "surrounding_text": "Goal: Make Data Linked .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.929903Z"}]}, {"id": "rel_relationships_data_analytics_systems", "source_concept_id": "relationships", "target_concept_id": "data_analytics_systems", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1281, "end_index": 1294, "surrounding_text": "Data-driven decision-making requires DoD data to be linked such that relationships and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108534Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}]}, {"id": "rel_innate_relationships_make_data_linked", "source_concept_id": "innate_relationships", "target_concept_id": "make_data_linked", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_1", "end_index": 20, "surrounding_text": "...innate relationships...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.204211Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 1813, "end_index": 1829, "surrounding_text": "Goal: Make Data Linked .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.929903Z"}]}, {"id": "rel_decision_making_make_data_trustworthy", "source_concept_id": "decision_making", "target_concept_id": "make_data_trustworthy", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 1957, "end_index": 1978, "surrounding_text": "Goal: Make Data Trustworthy .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.929995Z"}]}, {"id": "rel_common_representation_data_interoperable", "source_concept_id": "common_representation", "target_concept_id": "data_interoperable", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3952, "end_index": 3973, "surrounding_text": ") Make Data Interoperable \u2013 Consumers have a common representation/", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911620Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3409, "end_index": 3427, "surrounding_text": "Goal: Make Data Interoperable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012001Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3855, "end_index": 3873, "surrounding_text": "DoD will know it has made progress toward making data interoperable when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012024Z"}]}, {"id": "rel_unauthorized_use_make_data_secure", "source_concept_id": "unauthorized_use", "target_concept_id": "make_data_secure", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "end_index": 16, "surrounding_text": "...unauthorized use...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911823Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2238, "end_index": 2254, "surrounding_text": "Goal: Make Data Secure .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930186Z"}]}, {"id": "rel_manipulation_make_data_secure", "source_concept_id": "manipulation", "target_concept_id": "make_data_secure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4084, "end_index": 4096, "surrounding_text": "use/manipulation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911914Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2238, "end_index": 2254, "surrounding_text": "Goal: Make Data Secure .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930186Z"}]}, {"id": "rel_adversaries_make_data_secure", "source_concept_id": "adversaries", "target_concept_id": "make_data_secure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1821, "end_index": 1832, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.830046Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2238, "end_index": 2254, "surrounding_text": "Goal: Make Data Secure .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930186Z"}]}, {"id": "rel_service_members_personnel_categories", "source_concept_id": "service_members", "target_concept_id": "personnel_categories", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1939, "end_index": 1954, "surrounding_text": "DoD data requires trust to deliver the needed value to its Service members, civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109410Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_civilians_personnel_categories", "source_concept_id": "civilians", "target_concept_id": "personnel_categories", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1956, "end_index": 1965, "surrounding_text": "DoD data requires trust to deliver the needed value to its Service members, civilians, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109504Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_contractors_personnel_categories", "source_concept_id": "contractors", "target_concept_id": "personnel_categories", "relationship_type": "subClassOf", "confidence_score": 0.73, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 31, "end_index": 42, "surrounding_text": "ervice members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.966597Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_data_informed_decisions_decision_making_culture", "source_concept_id": "data_informed_decisions", "target_concept_id": "decision_making_culture", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_evidence_based_policies_decision_making_culture", "source_concept_id": "evidence_based_policies", "target_concept_id": "decision_making_culture", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_dod_cdo_governance_entities", "source_concept_id": "dod_cdo", "target_concept_id": "governance_entities", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3973, "end_index": 3995, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654844Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_dod_data_council_governance_entities", "source_concept_id": "dod_data_council", "target_concept_id": "governance_entities", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4238, "end_index": 4254, "surrounding_text": "Strategy Implementation Plans, overseen by the DoD CDO and DoD Data Council.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912200Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_data_governance_community_stakeholder_communities", "source_concept_id": "data_governance_community", "target_concept_id": "stakeholder_communities", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "end_index": 25, "surrounding_text": "...data governance community...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.589481Z"}]}, {"id": "rel_user_communities_stakeholder_communities", "source_concept_id": "user_communities", "target_concept_id": "stakeholder_communities", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4291, "end_index": 4307, "surrounding_text": "data governance community and user communities will continue to partner to identify", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912395Z"}]}, {"id": "rel_components_implementation_framework", "source_concept_id": "components", "target_concept_id": "implementation_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}]}, {"id": "rel_data_strategy_implementation_plans_implementation_framework", "source_concept_id": "data_strategy_implementation_plans", "target_concept_id": "implementation_framework", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1890, "end_index": 1924, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.592132Z"}]}, {"id": "rel_enterprise_cloud_technology_infrastructure", "source_concept_id": "enterprise_cloud", "target_concept_id": "technology_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1715, "end_index": 1731, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829859Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}]}, {"id": "rel_architecture_implementation_framework", "source_concept_id": "architecture", "target_concept_id": "implementation_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}]}, {"id": "rel_essential_capabilities_strategic_elements", "source_concept_id": "essential_capabilities", "target_concept_id": "strategic_elements", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1171, "end_index": 1193, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829174Z"}]}, {"id": "rel_challenges_implementation_challenges", "source_concept_id": "challenges", "target_concept_id": "implementation_challenges", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}]}, {"id": "rel_solutions_implementation_challenges", "source_concept_id": "solutions", "target_concept_id": "implementation_challenges", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2164, "end_index": 2173, "surrounding_text": ") Design for Compliance \u2013 DoD must implement IT solutions that provide an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912585Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4366, "end_index": 4375, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912605Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}]}, {"id": "rel_dod_data_strategy_framework_defense_data_systems", "source_concept_id": "dod_data_strategy_framework", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.98, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_defense_mission_context_defense_strategic_frameworks", "source_concept_id": "defense_mission_context", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.93}, {"id": "rel_stakeholder_ecosystem_defense_organizational_structures", "source_concept_id": "stakeholder_ecosystem", "target_concept_id": "defense_organizational_structures", "relationship_type": "subClassOf", "confidence_score": 0.9}, {"id": "rel_data_principles_dod_data_strategy_framework", "source_concept_id": "data_principles", "target_concept_id": "dod_data_strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_governance_structure_strategic_planning_components", "source_concept_id": "governance_structure", "target_concept_id": "strategic_planning_components", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_implementation_components_dod_data_strategy_framework", "source_concept_id": "implementation_components", "target_concept_id": "dod_data_strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_data_trustworthy_data_quality_management", "source_concept_id": "data_trustworthy", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2483, "end_index": 2499, "surrounding_text": "Goal: Make Data Trustworthy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.010272Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2784, "end_index": 2800, "surrounding_text": "DoD will know it has made progress toward making data trustworthy when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.010288Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_data_interoperable_data_integration_systems", "source_concept_id": "data_interoperable", "target_concept_id": "data_integration_systems", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3409, "end_index": 3427, "surrounding_text": "Goal: Make Data Interoperable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012001Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3855, "end_index": 3873, "surrounding_text": "DoD will know it has made progress toward making data interoperable when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012024Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}]}, {"id": "rel_data_secure_data_principles", "source_concept_id": "data_secure", "target_concept_id": "data_principles", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 4548, "end_index": 4559, "surrounding_text": "Goal: Make Data Secure", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.014096Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}]}, {"id": "rel_strategic_environment_defense_mission_context", "source_concept_id": "strategic_environment", "target_concept_id": "defense_mission_context", "relationship_type": "subClassOf", "confidence_score": 0.92}, {"id": "rel_defense_capabilities_defense_mission_context", "source_concept_id": "defense_capabilities", "target_concept_id": "defense_mission_context", "relationship_type": "subClassOf", "confidence_score": 0.86}, {"id": "rel_organizational_stakeholders_stakeholder_ecosystem", "source_concept_id": "organizational_stakeholders", "target_concept_id": "stakeholder_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_external_partners_organizational_stakeholders", "source_concept_id": "external_partners", "target_concept_id": "organizational_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 17, "surrounding_text": "...external partners...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.976199Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_decision_making_support_data_trustworthy", "source_concept_id": "decision_making_support", "target_concept_id": "data_trustworthy", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2483, "end_index": 2499, "surrounding_text": "Goal: Make Data Trustworthy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.010272Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2784, "end_index": 2800, "surrounding_text": "DoD will know it has made progress toward making data trustworthy when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.010288Z"}]}, {"id": "rel_data_quality_assurance_data_operations", "source_concept_id": "data_quality_assurance", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_comprehension_data_interoperable", "source_concept_id": "data_comprehension", "target_concept_id": "data_interoperable", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3409, "end_index": 3427, "surrounding_text": "Goal: Make Data Interoperable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012001Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3855, "end_index": 3873, "surrounding_text": "DoD will know it has made progress toward making data interoperable when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012024Z"}]}, {"id": "rel_unauthorized_use_prevention_data_secure", "source_concept_id": "unauthorized_use_prevention", "target_concept_id": "data_secure", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "end_index": 16, "surrounding_text": "...unauthorized use...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.911823Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 4548, "end_index": 4559, "surrounding_text": "Goal: Make Data Secure", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.014096Z"}]}, {"id": "rel_data_manipulation_protection_data_secure", "source_concept_id": "data_manipulation_protection", "target_concept_id": "data_secure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 4548, "end_index": 4559, "surrounding_text": "Goal: Make Data Secure", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.014096Z"}]}, {"id": "rel_strategic_implementation_implementation_components", "source_concept_id": "strategic_implementation", "target_concept_id": "implementation_components", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}]}, {"id": "rel_operational_implementation_implementation_components", "source_concept_id": "operational_implementation", "target_concept_id": "implementation_components", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}]}, {"id": "rel_support_elements_implementation_components", "source_concept_id": "support_elements", "target_concept_id": "implementation_components", "relationship_type": "subClassOf", "confidence_score": 0.81, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}]}, {"id": "rel_defense_modernization_ecosystem_defense_data_systems", "source_concept_id": "defense_modernization_ecosystem", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95}, {"id": "rel_organizational_entities_organizational_structure", "source_concept_id": "organizational_entities", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.9}, {"id": "rel_military_organizations_organizational_entities", "source_concept_id": "military_organizations", "target_concept_id": "organizational_entities", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_military_leadership_military_organizations", "source_concept_id": "military_leadership", "target_concept_id": "military_organizations", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_operational_forces_military_organizations", "source_concept_id": "operational_forces", "target_concept_id": "military_organizations", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_governmental_bodies_organizational_entities", "source_concept_id": "governmental_bodies", "target_concept_id": "organizational_entities", "relationship_type": "subClassOf", "confidence_score": 0.85}, {"id": "rel_stakeholder_groups_organizational_structure", "source_concept_id": "stakeholder_groups", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.87}, {"id": "rel_technological_capabilities_defense_modernization_ecosystem", "source_concept_id": "technological_capabilities", "target_concept_id": "defense_modernization_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.94}, {"id": "rel_emerging_technologies_technological_capabilities", "source_concept_id": "emerging_technologies", "target_concept_id": "technological_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3917, "end_index": 3929, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692625Z"}]}, {"id": "rel_automation_technologies_emerging_technologies", "source_concept_id": "automation_technologies", "target_concept_id": "emerging_technologies", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1411, "end_index": 1421, "surrounding_text": "Modernization program - from automation to Artificial Intelligence (Al) to 5G-enabled edge", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532135Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3917, "end_index": 3929, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692625Z"}]}, {"id": "rel_advanced_connectivity_emerging_technologies", "source_concept_id": "advanced_connectivity", "target_concept_id": "emerging_technologies", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3917, "end_index": 3929, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692625Z"}]}, {"id": "rel_digital_infrastructure_systems_technological_capabilities", "source_concept_id": "digital_infrastructure_systems", "target_concept_id": "technological_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1547, "end_index": 1569, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532594Z"}]}, {"id": "rel_computing_platforms_digital_infrastructure_systems", "source_concept_id": "computing_platforms", "target_concept_id": "digital_infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1547, "end_index": 1569, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532594Z"}]}, {"id": "rel_sensor_networks_digital_infrastructure_systems", "source_concept_id": "sensor_networks", "target_concept_id": "digital_infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3967, "end_index": 3975, "surrounding_text": "Warfighters at all echelons require tested, secure, seamless access to data across networks,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933345Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1547, "end_index": 1569, "surrounding_text": "However, the success of these efforts depends upon fueling this digital infrastructure in a", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.532594Z"}]}, {"id": "rel_data_management_capabilities_technological_capabilities", "source_concept_id": "data_management_capabilities", "target_concept_id": "technological_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_processing_systems_data_operations", "source_concept_id": "data_processing_systems", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_security_mechanisms_data_management_capabilities", "source_concept_id": "data_security_mechanisms", "target_concept_id": "data_management_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_military_systems_technological_capabilities", "source_concept_id": "military_systems", "target_concept_id": "technological_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_strategic_frameworks_defense_governance_framework", "source_concept_id": "strategic_frameworks", "target_concept_id": "defense_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}]}, {"id": "rel_modernization_programs_digital_transformation_initiatives", "source_concept_id": "modernization_programs", "target_concept_id": "digital_transformation_initiatives", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2918, "end_index": 2926, "surrounding_text": "The development and execution of plans, policies, programs, and practices that acquire, control, protect, and enhance the value of data assets", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.333722Z"}]}, {"id": "rel_strategic_concepts_operational_concepts", "source_concept_id": "strategic_concepts", "target_concept_id": "operational_concepts", "relationship_type": "subClassOf", "confidence_score": 0.9}, {"id": "rel_organizational_vision_strategic_concepts", "source_concept_id": "organizational_vision", "target_concept_id": "strategic_concepts", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 234, "end_index": 240, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328002Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 539, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328018Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 607, "end_index": 613, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328035Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2382, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328049Z"}]}, {"id": "rel_transformation_objectives_strategic_concepts", "source_concept_id": "transformation_objectives", "target_concept_id": "strategic_concepts", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_operational_domains_organizational_framework", "source_concept_id": "operational_domains", "target_concept_id": "organizational_framework", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}]}, {"id": "rel_performance_metrics_data_capabilities", "source_concept_id": "performance_metrics", "target_concept_id": "data_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3061, "end_index": 3068, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909141Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_operational_effectiveness_performance_metrics", "source_concept_id": "operational_effectiveness", "target_concept_id": "performance_metrics", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3880, "end_index": 3893, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692431Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3061, "end_index": 3068, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909141Z"}]}, {"id": "rel_competitive_advantages_strategic_outcomes", "source_concept_id": "competitive_advantages", "target_concept_id": "strategic_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1099, "end_index": 1117, "surrounding_text": "interactive data in place of static slides to inform strategic outcomes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587192Z"}]}, {"id": "rel_strategic_foundation_dod_data_strategy", "source_concept_id": "strategic_foundation", "target_concept_id": "dod_data_strategy", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_vision_and_principles_strategic_foundation", "source_concept_id": "vision_and_principles", "target_concept_id": "strategic_foundation", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 3309, "end_index": 3338, "surrounding_text": "Vision and Guiding Principles.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535739Z"}]}, {"id": "rel_vision_statement_strategic_elements", "source_concept_id": "vision_statement", "target_concept_id": "strategic_elements", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 549, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331672Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2392, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331686Z"}]}, {"id": "rel_guiding_principles_set_vision_and_principles", "source_concept_id": "guiding_principles_set", "target_concept_id": "vision_and_principles", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 3309, "end_index": 3338, "surrounding_text": "Vision and Guiding Principles.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535739Z"}]}, {"id": "rel_data_strategic_asset_guiding_principles_framework", "source_concept_id": "data_strategic_asset", "target_concept_id": "guiding_principles_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...data as non-IT asset...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.835180Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_data_ethics_guiding_principles_framework", "source_concept_id": "data_ethics", "target_concept_id": "guiding_principles_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_data_collection_principle_guiding_principles_set", "source_concept_id": "data_collection_principle", "target_concept_id": "guiding_principles_set", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_enterprise_data_access_guiding_principles_framework", "source_concept_id": "enterprise_data_access", "target_concept_id": "guiding_principles_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 1439, "end_index": 1466, "surrounding_text": ") Enterprise-Wide Data Access and Availability \u2013 DoD data must be made available", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.906468Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_ai_training_data_artificial_intelligence_ecosystem", "source_concept_id": "ai_training_data", "target_concept_id": "artificial_intelligence_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 296, "end_index": 315, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967097Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3331, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653360Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3365, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653379Z"}]}, {"id": "rel_data_fit_purpose_guiding_principles_framework", "source_concept_id": "data_fit_purpose", "target_concept_id": "guiding_principles_framework", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4250, "end_index": 4270, "surrounding_text": "Data Fit for Purpose", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655592Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_design_compliance_guiding_principles_framework", "source_concept_id": "design_compliance", "target_concept_id": "guiding_principles_framework", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 617, "end_index": 638, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828210Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_strategic_objectives_defense_modernization", "source_concept_id": "strategic_objectives", "target_concept_id": "defense_modernization", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_data_visibility_data_principles", "source_concept_id": "data_visibility", "target_concept_id": "data_principles", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2164, "end_index": 2179, "surrounding_text": "Moving towards this type of data visibility allows users (person and non-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970285Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}]}, {"id": "rel_data_accessibility_data_principles", "source_concept_id": "data_accessibility", "target_concept_id": "data_principles", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "end_index": 18, "surrounding_text": "...data accessibility...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.708716Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}]}, {"id": "rel_data_understanding_strategic_objectives", "source_concept_id": "data_understanding", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4641, "end_index": 4659, "surrounding_text": "Understanding data is critical to enable enhanced, more accurate, and timely decision-making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.711221Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_data_linking_strategic_objectives", "source_concept_id": "data_linking", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_data_trustworthiness_strategic_objectives", "source_concept_id": "data_trustworthiness", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_data_interoperability_data_management_systems", "source_concept_id": "data_interoperability", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_security_data_quality_attributes", "source_concept_id": "data_security", "target_concept_id": "data_quality_attributes", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_architecture_capability_essential_capabilities", "source_concept_id": "architecture_capability", "target_concept_id": "essential_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1171, "end_index": 1193, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829174Z"}]}, {"id": "rel_standards_capability_essential_capabilities", "source_concept_id": "standards_capability", "target_concept_id": "essential_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1171, "end_index": 1193, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829174Z"}]}, {"id": "rel_governance_capability_essential_capabilities", "source_concept_id": "governance_capability", "target_concept_id": "essential_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1171, "end_index": 1193, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829174Z"}]}, {"id": "rel_talent_culture_capability_essential_capabilities", "source_concept_id": "talent_culture_capability", "target_concept_id": "essential_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4063, "end_index": 4081, "surrounding_text": "Talent and Culture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833491Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1171, "end_index": 1193, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829174Z"}]}, {"id": "rel_implementation_structure_organizational_structure", "source_concept_id": "implementation_structure", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.86}, {"id": "rel_operationalization_implementation_structure", "source_concept_id": "operationalization", "target_concept_id": "implementation_structure", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 27, "surrounding_text": "...Strategy operationalization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.886462Z"}]}, {"id": "rel_strengthened_governance_operationalization", "source_concept_id": "strengthened_governance", "target_concept_id": "operationalization", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2524, "end_index": 2547, "surrounding_text": "Strengthened Governance .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 27, "surrounding_text": "...Strategy operationalization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.886462Z"}]}, {"id": "rel_focus_areas_operationalization", "source_concept_id": "focus_areas", "target_concept_id": "operationalization", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 2666, "end_index": 2677, "surrounding_text": "Focus Areas .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.930459Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 27, "surrounding_text": "...Strategy operationalization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.886462Z"}]}, {"id": "rel_implementation_plans_strategic_framework", "source_concept_id": "implementation_plans", "target_concept_id": "strategic_framework", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1759, "end_index": 1779, "surrounding_text": "Implementation Plans", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1904, "end_index": 1924, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591382Z"}]}, {"id": "rel_document_structure_organizational_structure", "source_concept_id": "document_structure", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.85}, {"id": "rel_table_contents_document_structure", "source_concept_id": "table_contents", "target_concept_id": "document_structure", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "end_index": 17, "surrounding_text": "...Table of Contents...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.536754Z"}]}, {"id": "rel_introduction_section_document_structure", "source_concept_id": "introduction_section", "target_concept_id": "document_structure", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2845, "end_index": 2857, "surrounding_text": "Introduction .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535470Z"}]}, {"id": "rel_problem_statement_strategic_elements", "source_concept_id": "problem_statement", "target_concept_id": "strategic_elements", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 417, "end_index": 434, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328884Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 851, "end_index": 868, "surrounding_text": "Problem Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328897Z"}]}, {"id": "rel_scope_definition_document_structure", "source_concept_id": "scope_definition", "target_concept_id": "document_structure", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 439, "end_index": 444, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2170, "end_index": 2175, "surrounding_text": "Scope", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329010Z"}]}, {"id": "rel_dod_organization_organizational_entities", "source_concept_id": "dod_organization", "target_concept_id": "organizational_entities", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}]}, {"id": "rel_department_defense_dod_organization", "source_concept_id": "department_defense", "target_concept_id": "dod_organization", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...Department of Defense...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.105618Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}]}, {"id": "rel_office_secretary_defense_dod_organization", "source_concept_id": "office_secretary_defense", "target_concept_id": "dod_organization", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3479, "end_index": 3513, "surrounding_text": "members of the Office of the Secretary of Defense (OSD), the Military Departments, the Office of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931715Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}]}, {"id": "rel_leadership_roles_organizational_structure", "source_concept_id": "leadership_roles", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.92}, {"id": "rel_deputy_secretary_defense_leadership_roles", "source_concept_id": "deputy_secretary_defense", "target_concept_id": "leadership_roles", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2733, "end_index": 2760, "surrounding_text": "Deputy Secretary of Defense", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535379Z"}]}, {"id": "rel_dod_leaders_group_leadership_roles", "source_concept_id": "dod_leaders_group", "target_concept_id": "leadership_roles", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1602, "end_index": 1613, "surrounding_text": "by DoD leaders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580295Z"}]}, {"id": "rel_strategic_context_digital_transformation_initiatives", "source_concept_id": "strategic_context", "target_concept_id": "digital_transformation_initiatives", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}]}, {"id": "rel_digital_modernization_strategic_context", "source_concept_id": "digital_modernization", "target_concept_id": "strategic_context", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3237, "end_index": 3266, "surrounding_text": "The DoD Data Strategy, as a key component of the Department\u2019s Digital Modernization program,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931078Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4095, "end_index": 4124, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931100Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}]}, {"id": "rel_effectiveness_measures_operational_capabilities", "source_concept_id": "effectiveness_measures", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3880, "end_index": 3893, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692431Z"}]}, {"id": "rel_dod_organizational_structure_defense_organizational_structures", "source_concept_id": "dod_organizational_structure", "target_concept_id": "defense_organizational_structures", "relationship_type": "subClassOf", "confidence_score": 0.95}, {"id": "rel_data_management_framework_dod_data_enterprise", "source_concept_id": "data_management_framework", "target_concept_id": "dod_data_enterprise", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_military_departments_dod_organizational_structure", "source_concept_id": "military_departments", "target_concept_id": "dod_organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3358, "end_index": 3378, "surrounding_text": "competition and conflict, the Secretary has directed the Joint Staff and Military Departments", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584565Z"}]}, {"id": "rel_joint_staff_organization_dod_organizational_structure", "source_concept_id": "joint_staff_organization", "target_concept_id": "dod_organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3342, "end_index": 3353, "surrounding_text": "competition and conflict, the Secretary has directed the Joint Staff and Military Departments", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584447Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3940, "end_index": 3951, "surrounding_text": "The integrated JADC2 exercises led by the Joint Staff will", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584464Z"}]}, {"id": "rel_combatant_commands_dod_organizational_structure", "source_concept_id": "combatant_commands", "target_concept_id": "dod_organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3632, "end_index": 3650, "surrounding_text": "the Chairman of the Joint Chiefs of Staff (CJCS) and the Joint Staff, Combatant Commands,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932316Z"}]}, {"id": "rel_defense_agencies_dod_organizational_structure", "source_concept_id": "defense_agencies", "target_concept_id": "dod_organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3653, "end_index": 3669, "surrounding_text": "Defense Agencies, and DoD Field Activities (referred to collectively in this strategy as", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932413Z"}]}, {"id": "rel_dod_field_activities_dod_organizational_structure", "source_concept_id": "dod_field_activities", "target_concept_id": "dod_organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3675, "end_index": 3695, "surrounding_text": "Defense Agencies, and DoD Field Activities (referred to collectively in this strategy as", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932505Z"}]}, {"id": "rel_office_of_cjcs_joint_staff_organization", "source_concept_id": "office_of_cjcs", "target_concept_id": "joint_staff_organization", "relationship_type": "subClassOf", "confidence_score": 0.97, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 51, "surrounding_text": "...Office of the Chairman of the Joint Chiefs of Staff...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932020Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3342, "end_index": 3353, "surrounding_text": "competition and conflict, the Secretary has directed the Joint Staff and Military Departments", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584447Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3940, "end_index": 3951, "surrounding_text": "The integrated JADC2 exercises led by the Joint Staff will", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584464Z"}]}, {"id": "rel_joint_staff_joint_staff_organization", "source_concept_id": "joint_staff", "target_concept_id": "joint_staff_organization", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3342, "end_index": 3353, "surrounding_text": "competition and conflict, the Secretary has directed the Joint Staff and Military Departments", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584447Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3940, "end_index": 3951, "surrounding_text": "The integrated JADC2 exercises led by the Joint Staff will", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584464Z"}]}, {"id": "rel_cjcs_office_of_cjcs", "source_concept_id": "cjcs", "target_concept_id": "office_of_cjcs", "relationship_type": "subClassOf", "confidence_score": 0.98, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 51, "surrounding_text": "...Office of the Chairman of the Joint Chiefs of Staff...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932020Z"}]}, {"id": "rel_enterprise_data_management_data_infrastructure", "source_concept_id": "enterprise_data_management", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 970, "end_index": 996, "surrounding_text": "the enterprise data management2 to ensure that trusted, critical data is widely available to or", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329197Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_standards_data_management_processes", "source_concept_id": "data_standards", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_access_systems_data_management_framework", "source_concept_id": "data_access_systems", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_battlefield_operations_operational_applications", "source_concept_id": "battlefield_operations", "target_concept_id": "operational_applications", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 555, "end_index": 566, "surrounding_text": "- Joint All Domain Operations \u2013 using data for advantage on the battlefield", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.905159Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}]}, {"id": "rel_weapon_systems_digital_transformation", "source_concept_id": "weapon_systems", "target_concept_id": "digital_transformation", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4141, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114907Z"}]}, {"id": "rel_sensing_platforms_operational_capabilities", "source_concept_id": "sensing_platforms", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}]}, {"id": "rel_network_infrastructure_operational_capabilities", "source_concept_id": "network_infrastructure", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.89}, {"id": "rel_digital_modernization_program_modernization_initiatives", "source_concept_id": "digital_modernization_program", "target_concept_id": "modernization_initiatives", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3237, "end_index": 3266, "surrounding_text": "The DoD Data Strategy, as a key component of the Department\u2019s Digital Modernization program,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931078Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4095, "end_index": 4124, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931100Z"}]}, {"id": "rel_department_wide_representation_organizational_structure", "source_concept_id": "department_wide_representation", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 30, "surrounding_text": "...Department-wide representation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936917Z"}]}, {"id": "rel_data_management_policies_data_governance", "source_concept_id": "data_management_policies", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 24, "surrounding_text": "...data management policies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965497Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_management_practices_data_governance", "source_concept_id": "data_management_practices", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 25, "surrounding_text": "...data management practices...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965702Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_management_standards_data_standards", "source_concept_id": "data_management_standards", "target_concept_id": "data_standards", "relationship_type": "subClassOf", "confidence_score": 0.96, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 25, "surrounding_text": "...data management standards...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}]}, {"id": "rel_open_data_standards_data_standards", "source_concept_id": "open_data_standards", "target_concept_id": "data_standards", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 19, "surrounding_text": "...open data standards...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108823Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}]}, {"id": "rel_secure_access_capabilities_data_access_systems", "source_concept_id": "secure_access_capabilities", "target_concept_id": "data_access_systems", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "end_index": 13, "surrounding_text": "...secure access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.416810Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}]}, {"id": "rel_data_quality_requirements_data_access_systems", "source_concept_id": "data_quality_requirements", "target_concept_id": "data_access_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}]}, {"id": "rel_modern_battlefield_battlefield_operations", "source_concept_id": "modern_battlefield", "target_concept_id": "battlefield_operations", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 18, "surrounding_text": "...modern battlefield...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934501Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 555, "end_index": 566, "surrounding_text": "- Joint All Domain Operations \u2013 using data for advantage on the battlefield", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.905159Z"}]}, {"id": "rel_tactical_edge_operations_battlefield_operations", "source_concept_id": "tactical_edge_operations", "target_concept_id": "battlefield_operations", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3738, "end_index": 3751, "surrounding_text": "Deputy CIO for C3 to ensure that we can coordinate information with the tactical edge in a highly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.585817Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 555, "end_index": 566, "surrounding_text": "- Joint All Domain Operations \u2013 using data for advantage on the battlefield", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.905159Z"}]}, {"id": "rel_warfighter_operations_battlefield_operations", "source_concept_id": "warfighter_operations", "target_concept_id": "battlefield_operations", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1095, "end_index": 1105, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.534998Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2583, "end_index": 2593, "surrounding_text": "The warfighter is counting on us to ensure that the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535015Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 555, "end_index": 566, "surrounding_text": "- Joint All Domain Operations \u2013 using data for advantage on the battlefield", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.905159Z"}]}, {"id": "rel_advanced_capabilities_weapon_systems", "source_concept_id": "advanced_capabilities", "target_concept_id": "weapon_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4054, "end_index": 4075, "surrounding_text": "The advanced capabilities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933722Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4141, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114907Z"}]}, {"id": "rel_sensors_infrastructure_systems", "source_concept_id": "sensors", "target_concept_id": "infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 714, "end_index": 721, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967799Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_platforms_sensing_platforms", "source_concept_id": "platforms", "target_concept_id": "sensing_platforms", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}]}, {"id": "rel_domains_sensing_platforms", "source_concept_id": "domains", "target_concept_id": "sensing_platforms", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}]}, {"id": "rel_networks_network_infrastructure", "source_concept_id": "networks", "target_concept_id": "network_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3967, "end_index": 3975, "surrounding_text": "Warfighters at all echelons require tested, secure, seamless access to data across networks,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933345Z"}]}, {"id": "rel_supporting_infrastructure_network_infrastructure", "source_concept_id": "supporting_infrastructure", "target_concept_id": "network_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3978, "end_index": 4003, "surrounding_text": "supporting infrastructure, and weapon systems out to the tactical edge.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.933441Z"}]}, {"id": "rel_data_ecosystem_defense_data_systems", "source_concept_id": "data_ecosystem", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_organizational_capabilities_defense_modernization", "source_concept_id": "organizational_capabilities", "target_concept_id": "defense_modernization", "relationship_type": "subClassOf", "confidence_score": 0.9}, {"id": "rel_strategy_framework_dod_data_strategy", "source_concept_id": "strategy_framework", "target_concept_id": "dod_data_strategy", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 558, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591518Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 815, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591554Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1799, "end_index": 1807, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591589Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1895, "end_index": 1903, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591616Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2334, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591647Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_strategic_components_dod_data_strategy", "source_concept_id": "strategic_components", "target_concept_id": "dod_data_strategy", "relationship_type": "subClassOf", "confidence_score": 0.96, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_implementation_scope_dod_data_strategy", "source_concept_id": "implementation_scope", "target_concept_id": "dod_data_strategy", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 439, "end_index": 444, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2170, "end_index": 2175, "surrounding_text": "Scope", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329010Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_technical_systems_system_architecture", "source_concept_id": "technical_systems", "target_concept_id": "system_architecture", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}]}, {"id": "rel_data_processes_data_lifecycle_management", "source_concept_id": "data_processes", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_human_resources_organizational_capabilities", "source_concept_id": "human_resources", "target_concept_id": "organizational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.92}, {"id": "rel_operational_outcomes_operational_applications", "source_concept_id": "operational_outcomes", "target_concept_id": "operational_applications", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}]}, {"id": "rel_organizational_culture_organizational_framework", "source_concept_id": "organizational_culture", "target_concept_id": "organizational_framework", "relationship_type": "subClassOf", "confidence_score": 0.83}, {"id": "rel_framework_documentation_strategy_framework", "source_concept_id": "framework_documentation", "target_concept_id": "strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 558, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591518Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 815, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591554Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1799, "end_index": 1807, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591589Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1895, "end_index": 1903, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591616Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2334, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591647Z"}]}, {"id": "rel_strategic_elements_strategic_framework", "source_concept_id": "strategic_elements", "target_concept_id": "strategic_framework", "relationship_type": "subClassOf", "confidence_score": 0.92}, {"id": "rel_strategic_direction_strategic_components", "source_concept_id": "strategic_direction", "target_concept_id": "strategic_components", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}]}, {"id": "rel_implementation_guidance_strategic_components", "source_concept_id": "implementation_guidance", "target_concept_id": "strategic_components", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}]}, {"id": "rel_problem_definition_implementation_scope", "source_concept_id": "problem_definition", "target_concept_id": "implementation_scope", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 439, "end_index": 444, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2170, "end_index": 2175, "surrounding_text": "Scope", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329010Z"}]}, {"id": "rel_asset_classification_data_assets", "source_concept_id": "asset_classification", "target_concept_id": "data_assets", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_2", "end_index": 5, "surrounding_text": "Asset .", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:16.411477Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 486, "end_index": 497, "surrounding_text": "semantic metadata with data assets.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3566, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106363Z"}]}, {"id": "rel_data_characteristics_data_assets_resources", "source_concept_id": "data_characteristics", "target_concept_id": "data_assets_resources", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 486, "end_index": 497, "surrounding_text": "semantic metadata with data assets.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3566, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106363Z"}]}, {"id": "rel_system_infrastructure_technical_systems", "source_concept_id": "system_infrastructure", "target_concept_id": "technical_systems", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_system_interfaces_system_architecture", "source_concept_id": "system_interfaces", "target_concept_id": "system_architecture", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1609, "end_index": 1619, "surrounding_text": "and interfaces (e.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.590577Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}]}, {"id": "rel_data_operations_data_management_processes", "source_concept_id": "data_operations", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_process_characteristics_data_processes", "source_concept_id": "process_characteristics", "target_concept_id": "data_processes", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_personnel_roles_organizational_framework", "source_concept_id": "personnel_roles", "target_concept_id": "organizational_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_expertise_development_human_resources", "source_concept_id": "expertise_development", "target_concept_id": "human_resources", "relationship_type": "subClassOf", "confidence_score": 0.82}, {"id": "rel_performance_benefits_operational_outcomes", "source_concept_id": "performance_benefits", "target_concept_id": "operational_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.88}, {"id": "rel_decision_support_operational_outcomes", "source_concept_id": "decision_support", "target_concept_id": "operational_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 570, "end_index": 600, "surrounding_text": "Senior Leader Decision Support: Senior leaders, including the Deputy Secretary, have directed", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584623Z"}]}, {"id": "rel_cultural_attributes_organizational_culture", "source_concept_id": "cultural_attributes", "target_concept_id": "organizational_culture", "relationship_type": "subClassOf", "confidence_score": 0.81, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}]}, {"id": "rel_strategic_outcomes_decision_support_systems", "source_concept_id": "strategic_outcomes", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1099, "end_index": 1117, "surrounding_text": "interactive data in place of static slides to inform strategic outcomes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587192Z"}]}, {"id": "rel_data_governance_policies_data_governance_framework", "source_concept_id": "data_governance_policies", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 24, "surrounding_text": "...data governance policies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.975410Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_stewardship_roles_data_governance_framework", "source_concept_id": "data_stewardship_roles", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_strategic_data_principles_data_governance_framework", "source_concept_id": "strategic_data_principles", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_defense_organizations_organizational_structure", "source_concept_id": "defense_organizations", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_strategic_assets_organizational_structure", "source_concept_id": "strategic_assets", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3468, "end_index": 3484, "surrounding_text": "DoD exerts tremendous effort planning and using traditional strategic assets such as personnel,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.334357Z"}]}, {"id": "rel_decision_making_improvements_strategic_outcomes", "source_concept_id": "decision_making_improvements", "target_concept_id": "strategic_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1099, "end_index": 1117, "surrounding_text": "interactive data in place of static slides to inform strategic outcomes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587192Z"}]}, {"id": "rel_operational_benefits_strategic_outcomes", "source_concept_id": "operational_benefits", "target_concept_id": "strategic_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1099, "end_index": 1117, "surrounding_text": "interactive data in place of static slides to inform strategic outcomes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587192Z"}]}, {"id": "rel_executive_leadership_data_stewardship_roles", "source_concept_id": "executive_leadership", "target_concept_id": "data_stewardship_roles", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}]}, {"id": "rel_operational_stewards_data_stewardship_roles", "source_concept_id": "operational_stewards", "target_concept_id": "data_stewardship_roles", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}]}, {"id": "rel_technical_custodians_data_stewardship_roles", "source_concept_id": "technical_custodians", "target_concept_id": "data_stewardship_roles", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}]}, {"id": "rel_technology_systems_operational_capabilities", "source_concept_id": "technology_systems", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_data_management_processes_dod_data_governance", "source_concept_id": "data_management_processes", "target_concept_id": "dod_data_governance", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_ethics_principles_data_governance_framework", "source_concept_id": "data_ethics_principles", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_human_stakeholders_organizational_stakeholders", "source_concept_id": "human_stakeholders", "target_concept_id": "organizational_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_technical_capabilities_dod_data_architecture", "source_concept_id": "technical_capabilities", "target_concept_id": "dod_data_architecture", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_data_access_control_data_governance_framework", "source_concept_id": "data_access_control", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_ethical_frameworks_data_ethics_principles", "source_concept_id": "ethical_frameworks", "target_concept_id": "data_ethics_principles", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}]}, {"id": "rel_responsible_data_practices_data_ethics_principles", "source_concept_id": "responsible_data_practices", "target_concept_id": "data_ethics_principles", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 25, "surrounding_text": "...data management practices...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965702Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}]}, {"id": "rel_leaders_personnel_categories", "source_concept_id": "leaders", "target_concept_id": "personnel_categories", "relationship_type": "subClassOf", "confidence_score": 0.73, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4390, "end_index": 4397, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834130Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_authorized_individuals_human_stakeholders", "source_concept_id": "authorized_individuals", "target_concept_id": "human_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "end_index": 22, "surrounding_text": "...authorized individuals...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651701Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_data_collection_data_lifecycle_management", "source_concept_id": "data_collection", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_strategic_advantages_data_governance_framework", "source_concept_id": "strategic_advantages", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 60, "end_index": 80, "surrounding_text": "of its overall mission, it gains distinct, strategic advantages over competitors and adversaries alike.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.245765Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_dod_data_enterprise_defense_data_systems", "source_concept_id": "dod_data_enterprise", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_data_quality_management_data_management_systems", "source_concept_id": "data_quality_management", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_sharing_mechanisms_data_management_framework", "source_concept_id": "data_sharing_mechanisms", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_information_sharing_policies_data_sharing_mechanisms", "source_concept_id": "information_sharing_policies", "target_concept_id": "data_sharing_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2337, "end_index": 2356, "surrounding_text": ", information sharing).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650894Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}]}, {"id": "rel_cultural_transformation_organizational_transformation", "source_concept_id": "cultural_transformation", "target_concept_id": "organizational_transformation", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4147, "end_index": 4170, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833607Z"}]}, {"id": "rel_access_principles_information_sharing_policies", "source_concept_id": "access_principles", "target_concept_id": "information_sharing_policies", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2337, "end_index": 2356, "surrounding_text": ", information sharing).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650894Z"}]}, {"id": "rel_compliance_requirements_governance_framework", "source_concept_id": "compliance_requirements", "target_concept_id": "governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}]}, {"id": "rel_access_management_data_sharing_mechanisms", "source_concept_id": "access_management", "target_concept_id": "data_sharing_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}]}, {"id": "rel_enterprise_systems_architecture_dod_data_enterprise", "source_concept_id": "enterprise_systems_architecture", "target_concept_id": "dod_data_enterprise", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 30, "surrounding_text": "...systems architecture evolution...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.830755Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_operational_systems_military_operations_framework", "source_concept_id": "operational_systems", "target_concept_id": "military_operations_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_technology_infrastructure_dod_data_strategy", "source_concept_id": "technology_infrastructure", "target_concept_id": "dod_data_strategy", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_ai_algorithmic_systems_enterprise_systems_architecture", "source_concept_id": "ai_algorithmic_systems", "target_concept_id": "enterprise_systems_architecture", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 30, "surrounding_text": "...systems architecture evolution...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.830755Z"}]}, {"id": "rel_organizational_governance_dod_data_enterprise", "source_concept_id": "organizational_governance", "target_concept_id": "dod_data_enterprise", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_operational_processes_organizational_governance", "source_concept_id": "operational_processes", "target_concept_id": "organizational_governance", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_data_stewardship_data_governance", "source_concept_id": "data_stewardship", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_availability_data_accessibility", "source_concept_id": "data_availability", "target_concept_id": "data_accessibility", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 17, "surrounding_text": "...data availability...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.250464Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "end_index": 18, "surrounding_text": "...data accessibility...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.708716Z"}]}, {"id": "rel_quality_data_data_quality_management", "source_concept_id": "quality_data", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3461, "end_index": 3473, "surrounding_text": "quality datasets (TQD) that are the pieces of information and associated labels used to build", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4298, "end_index": 4310, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655849Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_training_quality_datasets_data_quality_management", "source_concept_id": "training_quality_datasets", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_tqd_training_quality_datasets", "source_concept_id": "tqd", "target_concept_id": "training_quality_datasets", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3479, "end_index": 3482, "surrounding_text": "quality datasets (TQD) that are the pieces of information and associated labels used to build", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653675Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3576, "end_index": 3579, "surrounding_text": "TQD and the algorithmic models will increasingly become DoD\u2019s most", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653693Z"}]}, {"id": "rel_discoverable_data_data_quality_management", "source_concept_id": "discoverable_data", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 17, "surrounding_text": "...discoverable data...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.255802Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_data_sharing_tools_data_sharing_mechanisms", "source_concept_id": "data_sharing_tools", "target_concept_id": "data_sharing_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}]}, {"id": "rel_identity_credential_access_management_access_management", "source_concept_id": "identity_credential_access_management", "target_concept_id": "access_management", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1982, "end_index": 2025, "surrounding_text": "Identity, Credential, and Access Management (ICAM); and associated data-sharing tools.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649613Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_icam_identity_credential_access_management", "source_concept_id": "icam", "target_concept_id": "identity_credential_access_management", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2027, "end_index": 2031, "surrounding_text": "Identity, Credential, and Access Management (ICAM); and associated data-sharing tools.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649707Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1982, "end_index": 2025, "surrounding_text": "Identity, Credential, and Access Management (ICAM); and associated data-sharing tools.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649613Z"}]}, {"id": "rel_protected_visibility_access_management", "source_concept_id": "protected_visibility", "target_concept_id": "access_management", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4168, "end_index": 4188, "surrounding_text": "algorithm models and associated data that provides protected visibility and responsible brokerage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655395Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_responsible_brokerage_access_management", "source_concept_id": "responsible_brokerage", "target_concept_id": "access_management", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4193, "end_index": 4214, "surrounding_text": "algorithm models and associated data that provides protected visibility and responsible brokerage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655498Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_warfighting_systems_operational_systems", "source_concept_id": "warfighting_systems", "target_concept_id": "operational_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 19, "surrounding_text": "...warfighting systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.252083Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_intelligence_systems_operational_systems", "source_concept_id": "intelligence_systems", "target_concept_id": "operational_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "end_index": 20, "surrounding_text": "...intelligence systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.252171Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_business_systems_data_sources", "source_concept_id": "business_systems", "target_concept_id": "data_sources", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 761, "end_index": 777, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.968094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}]}, {"id": "rel_enterprise_capabilities_technology_infrastructure", "source_concept_id": "enterprise_capabilities", "target_concept_id": "technology_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1927, "end_index": 1950, "surrounding_text": "This is enabled by successful implementation of enterprise capabilities, such as an enterprise cloud;", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649423Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}]}, {"id": "rel_technology_data_and_analytics_systems", "source_concept_id": "technology", "target_concept_id": "data_and_analytics_systems", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 752, "end_index": 778, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646302Z"}]}, {"id": "rel_ai_technologies_technology_infrastructure", "source_concept_id": "ai_technologies", "target_concept_id": "technology_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 4323, "end_index": 4338, "surrounding_text": "As DoD modernizes and integrates AI technologies into joint warfighting,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.254870Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}]}, {"id": "rel_algorithmic_models_ai_models", "source_concept_id": "algorithmic_models", "target_concept_id": "ai_models", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3556, "end_index": 3574, "surrounding_text": "algorithmic models.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654009Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3588, "end_index": 3606, "surrounding_text": "TQD and the algorithmic models will increasingly become DoD\u2019s most", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654026Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1306, "end_index": 1308, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1586, "end_index": 1588, "surrounding_text": "the DoD CDO will govern the Department\u2019s data management efforts and ensure sustained focus", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580847Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1769, "end_index": 1771, "surrounding_text": "Digital Modernization program, ensuring synchronization with DoD\u2019s cloud; AI; Command,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580865Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2036, "end_index": 2038, "surrounding_text": "The CDO Council, chaired by the DoD CDO, will serve as the primary venue for collaboration", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580882Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3117, "end_index": 3119, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580901Z"}]}, {"id": "rel_algorithm_models_ai_models", "source_concept_id": "algorithm_models", "target_concept_id": "ai_models", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4117, "end_index": 4133, "surrounding_text": "algorithm models and associated data that provides protected visibility and responsible brokerage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.655290Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1306, "end_index": 1308, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1586, "end_index": 1588, "surrounding_text": "the DoD CDO will govern the Department\u2019s data management efforts and ensure sustained focus", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580847Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1769, "end_index": 1771, "surrounding_text": "Digital Modernization program, ensuring synchronization with DoD\u2019s cloud; AI; Command,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580865Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2036, "end_index": 2038, "surrounding_text": "The CDO Council, chaired by the DoD CDO, will serve as the primary venue for collaboration", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580882Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3117, "end_index": 3119, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580901Z"}]}, {"id": "rel_algorithmic_warfare_ai_algorithmic_systems", "source_concept_id": "algorithmic_warfare", "target_concept_id": "ai_algorithmic_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3840, "end_index": 3859, "surrounding_text": "algorithmic warfare.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654427Z"}]}, {"id": "rel_digital_modernization_strategy_strategic_frameworks", "source_concept_id": "digital_modernization_strategy", "target_concept_id": "strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2616, "end_index": 2646, "surrounding_text": "success of both the National Defense Strategy and the Digital Modernization Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651611Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}]}, {"id": "rel_fundamental_dod_premise_strategic_frameworks", "source_concept_id": "fundamental_dod_premise", "target_concept_id": "strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_4", "start_index": 3289, "end_index": 3312, "surrounding_text": "it is a fundamental DoD premise that data should be made available for use by all authorized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.252836Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}]}, {"id": "rel_daily_operations_operational_processes", "source_concept_id": "daily_operations", "target_concept_id": "operational_processes", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2495, "end_index": 2511, "surrounding_text": "enterprise-wide view into the daily operations of the Department and absolutely critical to the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651426Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_appropriate_mechanisms_operational_processes", "source_concept_id": "appropriate_mechanisms", "target_concept_id": "operational_processes", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2798, "end_index": 2820, "surrounding_text": "individuals and non-person entities through appropriate mechanisms.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651901Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_organizational_structures_organizational_capabilities", "source_concept_id": "organizational_structures", "target_concept_id": "organizational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.87}, {"id": "rel_organizations_organizational_structures", "source_concept_id": "organizations", "target_concept_id": "organizational_structures", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_algorithmic_warfare_systems_defense_data_systems", "source_concept_id": "algorithmic_warfare_systems", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3840, "end_index": 3859, "surrounding_text": "algorithmic warfare.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654427Z"}]}, {"id": "rel_strategic_governance_dod_data_ecosystem", "source_concept_id": "strategic_governance", "target_concept_id": "dod_data_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_compliance_security_dod_data_strategy_framework", "source_concept_id": "compliance_security", "target_concept_id": "dod_data_strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_data_integration_systems_data_architecture", "source_concept_id": "data_integration_systems", "target_concept_id": "data_architecture", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...open data architecture...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831473Z"}]}, {"id": "rel_algorithm_development_implementation_governance", "source_concept_id": "algorithm_development", "target_concept_id": "implementation_governance", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3729, "end_index": 3750, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.012840Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_warfighting_applications_ai_applications", "source_concept_id": "warfighting_applications", "target_concept_id": "ai_applications", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1306, "end_index": 1308, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1586, "end_index": 1588, "surrounding_text": "the DoD CDO will govern the Department\u2019s data management efforts and ensure sustained focus", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580847Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1769, "end_index": 1771, "surrounding_text": "Digital Modernization program, ensuring synchronization with DoD\u2019s cloud; AI; Command,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580865Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2036, "end_index": 2038, "surrounding_text": "The CDO Council, chaired by the DoD CDO, will serve as the primary venue for collaboration", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580882Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3117, "end_index": 3119, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580901Z"}]}, {"id": "rel_ethical_considerations_compliance_and_policy", "source_concept_id": "ethical_considerations", "target_concept_id": "compliance_and_policy", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3150, "end_index": 3172, "surrounding_text": "or ethical considerations are involved.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652942Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...policy compliance...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828699Z"}]}, {"id": "rel_organizational_components_strategic_governance", "source_concept_id": "organizational_components", "target_concept_id": "strategic_governance", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_governance_frameworks_strategic_governance", "source_concept_id": "governance_frameworks", "target_concept_id": "strategic_governance", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 21, "surrounding_text": "...governance frameworks...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_data_activities_data_operations", "source_concept_id": "data_activities", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_stakeholder_management_data_governance_framework", "source_concept_id": "stakeholder_management", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_regulatory_compliance_administrative_processes", "source_concept_id": "regulatory_compliance", "target_concept_id": "administrative_processes", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_security_measures_technology_infrastructure", "source_concept_id": "security_measures", "target_concept_id": "technology_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 783, "end_index": 791, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107412Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4371, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4751, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4844, "end_index": 4852, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107497Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}]}, {"id": "rel_authorization_processes_compliance_security", "source_concept_id": "authorization_processes", "target_concept_id": "compliance_security", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_dod_chief_data_officer_leadership_roles", "source_concept_id": "dod_chief_data_officer", "target_concept_id": "leadership_roles", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3973, "end_index": 3995, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654844Z"}]}, {"id": "rel_cdo_role_leadership_roles", "source_concept_id": "cdo_role", "target_concept_id": "leadership_roles", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 740, "end_index": 743, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654950Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 813, "end_index": 816, "surrounding_text": "Component CDOs will be responsible for promoting a culture of ethical data use supported by", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654971Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3997, "end_index": 4000, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654993Z"}]}, {"id": "rel_critical_success_factor_dod_data_strategy_framework", "source_concept_id": "critical_success_factor", "target_concept_id": "dod_data_strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 981, "end_index": 1004, "surrounding_text": "with required data policies is a critical success factor for continued funding of future warfighting", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828856Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_funding_requirements_critical_success_factor", "source_concept_id": "funding_requirements", "target_concept_id": "critical_success_factor", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 981, "end_index": 1004, "surrounding_text": "with required data policies is a critical success factor for continued funding of future warfighting", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828856Z"}]}, {"id": "rel_dod_data_architecture_framework_defense_data_systems", "source_concept_id": "dod_data_architecture_framework", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_architectural_systems_dod_data_architecture_framework", "source_concept_id": "architectural_systems", "target_concept_id": "dod_data_architecture_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_architecture_approaches_architectural_systems", "source_concept_id": "architecture_approaches", "target_concept_id": "architectural_systems", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_technology_platforms_architectural_systems", "source_concept_id": "technology_platforms", "target_concept_id": "architectural_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_application_systems_architectural_systems", "source_concept_id": "application_systems", "target_concept_id": "architectural_systems", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_data_management_systems_digital_transformation", "source_concept_id": "data_management_systems", "target_concept_id": "digital_transformation", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_assets_management_data_management_systems", "source_concept_id": "data_assets_management", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 486, "end_index": 497, "surrounding_text": "semantic metadata with data assets.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3566, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106363Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_standards_specifications_data_management_systems", "source_concept_id": "data_standards_specifications", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_standards_frameworks_data_standards_specifications", "source_concept_id": "standards_frameworks", "target_concept_id": "data_standards_specifications", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}]}, {"id": "rel_technical_specifications_data_standards_specifications", "source_concept_id": "technical_specifications", "target_concept_id": "data_standards_specifications", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}]}, {"id": "rel_governance_oversight_systems_dod_data_architecture_framework", "source_concept_id": "governance_oversight_systems", "target_concept_id": "dod_data_architecture_framework", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance oversight...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832818Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_evaluation_oversight_governance_oversight_systems", "source_concept_id": "evaluation_oversight", "target_concept_id": "governance_oversight_systems", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...testing and evaluation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832139Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance oversight...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832818Z"}]}, {"id": "rel_testing_evaluation_evaluation_oversight", "source_concept_id": "testing_evaluation", "target_concept_id": "evaluation_oversight", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...testing and evaluation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832139Z"}]}, {"id": "rel_oversight_functions_organizational_governance", "source_concept_id": "oversight_functions", "target_concept_id": "organizational_governance", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3074, "end_index": 3083, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909240Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_user_requirements_stakeholder_management", "source_concept_id": "user_requirements", "target_concept_id": "stakeholder_management", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_operational_environment_operational_requirements", "source_concept_id": "operational_environment", "target_concept_id": "operational_requirements", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}]}, {"id": "rel_challenging_environments_operational_environment", "source_concept_id": "challenging_environments", "target_concept_id": "operational_environment", "relationship_type": "subClassOf", "confidence_score": 0.76}, {"id": "rel_information_data_defense_data_systems", "source_concept_id": "information_data", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.75, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}]}, {"id": "rel_workforce_development_organizational_transformation", "source_concept_id": "workforce_development", "target_concept_id": "organizational_transformation", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_decision_making_culture_cultural_transformation", "source_concept_id": "decision_making_culture", "target_concept_id": "cultural_transformation", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4147, "end_index": 4170, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833607Z"}]}, {"id": "rel_data_centric_organization_cultural_transformation", "source_concept_id": "data_centric_organization", "target_concept_id": "cultural_transformation", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 403, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583520Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4147, "end_index": 4170, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833607Z"}]}, {"id": "rel_data_management_data_management_systems", "source_concept_id": "data_management", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_records_management_data_lifecycle_management", "source_concept_id": "records_management", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 491, "end_index": 509, "surrounding_text": "restrictions, and records management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578114Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_critical_data_assets_data_lifecycle_management", "source_concept_id": "critical_data_assets", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.79, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3856, "end_index": 3876, "surrounding_text": "full records management of critical data assets within the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833381Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_data_sources_data_management_systems", "source_concept_id": "data_sources", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_capabilities_data_management_framework", "source_concept_id": "data_capabilities", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_effectual_processes_decision_making_culture", "source_concept_id": "effectual_processes", "target_concept_id": "decision_making_culture", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4572, "end_index": 4591, "surrounding_text": "implement effectual processes.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_information_advantaged_dod_data_centric_organization", "source_concept_id": "information_advantaged_dod", "target_concept_id": "data_centric_organization", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 403, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583520Z"}]}, {"id": "rel_cascading_levels_data_management", "source_concept_id": "cascading_levels", "target_concept_id": "data_management", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4282, "end_index": 4298, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.694034Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_localized_system_decisions_resolution_mechanisms", "source_concept_id": "localized_system_decisions", "target_concept_id": "resolution_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.75, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3766, "end_index": 3792, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833234Z"}]}, {"id": "rel_military_platforms_data_sources", "source_concept_id": "military_platforms", "target_concept_id": "data_sources", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}]}, {"id": "rel_infrastructure_systems_data_sources", "source_concept_id": "infrastructure_systems", "target_concept_id": "data_sources", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}]}, {"id": "rel_data_talent_data_capabilities", "source_concept_id": "data_talent", "target_concept_id": "data_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 225, "end_index": 236, "surrounding_text": "We must carefully cultivate our data talent to create and sustain", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.966981Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_skill_training_data_talent_cultivation", "source_concept_id": "data_skill_training", "target_concept_id": "data_talent_cultivation", "relationship_type": "subClassOf", "confidence_score": 0.78, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 296, "end_index": 315, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967097Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 23, "surrounding_text": "...data talent cultivation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834643Z"}]}, {"id": "rel_data_infrastructure_data_management_framework", "source_concept_id": "data_infrastructure", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_information_advantaged_workforce_workforce_characteristics", "source_concept_id": "information_advantaged_workforce", "target_concept_id": "workforce_characteristics", "relationship_type": "subClassOf", "confidence_score": 0.71, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 32, "surrounding_text": "...information-advantaged workforce...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834069Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_dod_weapons_platforms_military_platforms", "source_concept_id": "dod_weapons_platforms", "target_concept_id": "military_platforms", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 671, "end_index": 692, "surrounding_text": "DoD weapons platforms,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967589Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}]}, {"id": "rel_connected_devices_infrastructure_systems", "source_concept_id": "connected_devices", "target_concept_id": "infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 695, "end_index": 712, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967688Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_training_facilities_infrastructure_systems", "source_concept_id": "training_facilities", "target_concept_id": "infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 723, "end_index": 742, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967900Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_test_ranges_infrastructure_systems", "source_concept_id": "test_ranges", "target_concept_id": "infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 744, "end_index": 755, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967997Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_data_experts_technical_specialists", "source_concept_id": "data_experts", "target_concept_id": "technical_specialists", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 427, "end_index": 439, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967285Z"}]}, {"id": "rel_centers_for_data_engineering_excellence_data_talent_cultivation", "source_concept_id": "centers_for_data_engineering_excellence", "target_concept_id": "data_talent_cultivation", "relationship_type": "subClassOf", "confidence_score": 0.76, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 39, "surrounding_text": "...centers for data engineering excellence...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967193Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 23, "surrounding_text": "...data talent cultivation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834643Z"}]}, {"id": "rel_supportive_ecosystem_data_talent_cultivation", "source_concept_id": "supportive_ecosystem", "target_concept_id": "data_talent_cultivation", "relationship_type": "subClassOf", "confidence_score": 0.74, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4782, "end_index": 4802, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834953Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 23, "surrounding_text": "...data talent cultivation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834643Z"}]}, {"id": "rel_data_and_analytics_systems_data_infrastructure", "source_concept_id": "data_and_analytics_systems", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 752, "end_index": 778, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646302Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_collaboration_supportive_ecosystem", "source_concept_id": "collaboration", "target_concept_id": "supportive_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.8, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1028, "end_index": 1041, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.699631Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4782, "end_index": 4802, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834953Z"}]}, {"id": "rel_it_assets_data_and_analytics_systems", "source_concept_id": "it_assets", "target_concept_id": "data_and_analytics_systems", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 752, "end_index": 778, "surrounding_text": "be championed by the DoD CDO and all data and analytics leaders across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646302Z"}]}, {"id": "rel_governance_roles_data_governance", "source_concept_id": "governance_roles", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_governance_policies_data_governance_structure", "source_concept_id": "governance_policies", "target_concept_id": "data_governance_structure", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 19, "surrounding_text": "...governance policies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832544Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_governance_bodies_dod_organizational_structure", "source_concept_id": "governance_bodies", "target_concept_id": "dod_organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2334, "end_index": 2351, "surrounding_text": "working closely with the appropriate governance bodies, members of the CDO Council must also", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582285Z"}]}, {"id": "rel_data_platforms_technical_infrastructure", "source_concept_id": "data_platforms", "target_concept_id": "technical_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_interfaces_data_infrastructure", "source_concept_id": "data_interfaces", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_lifecycle_data_operations", "source_concept_id": "data_lifecycle", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_services_data_operations", "source_concept_id": "data_services", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_access_data_operations", "source_concept_id": "data_access", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_quality_attributes_data_characteristics", "source_concept_id": "data_quality_attributes", "target_concept_id": "data_characteristics", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_asset_types_defense_data_systems", "source_concept_id": "data_asset_types", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 438, "end_index": 448, "surrounding_text": "Objective 2: DoD utilizes a common data syntax for the same data types and includes", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106160Z"}]}, {"id": "rel_intrinsic_quality_data_quality_attributes", "source_concept_id": "intrinsic_quality", "target_concept_id": "data_quality_attributes", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_contextual_quality_data_quality_attributes", "source_concept_id": "contextual_quality", "target_concept_id": "data_quality_attributes", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_representational_quality_data_quality_attributes", "source_concept_id": "representational_quality", "target_concept_id": "data_quality_attributes", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_organizational_framework_dod_data_ecosystem", "source_concept_id": "organizational_framework", "target_concept_id": "dod_data_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_decision_making_processes_decision_support_systems", "source_concept_id": "decision_making_processes", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_analytical_capabilities_decision_support_systems", "source_concept_id": "analytical_capabilities", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.91}, {"id": "rel_outcome_management_decision_support_systems", "source_concept_id": "outcome_management", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_data_lifecycle_operations_data_management_processes", "source_concept_id": "data_lifecycle_operations", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_processing_operations_data_operations", "source_concept_id": "data_processing_operations", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_api_systems_data_infrastructure", "source_concept_id": "api_systems", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_create_data_lifecycle_operations", "source_concept_id": "create", "target_concept_id": "data_lifecycle_operations", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 746, "end_index": 752, "surrounding_text": "empowered to work with data, make data-informed decisions, create evidence-based policies, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710244Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 861, "end_index": 867, "surrounding_text": "We must carefully cultivate our data talent to create and sustain", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710263Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4470, "end_index": 4476, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710285Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_retrieve_data_lifecycle_operations", "source_concept_id": "retrieve", "target_concept_id": "data_lifecycle_operations", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1785, "end_index": 1793, "surrounding_text": "\uf0b7 Accessible \u2013 Consumers can retrieve the data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710379Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4478, "end_index": 4486, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_share_data_lifecycle_operations", "source_concept_id": "share", "target_concept_id": "data_lifecycle_operations", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1458, "end_index": 1463, "surrounding_text": "volumes of data of which all retain and share their data for broader use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710495Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 3285, "end_index": 3290, "surrounding_text": "for shared data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710511Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4488, "end_index": 4493, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710530Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_utilize_data_lifecycle_operations", "source_concept_id": "utilize", "target_concept_id": "data_lifecycle_operations", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 4495, "end_index": 4502, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.710649Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_business_processes_defense_data_systems", "source_concept_id": "business_processes", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_data_architecture_data_management_framework", "source_concept_id": "data_architecture", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...open data architecture...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_governance_standards_data_governance_structure", "source_concept_id": "governance_standards", "target_concept_id": "data_governance_structure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_security_controls_data_governance", "source_concept_id": "data_security_controls", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_organization_systems_data_architecture", "source_concept_id": "data_organization_systems", "target_concept_id": "data_architecture", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...open data architecture...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831473Z"}]}, {"id": "rel_data_classification_systems_data_architecture", "source_concept_id": "data_classification_systems", "target_concept_id": "data_architecture", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...open data architecture...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831473Z"}]}, {"id": "rel_data_analytics_systems_data_operations", "source_concept_id": "data_analytics_systems", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_personnel_categories_organizational_structure", "source_concept_id": "personnel_categories", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_management_roles_organizational_stakeholders", "source_concept_id": "management_roles", "target_concept_id": "organizational_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_administrative_processes_business_processes", "source_concept_id": "administrative_processes", "target_concept_id": "business_processes", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_metadata_management_data_governance_framework", "source_concept_id": "metadata_management", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_system_constraints_data_governance", "source_concept_id": "system_constraints", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_identification_systems_data_architecture", "source_concept_id": "data_identification_systems", "target_concept_id": "data_architecture", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...open data architecture...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831473Z"}]}, {"id": "rel_enterprise_standards_governance_standards", "source_concept_id": "enterprise_standards", "target_concept_id": "governance_standards", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 961, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108163Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}]}, {"id": "rel_industry_best_practices_governance_standards", "source_concept_id": "industry_best_practices", "target_concept_id": "governance_standards", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 941, "end_index": 955, "surrounding_text": "oversight mechanisms to identify and promote best practices among the United States and our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646684Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}]}, {"id": "rel_security_data_security_controls", "source_concept_id": "security", "target_concept_id": "data_security_controls", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 783, "end_index": 791, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107412Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4371, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4751, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4844, "end_index": 4852, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107497Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}]}, {"id": "rel_restrictions_on_use_data_security_controls", "source_concept_id": "restrictions_on_use", "target_concept_id": "data_security_controls", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 834, "end_index": 853, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107990Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}]}, {"id": "rel_protection_metadata_data_security_controls", "source_concept_id": "protection_metadata", "target_concept_id": "data_security_controls", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 19, "surrounding_text": "...protection metadata...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110337Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}]}, {"id": "rel_data_quality_data_quality_management", "source_concept_id": "data_quality", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_master_data_management_data_governance", "source_concept_id": "master_data_management", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2559, "end_index": 2581, "surrounding_text": "Objective 4: DoD implements master data management for business, intelligence, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110927Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_catalogs_data_organization_systems", "source_concept_id": "data_catalogs", "target_concept_id": "data_organization_systems", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 700, "end_index": 713, "surrounding_text": "Objective 4: Data is baselined and inventoried in comprehensive data catalogs with", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106975Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1408, "end_index": 1421, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107009Z"}]}, {"id": "rel_taxonomy_data_organization_systems", "source_concept_id": "taxonomy", "target_concept_id": "data_organization_systems", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 625, "end_index": 633, "surrounding_text": "controlled, yet flexible, vocabulary and taxonomy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106701Z"}]}, {"id": "rel_controlled_vocabulary_data_organization_systems", "source_concept_id": "controlled_vocabulary", "target_concept_id": "data_organization_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...controlled vocabulary...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106620Z"}]}, {"id": "rel_interfaces_data_integration_systems", "source_concept_id": "interfaces", "target_concept_id": "data_integration_systems", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1609, "end_index": 1619, "surrounding_text": "and interfaces (e.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.590577Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}]}, {"id": "rel_data_exchange_data_integration_systems", "source_concept_id": "data_exchange", "target_concept_id": "data_integration_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}]}, {"id": "rel_business_data_data_types", "source_concept_id": "business_data", "target_concept_id": "data_types", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1291, "end_index": 1304, "surrounding_text": "and others, is leading an effort to ingest, analyze, and display a wide range of business data; this", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.588511Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 438, "end_index": 448, "surrounding_text": "Objective 2: DoD utilizes a common data syntax for the same data types and includes", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106160Z"}]}, {"id": "rel_intelligence_data_data_types", "source_concept_id": "intelligence_data", "target_concept_id": "data_types", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 17, "surrounding_text": "...intelligence data...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111096Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 438, "end_index": 448, "surrounding_text": "Objective 2: DoD utilizes a common data syntax for the same data types and includes", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106160Z"}]}, {"id": "rel_warfighting_data_data_types", "source_concept_id": "warfighting_data", "target_concept_id": "data_types", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2615, "end_index": 2631, "surrounding_text": "warfighting data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111177Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 438, "end_index": 448, "surrounding_text": "Objective 2: DoD utilizes a common data syntax for the same data types and includes", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106160Z"}]}, {"id": "rel_data_streams_data_processing_systems", "source_concept_id": "data_streams", "target_concept_id": "data_processing_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1066, "end_index": 1078, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108343Z"}]}, {"id": "rel_adaptive_systems_data_processing_systems", "source_concept_id": "adaptive_systems", "target_concept_id": "data_processing_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "end_index": 16, "surrounding_text": "...Adaptive systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.009476Z"}]}, {"id": "rel_intelligent_systems_decision_support_systems", "source_concept_id": "intelligent_systems", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 1659, "end_index": 1678, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.009533Z"}]}, {"id": "rel_analytics_data_analytics_systems", "source_concept_id": "analytics", "target_concept_id": "data_analytics_systems", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1541, "end_index": 1550, "surrounding_text": "disparate sources can be made and leveraged for analytics.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109109Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4071, "end_index": 4080, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109136Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}]}, {"id": "rel_data_linked_data_analytics_systems", "source_concept_id": "data_linked", "target_concept_id": "data_analytics_systems", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 1820, "end_index": 1831, "surrounding_text": "Goal: Make Data Linked", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.009650Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 2219, "end_index": 2230, "surrounding_text": "DoD will know it has made progress on making data linked when:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.009666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}]}, {"id": "rel_lifecycle_data_lifecycle_management", "source_concept_id": "lifecycle", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2644, "end_index": 2653, "surrounding_text": "as a weapon system, stewarding data throughout its lifecycle and ensuring it is made available to", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595561Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_records_data_lifecycle_management", "source_concept_id": "records", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2704, "end_index": 2711, "surrounding_text": "Objective 5: DoD properly tags and maintains all appropriate data and records in", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111276Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4891, "end_index": 4898, "surrounding_text": "restrictions, and records management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111302Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_stakeholders_personnel_categories", "source_concept_id": "stakeholders", "target_concept_id": "personnel_categories", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_points_of_contact_management_roles", "source_concept_id": "points_of_contact", "target_concept_id": "management_roles", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 764, "end_index": 781, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107298Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_data_driven_decision_making_decision_making_processes", "source_concept_id": "data_driven_decision_making", "target_concept_id": "decision_making_processes", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_data_focused_evidence_decision_making_processes", "source_concept_id": "data_focused_evidence", "target_concept_id": "decision_making_processes", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...data-focused evidence...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110076Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_budget_process_administrative_processes", "source_concept_id": "budget_process", "target_concept_id": "administrative_processes", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2239, "end_index": 2253, "surrounding_text": "Objective 1: DoD budget requests and the supporting budget process integrate data-focused", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109991Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_learning_agendas_administrative_processes", "source_concept_id": "learning_agendas", "target_concept_id": "administrative_processes", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2291, "end_index": 2307, "surrounding_text": "evidence and Learning Agendas (see P.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_metadata_tagging_metadata_management", "source_concept_id": "metadata_tagging", "target_concept_id": "metadata_management", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1427, "end_index": 1443, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108921Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_lineage_metadata_metadata_management", "source_concept_id": "lineage_metadata", "target_concept_id": "metadata_management", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 16, "surrounding_text": "...lineage metadata...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110415Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_pedigree_metadata_metadata_management", "source_concept_id": "pedigree_metadata", "target_concept_id": "metadata_management", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2380, "end_index": 2397, "surrounding_text": "Objective 2: DoD data has protection, lineage, and pedigree metadata bound throughout its", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110508Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_common_metadata_standards_metadata_management", "source_concept_id": "common_metadata_standards", "target_concept_id": "metadata_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1770, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109311Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_pl_115_435_regulatory_compliance", "source_concept_id": "pl_115_435", "target_concept_id": "regulatory_compliance", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2313, "end_index": 2325, "surrounding_text": "evidence and Learning Agendas (see P.L. 115-435).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.110253Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}]}, {"id": "rel_limitations_system_constraints", "source_concept_id": "limitations", "target_concept_id": "system_constraints", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 817, "end_index": 828, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107900Z"}]}, {"id": "rel_dependencies_system_constraints", "source_concept_id": "dependencies", "target_concept_id": "system_constraints", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1300, "end_index": 1312, "surrounding_text": "dependencies can be uncovered and maintained.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108627Z"}]}, {"id": "rel_globally_unique_identifiers_data_identification_systems", "source_concept_id": "globally_unique_identifiers", "target_concept_id": "data_identification_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1645, "end_index": 1672, "surrounding_text": "Objective 1: DoD implements globally unique identifiers so data can be easily discovered,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109223Z"}]}, {"id": "rel_business_vocabularies_data_identification_systems", "source_concept_id": "business_vocabularies", "target_concept_id": "data_identification_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...business vocabularies...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.108081Z"}]}, {"id": "rel_budget_requests_budget_process", "source_concept_id": "budget_requests", "target_concept_id": "budget_process", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2204, "end_index": 2219, "surrounding_text": "Objective 1: DoD budget requests and the supporting budget process integrate data-focused", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109896Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2239, "end_index": 2253, "surrounding_text": "Objective 1: DoD budget requests and the supporting budget process integrate data-focused", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.109991Z"}]}, {"id": "rel_purpose_data_governance", "source_concept_id": "purpose", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 744, "end_index": 751, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107111Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_ownership_data_governance", "source_concept_id": "ownership", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 753, "end_index": 762, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107204Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_defense_data_management_defense_data_systems", "source_concept_id": "defense_data_management", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_interoperability_framework_defense_data_management", "source_concept_id": "data_interoperability_framework", "target_concept_id": "defense_data_management", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_semantic_interoperability_data_interoperability", "source_concept_id": "semantic_interoperability", "target_concept_id": "data_interoperability", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 25, "surrounding_text": "...semantic interoperability...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112067Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}]}, {"id": "rel_syntactic_interoperability_data_interoperability", "source_concept_id": "syntactic_interoperability", "target_concept_id": "data_interoperability", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2995, "end_index": 3021, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}]}, {"id": "rel_data_exchange_standards_data_interoperability_framework", "source_concept_id": "data_exchange_standards", "target_concept_id": "data_interoperability_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}]}, {"id": "rel_coalition_data_sharing_data_interoperability_framework", "source_concept_id": "coalition_data_sharing", "target_concept_id": "data_interoperability_framework", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}]}, {"id": "rel_data_security_framework_defense_data_management", "source_concept_id": "data_security_framework", "target_concept_id": "defense_data_management", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_protection_measures_data_security_framework", "source_concept_id": "data_protection_measures", "target_concept_id": "data_security_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}]}, {"id": "rel_military_systems_integration_defense_data_management", "source_concept_id": "military_systems_integration", "target_concept_id": "defense_data_management", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_implementation_governance_defense_data_management", "source_concept_id": "implementation_governance", "target_concept_id": "defense_data_management", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_semantic_understanding_semantic_interoperability", "source_concept_id": "semantic_understanding", "target_concept_id": "semantic_interoperability", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2865, "end_index": 2887, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111887Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 25, "surrounding_text": "...semantic interoperability...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112067Z"}]}, {"id": "rel_required_metadata_semantic_interoperability", "source_concept_id": "required_metadata", "target_concept_id": "semantic_interoperability", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3465, "end_index": 3482, "surrounding_text": "Objective 2: Exchange specifications contain required metadata and convey standardized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112956Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 25, "surrounding_text": "...semantic interoperability...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112067Z"}]}, {"id": "rel_common_data_formats_syntactic_interoperability", "source_concept_id": "common_data_formats", "target_concept_id": "syntactic_interoperability", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3028, "end_index": 3047, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112252Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2995, "end_index": 3021, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112155Z"}]}, {"id": "rel_machine_to_machine_communications_syntactic_interoperability", "source_concept_id": "machine_to_machine_communications", "target_concept_id": "syntactic_interoperability", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3052, "end_index": 3085, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112348Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2995, "end_index": 3021, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112155Z"}]}, {"id": "rel_machine_readable_formats_syntactic_interoperability", "source_concept_id": "machine_readable_formats", "target_concept_id": "syntactic_interoperability", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3582, "end_index": 3598, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113324Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2995, "end_index": 3021, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112155Z"}]}, {"id": "rel_data_exchange_specifications_data_exchange_standards", "source_concept_id": "data_exchange_specifications", "target_concept_id": "data_exchange_standards", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3330, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112627Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}]}, {"id": "rel_exchange_specifications_data_exchange_standards", "source_concept_id": "exchange_specifications", "target_concept_id": "data_exchange_standards", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3307, "end_index": 3330, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112831Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3433, "end_index": 3456, "surrounding_text": "Objective 2: Exchange specifications contain required metadata and convey standardized", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112860Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}]}, {"id": "rel_data_formats_data_exchange_standards", "source_concept_id": "data_formats", "target_concept_id": "data_exchange_standards", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3035, "end_index": 3047, "surrounding_text": "syntactic interoperability using common data formats and machine-to-machine communications", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113619Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}]}, {"id": "rel_coalition_partners_coalition_data_sharing", "source_concept_id": "coalition_partners", "target_concept_id": "coalition_data_sharing", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3368, "end_index": 3386, "surrounding_text": "including those of coalition partners.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112719Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}]}, {"id": "rel_joint_military_operations_coalition_data_sharing", "source_concept_id": "joint_military_operations", "target_concept_id": "coalition_data_sharing", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2937, "end_index": 2962, "surrounding_text": "for successful decision-making and joint military operations.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111981Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}]}, {"id": "rel_data_at_rest_protection_data_protection_measures", "source_concept_id": "data_at_rest_protection", "target_concept_id": "data_protection_measures", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 12, "surrounding_text": "...data at rest...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114447Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}]}, {"id": "rel_data_in_motion_protection_data_protection_measures", "source_concept_id": "data_in_motion_protection", "target_concept_id": "data_protection_measures", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 14, "surrounding_text": "...data in motion...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114530Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}]}, {"id": "rel_data_in_use_protection_data_protection_measures", "source_concept_id": "data_in_use_protection", "target_concept_id": "data_protection_measures", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 11, "surrounding_text": "...data in use...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114618Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}]}, {"id": "rel_cyber_risk_reduction_data_security_framework", "source_concept_id": "cyber_risk_reduction", "target_concept_id": "data_security_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3951, "end_index": 3984, "surrounding_text": "As per the DoD Cyber Risk Reduction Strategy, protecting DoD data while at rest, in motion, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114364Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}]}, {"id": "rel_access_control_systems_data_governance_framework", "source_concept_id": "access_control_systems", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_attribute_based_access_control_access_control_systems", "source_concept_id": "attribute_based_access_control", "target_concept_id": "access_control_systems", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 30, "surrounding_text": "...attribute-based access control...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}]}, {"id": "rel_security_standards_data_security_framework", "source_concept_id": "security_standards", "target_concept_id": "data_security_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4381, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115404Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}]}, {"id": "rel_combat_systems_military_systems_integration", "source_concept_id": "combat_systems", "target_concept_id": "military_systems_integration", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 14, "surrounding_text": "...combat systems...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114808Z"}]}, {"id": "rel_enterprise_systems_military_systems_integration", "source_concept_id": "enterprise_systems", "target_concept_id": "military_systems_integration", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_mission_critical_applications_military_systems_integration", "source_concept_id": "mission_critical_applications", "target_concept_id": "military_systems_integration", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}]}, {"id": "rel_data_accuracy_measures_data_quality_management", "source_concept_id": "data_accuracy_measures", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_data_precision_controls_data_quality_management", "source_concept_id": "data_precision_controls", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_data_fidelity_assurance_data_quality_management", "source_concept_id": "data_fidelity_assurance", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_strategic_advantage_enablement_data_quality_management", "source_concept_id": "strategic_advantage_enablement", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3145, "end_index": 3164, "surrounding_text": "accelerates advanced algorithm development and provides a strategic advantage to the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.112534Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_data_tagging_strategy_data_quality_management", "source_concept_id": "data_tagging_strategy", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584433Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2325, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584471Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_implementation_plan_implementation_governance", "source_concept_id": "implementation_plan", "target_concept_id": "implementation_governance", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3854, "end_index": 3873, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114175Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_public_data_assets_data_types", "source_concept_id": "public_data_assets", "target_concept_id": "data_types", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3559, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113230Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 438, "end_index": 448, "surrounding_text": "Objective 2: DoD utilizes a common data syntax for the same data types and includes", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106160Z"}]}, {"id": "rel_data_set_public_data_assets", "source_concept_id": "data_set", "target_concept_id": "public_data_assets", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3534, "end_index": 3542, "surrounding_text": "semantic meaning with the data set.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113132Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3559, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113230Z"}]}, {"id": "rel_data_security_management_data_management_processes", "source_concept_id": "data_security_management", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_operational_units_organizational_structure", "source_concept_id": "operational_units", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.88}, {"id": "rel_classification_systems_data_security_management", "source_concept_id": "classification_systems", "target_concept_id": "data_security_management", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_security_markings_control_data_security_management", "source_concept_id": "security_markings_control", "target_concept_id": "data_security_management", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 444, "end_index": 461, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577908Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_identity_management_access_control_systems", "source_concept_id": "identity_management", "target_concept_id": "access_control_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}]}, {"id": "rel_permission_systems_access_control_systems", "source_concept_id": "permission_systems", "target_concept_id": "access_control_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}]}, {"id": "rel_strategy_operationalization_strategic_implementation", "source_concept_id": "strategy_operationalization", "target_concept_id": "strategic_implementation", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 27, "surrounding_text": "...Strategy operationalization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.886462Z"}]}, {"id": "rel_modernization_initiatives_operational_concepts", "source_concept_id": "modernization_initiatives", "target_concept_id": "operational_concepts", "relationship_type": "subClassOf", "confidence_score": 0.89}, {"id": "rel_data_auditing_compliance_management", "source_concept_id": "data_auditing", "target_concept_id": "compliance_management", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 13, "surrounding_text": "...data auditing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_defense_governance_framework_defense_strategic_frameworks", "source_concept_id": "defense_governance_framework", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}]}, {"id": "rel_governance_structures_defense_governance_framework", "source_concept_id": "governance_structures", "target_concept_id": "defense_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}]}, {"id": "rel_data_stakeholders_domestic_stakeholders", "source_concept_id": "data_stakeholders", "target_concept_id": "domestic_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 10, "end_index": 27, "surrounding_text": "s for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.528762Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_implementation_methods_operational_capabilities", "source_concept_id": "implementation_methods", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.85}, {"id": "rel_senior_leadership_organizational_structure", "source_concept_id": "senior_leadership", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.94}, {"id": "rel_specialized_organizations_dod_organizational_structure", "source_concept_id": "specialized_organizations", "target_concept_id": "dod_organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_decision_categories_decision_support_systems", "source_concept_id": "decision_categories", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1184, "end_index": 1192, "surrounding_text": "and collect data and continuously add value to best inform the decision-maker.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4992, "end_index": 5000, "surrounding_text": "exploration to enhance analyses that impact decision", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658618Z"}]}, {"id": "rel_knowledge_management_decision_support_systems", "source_concept_id": "knowledge_management", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_joint_all_domain_operations_military_operations", "source_concept_id": "joint_all_domain_operations", "target_concept_id": "military_operations", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3104, "end_index": 3131, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583747Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3191, "end_index": 3218, "surrounding_text": "Joint All-Domain Operations: As part of the National Defense Strategy\u2019s focus on great power", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583765Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_command_control_systems_military_operations", "source_concept_id": "command_control_systems", "target_concept_id": "military_operations", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_operational_requirements_operational_environment", "source_concept_id": "operational_requirements", "target_concept_id": "operational_environment", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}]}, {"id": "rel_data_consumers_group_data_stakeholders", "source_concept_id": "data_consumers_group", "target_concept_id": "data_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "end_index": 14, "surrounding_text": "...data consumers...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.890418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 10, "end_index": 27, "surrounding_text": "s for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.528762Z"}]}, {"id": "rel_joint_organizations_dod_organizational_structure", "source_concept_id": "joint_organizations", "target_concept_id": "dod_organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_data_strategy_policies_data_management_framework", "source_concept_id": "data_strategy_policies", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2568, "end_index": 2581, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583039Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_governance_structure_data_management_framework", "source_concept_id": "data_governance_structure", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_quality_standards_data_standards", "source_concept_id": "data_quality_standards", "target_concept_id": "data_standards", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}]}, {"id": "rel_system_components_technology_systems", "source_concept_id": "system_components", "target_concept_id": "technology_systems", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_system_capabilities_technology_systems", "source_concept_id": "system_capabilities", "target_concept_id": "technology_systems", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_legacy_infrastructure_technology_systems", "source_concept_id": "legacy_infrastructure", "target_concept_id": "technology_systems", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_operational_procedures_operational_environment", "source_concept_id": "operational_procedures", "target_concept_id": "operational_environment", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_8", "start_index": 4947, "end_index": 4957, "surrounding_text": "procedures; or risk acceptance.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:29.894364Z"}]}, {"id": "rel_deputy_secretary_senior_leadership", "source_concept_id": "deputy_secretary", "target_concept_id": "senior_leadership", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 632, "end_index": 648, "surrounding_text": "Senior Leader Decision Support: Senior leaders, including the Deputy Secretary, have directed", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584958Z"}]}, {"id": "rel_chief_data_officer_senior_leadership", "source_concept_id": "chief_data_officer", "target_concept_id": "senior_leadership", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3973, "end_index": 3995, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654844Z"}]}, {"id": "rel_chief_management_officer_functional_offices", "source_concept_id": "chief_management_officer", "target_concept_id": "functional_offices", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1178, "end_index": 1202, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587686Z"}]}, {"id": "rel_business_data_domains_business_analytics", "source_concept_id": "business_data_domains", "target_concept_id": "business_analytics", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1291, "end_index": 1304, "surrounding_text": "and others, is leading an effort to ingest, analyze, and display a wide range of business data; this", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.588511Z"}]}, {"id": "rel_decision_quality_data_decision_support_systems", "source_concept_id": "decision_quality_data", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_strategic_planning_components_dod_data_strategy_framework", "source_concept_id": "strategic_planning_components", "target_concept_id": "dod_data_strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_strategic_vision_elements_strategic_planning_components", "source_concept_id": "strategic_vision_elements", "target_concept_id": "strategic_planning_components", "relationship_type": "subClassOf", "confidence_score": 0.9}, {"id": "rel_strategic_documentation_strategic_planning_components", "source_concept_id": "strategic_documentation", "target_concept_id": "strategic_planning_components", "relationship_type": "subClassOf", "confidence_score": 0.85}, {"id": "rel_implementation_infrastructure_dod_data_strategy_framework", "source_concept_id": "implementation_infrastructure", "target_concept_id": "dod_data_strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_technical_infrastructure_data_management_processes", "source_concept_id": "technical_infrastructure", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_standardization_framework_implementation_infrastructure", "source_concept_id": "standardization_framework", "target_concept_id": "implementation_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.87}, {"id": "rel_performance_measurement_decision_support_systems", "source_concept_id": "performance_measurement", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.88}, {"id": "rel_military_applications_operational_capabilities", "source_concept_id": "military_applications", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}]}, {"id": "rel_warfighter_support_military_applications", "source_concept_id": "warfighter_support", "target_concept_id": "military_applications", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1095, "end_index": 1105, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.534998Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2583, "end_index": 2593, "surrounding_text": "The warfighter is counting on us to ensure that the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.535015Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}]}, {"id": "rel_operational_context_defense_strategic_frameworks", "source_concept_id": "operational_context", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}]}, {"id": "rel_competitive_environment_operational_context", "source_concept_id": "competitive_environment", "target_concept_id": "operational_context", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}]}, {"id": "rel_data_standards_compliance_defense_data_management", "source_concept_id": "data_standards_compliance", "target_concept_id": "defense_data_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_joint_operations_military_operations", "source_concept_id": "joint_operations", "target_concept_id": "military_operations", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2937, "end_index": 2962, "surrounding_text": "for successful decision-making and joint military operations.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111981Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_military_assets_military_operations", "source_concept_id": "military_assets", "target_concept_id": "military_operations", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_information_technology_technology_systems", "source_concept_id": "information_technology", "target_concept_id": "technology_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 738, "end_index": 749, "surrounding_text": "collection, sharing, use, representation of the information intended, rapid data integration, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691490Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1332, "end_index": 1343, "surrounding_text": "Implementation of IT solutions provides an opportunity to automate the information management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691509Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3501, "end_index": 3512, "surrounding_text": "they provide value when enabling data and information to be readily and securely utilized and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691528Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 4972, "end_index": 4983, "surrounding_text": "A modern, agile, information-advantaged", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.691543Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_data_management_roles_data_governance_framework", "source_concept_id": "data_management_roles", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_ethics_compliance_data_governance", "source_concept_id": "data_ethics_compliance", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_collection_operations_data_operations", "source_concept_id": "data_collection_operations", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_processing_data_operations", "source_concept_id": "data_processing", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_access_management_data_operations", "source_concept_id": "data_access_management", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_strategy_principles_data_management_framework", "source_concept_id": "data_strategy_principles", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.96, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_implementation_components_data_management_framework", "source_concept_id": "data_implementation_components", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_governance_entities_organizational_structure", "source_concept_id": "governance_entities", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_workforce_categories_organizational_structure", "source_concept_id": "workforce_categories", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_stakeholder_communities_data_collaboration_mechanisms", "source_concept_id": "stakeholder_communities", "target_concept_id": "data_collaboration_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...data experts collaboration...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.835011Z"}]}, {"id": "rel_oversight_mechanisms_data_governance_structure", "source_concept_id": "oversight_mechanisms", "target_concept_id": "data_governance_structure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 896, "end_index": 916, "surrounding_text": "oversight mechanisms to identify and promote best practices among the United States and our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646582Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_decision_support_principles_data_strategy_principles", "source_concept_id": "decision_support_principles", "target_concept_id": "data_strategy_principles", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}]}, {"id": "rel_implementation_processes_data_implementation_components", "source_concept_id": "implementation_processes", "target_concept_id": "data_implementation_components", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_operational_challenges_data_implementation_components", "source_concept_id": "operational_challenges", "target_concept_id": "data_implementation_components", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}]}, {"id": "rel_system_architecture_technology_infrastructure", "source_concept_id": "system_architecture", "target_concept_id": "technology_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}]}, {"id": "rel_data_processing_tools_technology_infrastructure", "source_concept_id": "data_processing_tools", "target_concept_id": "technology_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "end_index": 10, "surrounding_text": "...data tools...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.527159Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}]}, {"id": "rel_office_prepublication_security_review_governance_entities", "source_concept_id": "office_prepublication_security_review", "target_concept_id": "governance_entities", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2434, "end_index": 2478, "surrounding_text": "OFFICE OF PREPUBLICATION AND SECURITY REVIEW", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907700Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_defense_strategy_framework_defense_strategic_frameworks", "source_concept_id": "defense_strategy_framework", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 798, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.585420Z"}]}, {"id": "rel_strategic_documents_defense_strategy_framework", "source_concept_id": "strategic_documents", "target_concept_id": "defense_strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 798, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.585420Z"}]}, {"id": "rel_department_of_defense_governance_entities", "source_concept_id": "department_of_defense", "target_concept_id": "governance_entities", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "end_index": 21, "surrounding_text": "...Department of Defense...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.105618Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_us_congress_defense_organizations", "source_concept_id": "us_congress", "target_concept_id": "defense_organizations", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1111, "end_index": 1124, "surrounding_text": "of the operational warfighter, the U.S. Congress, and the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531488Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_military_forces_organizational_entities", "source_concept_id": "military_forces", "target_concept_id": "organizational_entities", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 337, "end_index": 352, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.529390Z"}]}, {"id": "rel_joint_force_military_forces", "source_concept_id": "joint_force", "target_concept_id": "military_forces", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 535, "end_index": 546, "surrounding_text": "be operationalized in order to provide a lethal and effective Joint Force that, combined with our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530011Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 337, "end_index": 352, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.529390Z"}]}, {"id": "rel_operational_warfighter_military_forces", "source_concept_id": "operational_warfighter", "target_concept_id": "military_forces", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1083, "end_index": 1105, "surrounding_text": "of the operational warfighter, the U.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531392Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 337, "end_index": 352, "surrounding_text": "The Department of Defense's (DoD) mission is to provide the military forces needed to deter war", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.529390Z"}]}, {"id": "rel_international_partners_stakeholder_groups", "source_concept_id": "international_partners", "target_concept_id": "stakeholder_groups", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 989, "end_index": 997, "surrounding_text": "partners.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646907Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4006, "end_index": 4014, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646939Z"}]}, {"id": "rel_allies_international_partners", "source_concept_id": "allies", "target_concept_id": "international_partners", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 583, "end_index": 589, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530108Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 989, "end_index": 997, "surrounding_text": "partners.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646907Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4006, "end_index": 4014, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646939Z"}]}, {"id": "rel_partners_international_partners", "source_concept_id": "partners", "target_concept_id": "international_partners", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 989, "end_index": 997, "surrounding_text": "partners.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646907Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4006, "end_index": 4014, "surrounding_text": "Therefore, the DoD Chief Data Officer (CDO), in partnership with DoD", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646939Z"}]}, {"id": "rel_domestic_stakeholders_stakeholder_groups", "source_concept_id": "domestic_stakeholders", "target_concept_id": "stakeholder_groups", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_american_people_stakeholder_groups", "source_concept_id": "american_people", "target_concept_id": "stakeholder_groups", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 15, "surrounding_text": "...American people...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576649Z"}]}, {"id": "rel_decision_makers_decision_making_roles", "source_concept_id": "decision_makers", "target_concept_id": "decision_making_roles", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1184, "end_index": 1192, "surrounding_text": "and collect data and continuously add value to best inform the decision-maker.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4992, "end_index": 5000, "surrounding_text": "exploration to enhance analyses that impact decision", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658618Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_military_decision_makers_decision_makers", "source_concept_id": "military_decision_makers", "target_concept_id": "decision_makers", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1184, "end_index": 1192, "surrounding_text": "and collect data and continuously add value to best inform the decision-maker.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4992, "end_index": 5000, "surrounding_text": "exploration to enhance analyses that impact decision", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658618Z"}]}, {"id": "rel_operators_decision_makers", "source_concept_id": "operators", "target_concept_id": "decision_makers", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 823, "end_index": 832, "surrounding_text": "of great power competition, and it will enable operators and military decision-makers to harness", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530819Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1184, "end_index": 1192, "surrounding_text": "and collect data and continuously add value to best inform the decision-maker.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4992, "end_index": 5000, "surrounding_text": "exploration to enhance analyses that impact decision", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.658618Z"}]}, {"id": "rel_operational_concepts_digital_transformation_initiatives", "source_concept_id": "operational_concepts", "target_concept_id": "digital_transformation_initiatives", "relationship_type": "subClassOf", "confidence_score": 0.87}, {"id": "rel_great_power_competition_strategic_concepts", "source_concept_id": "great_power_competition", "target_concept_id": "strategic_concepts", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 23, "surrounding_text": "...great power competition...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.584158Z"}]}, {"id": "rel_nations_security_strategic_objectives", "source_concept_id": "nations_security", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 389, "end_index": 406, "surrounding_text": "and ensure our nation's security.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.529644Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_american_influence_strategic_objectives", "source_concept_id": "american_influence", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 613, "end_index": 631, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530298Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_shared_security_strategic_objectives", "source_concept_id": "shared_security", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 645, "end_index": 660, "surrounding_text": "network of allies and partners, sustains American influence and advances shared security and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530392Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_prosperity_strategic_objectives", "source_concept_id": "prosperity", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 666, "end_index": 676, "surrounding_text": "prosperity.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.530493Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_combat_effectiveness_operational_capabilities", "source_concept_id": "combat_effectiveness", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3419, "end_index": 3439, "surrounding_text": "In addition to combat effectiveness, DoD leaders\u2014including", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931512Z"}]}, {"id": "rel_lethality_combat_effectiveness", "source_concept_id": "lethality", "target_concept_id": "combat_effectiveness", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1279, "end_index": 1288, "surrounding_text": "and increase lethality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531957Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3419, "end_index": 3439, "surrounding_text": "In addition to combat effectiveness, DoD leaders\u2014including", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931512Z"}]}, {"id": "rel_effective_combat_effectiveness", "source_concept_id": "effective", "target_concept_id": "combat_effectiveness", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3880, "end_index": 3893, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692431Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3419, "end_index": 3439, "surrounding_text": "In addition to combat effectiveness, DoD leaders\u2014including", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.931512Z"}]}, {"id": "rel_operational_attributes_operational_capabilities", "source_concept_id": "operational_attributes", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}]}, {"id": "rel_speed_operational_attributes", "source_concept_id": "speed", "target_concept_id": "operational_attributes", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1704, "end_index": 1709, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331979Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2447, "end_index": 2452, "surrounding_text": "DoD is a data-centric organization that uses data at speed and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331996Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}]}, {"id": "rel_scale_operational_attributes", "source_concept_id": "scale", "target_concept_id": "operational_attributes", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2458, "end_index": 2463, "surrounding_text": "scale for operational advantage and increased efficiency.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.332090Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}]}, {"id": "rel_measurable_operational_attributes", "source_concept_id": "measurable", "target_concept_id": "operational_attributes", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}]}, {"id": "rel_accountability_operational_attributes", "source_concept_id": "accountability", "target_concept_id": "operational_attributes", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 4275, "end_index": 4289, "surrounding_text": "to achieve accountability throughout the entire data lifecycle.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.335918Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}]}, {"id": "rel_opportunity_identification_operational_capabilities", "source_concept_id": "opportunity_identification", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.85}, {"id": "rel_strategic_opportunities_opportunity_identification", "source_concept_id": "strategic_opportunities", "target_concept_id": "opportunity_identification", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "end_index": 23, "surrounding_text": "...strategic opportunities...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531012Z"}]}, {"id": "rel_tactical_opportunities_opportunity_identification", "source_concept_id": "tactical_opportunities", "target_concept_id": "opportunity_identification", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 910, "end_index": 932, "surrounding_text": "data to capitalize on strategic and tactical opportunities that are currently unavailable.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531103Z"}]}, {"id": "rel_innovation_integration_modernization_initiatives", "source_concept_id": "innovation_integration", "target_concept_id": "modernization_initiatives", "relationship_type": "subClassOf", "confidence_score": 0.86}, {"id": "rel_commercial_sector_innovations_innovation_integration", "source_concept_id": "commercial_sector_innovations", "target_concept_id": "innovation_integration", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 308, "end_index": 325, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582932Z"}]}, {"id": "rel_data_driven_concepts_innovation_integration", "source_concept_id": "data_driven_concepts", "target_concept_id": "innovation_integration", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "end_index": 20, "surrounding_text": "...data-driven concepts...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531669Z"}]}, {"id": "rel_vision_framework_strategic_foundation", "source_concept_id": "vision_framework", "target_concept_id": "strategic_foundation", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 234, "end_index": 240, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328002Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 539, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328018Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 607, "end_index": 613, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328035Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2382, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328049Z"}]}, {"id": "rel_guiding_principles_framework_strategic_foundation", "source_concept_id": "guiding_principles_framework", "target_concept_id": "strategic_foundation", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_data_systems_technology_infrastructure", "source_concept_id": "data_systems", "target_concept_id": "technology_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}]}, {"id": "rel_connectivity_platforms_technology_infrastructure", "source_concept_id": "connectivity_platforms", "target_concept_id": "technology_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4213, "end_index": 4222, "surrounding_text": "Sensors and platforms across all domains must be designed,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934207Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3, "end_index": 13, "surrounding_text": "nd technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.104995Z"}]}, {"id": "rel_operational_personnel_organizational_stakeholders", "source_concept_id": "operational_personnel", "target_concept_id": "organizational_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_overarching_vision_vision_framework", "source_concept_id": "overarching_vision", "target_concept_id": "vision_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2051, "end_index": 2069, "surrounding_text": "The DoD Data Strategy supports Digital Modernization by providing the overarching vision,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.533619Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 234, "end_index": 240, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328002Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 539, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328018Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 607, "end_index": 613, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328035Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2382, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328049Z"}]}, {"id": "rel_data_centric_enterprise_vision_framework", "source_concept_id": "data_centric_enterprise", "target_concept_id": "vision_framework", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 2198, "end_index": 2221, "surrounding_text": "and transform into a data-centric enterprise.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.534143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 234, "end_index": 240, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328002Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 539, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328018Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 607, "end_index": 613, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328035Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2382, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328049Z"}]}, {"id": "rel_strategic_foundations_dod_data_strategy_framework", "source_concept_id": "strategic_foundations", "target_concept_id": "dod_data_strategy_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_dod_leadership_defense_organizational_structures", "source_concept_id": "dod_leadership", "target_concept_id": "defense_organizational_structures", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}]}, {"id": "rel_military_components_organizational_structure", "source_concept_id": "military_components", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1809, "end_index": 1819, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591822Z"}]}, {"id": "rel_operational_elements_organizational_structure", "source_concept_id": "operational_elements", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.89}, {"id": "rel_operational_infrastructure_operational_capabilities", "source_concept_id": "operational_infrastructure", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.86}, {"id": "rel_governance_framework_organizational_governance", "source_concept_id": "governance_framework", "target_concept_id": "organizational_governance", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_data_security_interoperability_data_principles", "source_concept_id": "data_security_interoperability", "target_concept_id": "data_principles", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2969, "end_index": 2984, "surrounding_text": "apply the Strategy\u2019s data principles and quickly generate lessons learned.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583555Z"}]}, {"id": "rel_architecture_standards_strategic_foundations", "source_concept_id": "architecture_standards", "target_concept_id": "strategic_foundations", "relationship_type": "subClassOf", "confidence_score": 0.85}, {"id": "rel_talent_culture_strategic_foundations", "source_concept_id": "talent_culture", "target_concept_id": "strategic_foundations", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4063, "end_index": 4081, "surrounding_text": "Talent and Culture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833491Z"}]}, {"id": "rel_dod_operations_management_operational_capabilities", "source_concept_id": "dod_operations_management", "target_concept_id": "operational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_0", "start_index": 1246, "end_index": 1260, "surrounding_text": "- Senior Leader Decision Support \u2013 using data to improve DoD management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:24.350041Z"}]}, {"id": "rel_strategic_framework_dod_data_governance", "source_concept_id": "strategic_framework", "target_concept_id": "dod_data_governance", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_first_order_problem_problem_statement", "source_concept_id": "first_order_problem", "target_concept_id": "problem_statement", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4885, "end_index": 4904, "surrounding_text": "Department\u2019s first order problem and to whom it applies.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.935620Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 417, "end_index": 434, "surrounding_text": "The problem statement and scope, stated below, define the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328884Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 851, "end_index": 868, "surrounding_text": "Problem Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328897Z"}]}, {"id": "rel_future_state_of_data_vision_statement", "source_concept_id": "future_state_of_data", "target_concept_id": "vision_statement", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 20, "surrounding_text": "...future state of data...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.935815Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 533, "end_index": 549, "surrounding_text": "The vision statement captures the future", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331672Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2376, "end_index": 2392, "surrounding_text": "Vision Statement", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.331686Z"}]}, {"id": "rel_guiding_principles_strategic_elements", "source_concept_id": "guiding_principles", "target_concept_id": "strategic_elements", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 242, "end_index": 260, "surrounding_text": "This strategy describes the problem and establishes the vision, guiding principles, essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328143Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 627, "end_index": 645, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328161Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3137, "end_index": 3155, "surrounding_text": "Guiding Principles", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3188, "end_index": 3206, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328191Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3295, "end_index": 3313, "surrounding_text": "These guiding principles are foundational to all data efforts within", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328205Z"}]}, {"id": "rel_strategic_goals_strategic_elements", "source_concept_id": "strategic_goals", "target_concept_id": "strategic_elements", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 287, "end_index": 292, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328392Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 661, "end_index": 666, "surrounding_text": "DoD will achieve its vision based on the guiding principles and focused by goals and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328410Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 718, "end_index": 723, "surrounding_text": "Essential capabilities cut across goals and enumerate broad enterprise capabilities.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328427Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3224, "end_index": 3229, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328447Z"}]}, {"id": "rel_strategy_scope_strategic_elements", "source_concept_id": "strategy_scope", "target_concept_id": "strategic_elements", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 558, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591518Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 815, "end_index": 823, "surrounding_text": "such as options for implementing the National Defense Strategy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591554Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1799, "end_index": 1807, "surrounding_text": "To implement this Strategy, Components will develop or convert their extant Data Strategies into", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591589Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1895, "end_index": 1903, "surrounding_text": "measurable Data Strategy Implementation Plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591616Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2334, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.591647Z"}]}, {"id": "rel_sensor_systems_data_infrastructure", "source_concept_id": "sensor_systems", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_connections_data_infrastructure", "source_concept_id": "data_connections", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 16, "surrounding_text": "...data connections...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936641Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_accuracy_data_quality_attributes", "source_concept_id": "data_accuracy", "target_concept_id": "data_quality_attributes", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_data_timeliness_data_quality_attributes", "source_concept_id": "data_timeliness", "target_concept_id": "data_quality_attributes", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_data_access_capabilities_data_quality_attributes", "source_concept_id": "data_access_capabilities", "target_concept_id": "data_quality_attributes", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_tested_access_data_access_capabilities", "source_concept_id": "tested_access", "target_concept_id": "data_access_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 13, "surrounding_text": "...tested access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}]}, {"id": "rel_seamless_access_data_access_capabilities", "source_concept_id": "seamless_access", "target_concept_id": "data_access_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3936, "end_index": 3951, "surrounding_text": "Warfighters at all echelons require tested, secure, seamless access to data across networks,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936548Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}]}, {"id": "rel_operational_applications_dod_data_strategy", "source_concept_id": "operational_applications", "target_concept_id": "dod_data_strategy", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4052, "end_index": 4064, "surrounding_text": "in use (within applications, with analytics, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114708Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 781, "end_index": 808, "surrounding_text": "Figure 1: DoD Data Strategy Framework", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328789Z"}]}, {"id": "rel_diverse_data_sources_battlefield_operations", "source_concept_id": "diverse_data_sources", "target_concept_id": "battlefield_operations", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 555, "end_index": 566, "surrounding_text": "- Joint All Domain Operations \u2013 using data for advantage on the battlefield", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.905159Z"}]}, {"id": "rel_analytic_tools_analytical_capabilities", "source_concept_id": "analytic_tools", "target_concept_id": "analytical_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 59, "end_index": 73, "surrounding_text": "using analytic tools for superior situational awareness, and coordinating information for", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.327144Z"}]}, {"id": "rel_data_leveraging_analytical_capabilities", "source_concept_id": "data_leveraging", "target_concept_id": "analytical_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 15, "surrounding_text": "...leveraging data...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.936829Z"}]}, {"id": "rel_situational_awareness_operational_outcomes", "source_concept_id": "situational_awareness", "target_concept_id": "operational_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 87, "end_index": 108, "surrounding_text": "using analytic tools for superior situational awareness, and coordinating information for", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.327253Z"}]}, {"id": "rel_information_coordination_operational_outcomes", "source_concept_id": "information_coordination", "target_concept_id": "operational_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "end_index": 24, "surrounding_text": "...information coordination...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.934891Z"}]}, {"id": "rel_precision_effects_operational_outcomes", "source_concept_id": "precision_effects", "target_concept_id": "operational_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3747, "end_index": 3756, "surrounding_text": "critical loss of fidelity, precision, or accuracy.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.113902Z"}]}, {"id": "rel_mission_survival_operational_outcomes", "source_concept_id": "mission_survival", "target_concept_id": "operational_outcomes", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1256, "end_index": 1263, "surrounding_text": "essential and integral part of the mission itself.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.700447Z"}]}, {"id": "rel_decision_making_roles_organizational_stakeholders", "source_concept_id": "decision_making_roles", "target_concept_id": "organizational_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_technical_specialists_organizational_stakeholders", "source_concept_id": "technical_specialists", "target_concept_id": "organizational_stakeholders", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2159, "end_index": 2171, "surrounding_text": "stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593349Z"}]}, {"id": "rel_governance_documents_data_governance", "source_concept_id": "governance_documents", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_strategic_principles_data_governance", "source_concept_id": "strategic_principles", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_classification_data_governance", "source_concept_id": "data_classification", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_operational_characteristics_data_operations", "source_concept_id": "operational_characteristics", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_decision_support_capabilities_data_capabilities", "source_concept_id": "decision_support_capabilities", "target_concept_id": "data_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_mission_commanders_operational_personnel", "source_concept_id": "mission_commanders", "target_concept_id": "operational_personnel", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1077, "end_index": 1095, "surrounding_text": "accessible by mission commanders, warfighters, decision-makers, and mission partners in a real-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329292Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_warfighters_operational_personnel", "source_concept_id": "warfighters", "target_concept_id": "operational_personnel", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2550, "end_index": 2561, "surrounding_text": "coupled with close partnerships with users, particularly warfighters.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595287Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_mission_partners_operational_personnel", "source_concept_id": "mission_partners", "target_concept_id": "operational_personnel", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1131, "end_index": 1147, "surrounding_text": "accessible by mission commanders, warfighters, decision-makers, and mission partners in a real-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.329580Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1383, "end_index": 1392, "surrounding_text": "includes information on budget, procurement, inventory, logistics, and personnel.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595639Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2732, "end_index": 2741, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595659Z"}]}, {"id": "rel_workforce_capabilities_technical_specialists", "source_concept_id": "workforce_capabilities", "target_concept_id": "technical_specialists", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_defense_data_governance_defense_data_systems", "source_concept_id": "defense_data_governance", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_regulatory_framework_budget_processes", "source_concept_id": "regulatory_framework", "target_concept_id": "budget_processes", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}]}, {"id": "rel_data_stewardship_framework_defense_data_governance", "source_concept_id": "data_stewardship_framework", "target_concept_id": "defense_data_governance", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_ethics_framework_defense_data_governance", "source_concept_id": "data_ethics_framework", "target_concept_id": "defense_data_governance", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 212, "end_index": 223, "surrounding_text": "Data Ethics", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.645024Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_competitive_landscape_strategic_environment", "source_concept_id": "competitive_landscape", "target_concept_id": "strategic_environment", "relationship_type": "subClassOf", "confidence_score": 0.89}, {"id": "rel_partnerships_strategic_environment", "source_concept_id": "partnerships", "target_concept_id": "strategic_environment", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2512, "end_index": 2524, "surrounding_text": "coupled with close partnerships with users, particularly warfighters.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595109Z"}]}, {"id": "rel_legal_foundations_regulatory_framework", "source_concept_id": "legal_foundations", "target_concept_id": "regulatory_framework", "relationship_type": "subClassOf", "confidence_score": 0.92}, {"id": "rel_policy_directives_regulatory_framework", "source_concept_id": "policy_directives", "target_concept_id": "regulatory_framework", "relationship_type": "subClassOf", "confidence_score": 0.9}, {"id": "rel_stewardship_roles_data_stewardship_framework", "source_concept_id": "stewardship_roles", "target_concept_id": "data_stewardship_framework", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}]}, {"id": "rel_stewardship_processes_data_stewardship_framework", "source_concept_id": "stewardship_processes", "target_concept_id": "data_stewardship_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}]}, {"id": "rel_stewardship_accountability_data_stewardship_framework", "source_concept_id": "stewardship_accountability", "target_concept_id": "data_stewardship_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 4275, "end_index": 4289, "surrounding_text": "to achieve accountability throughout the entire data lifecycle.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.335918Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1798, "end_index": 1814, "surrounding_text": "Closely aligned with data stewardship and collection are the accessibility and availability of data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.649112Z"}]}, {"id": "rel_data_management_activities_data_operations", "source_concept_id": "data_management_activities", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_analytics_data_operations", "source_concept_id": "data_analytics", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 513, "end_index": 531, "surrounding_text": "based upon data and analytics enabled by technology.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.696862Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_dod_data_ecosystem_defense_data_systems", "source_concept_id": "dod_data_ecosystem", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_data_integration_activities_data_management_processes", "source_concept_id": "data_integration_activities", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_security_measures_data_management_processes", "source_concept_id": "data_security_measures", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_collection_methods_data_lifecycle_operations", "source_concept_id": "data_collection_methods", "target_concept_id": "data_lifecycle_operations", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_data_processing_activities_operational_implementation", "source_concept_id": "data_processing_activities", "target_concept_id": "operational_implementation", "relationship_type": "subClassOf", "confidence_score": 0.9}, {"id": "rel_data_storage_management_data_lifecycle_operations", "source_concept_id": "data_storage_management", "target_concept_id": "data_lifecycle_operations", "relationship_type": "subClassOf", "confidence_score": 0.8, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_access_control_mechanisms_data_security_measures", "source_concept_id": "access_control_mechanisms", "target_concept_id": "data_security_measures", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data security...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828379Z"}]}, {"id": "rel_information_sharing_paradigms_organizational_culture", "source_concept_id": "information_sharing_paradigms", "target_concept_id": "organizational_culture", "relationship_type": "subClassOf", "confidence_score": 0.79, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2337, "end_index": 2356, "surrounding_text": ", information sharing).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650894Z"}]}, {"id": "rel_mission_operations_operational_domains", "source_concept_id": "mission_operations", "target_concept_id": "operational_domains", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1256, "end_index": 1263, "surrounding_text": "essential and integral part of the mission itself.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.700447Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}]}, {"id": "rel_business_operations_operational_domains", "source_concept_id": "business_operations", "target_concept_id": "operational_domains", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 611, "end_index": 619, "surrounding_text": "Bringing together business and technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007850Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 1548, "end_index": 1556, "surrounding_text": "Objective 5: DoD has processes to create, align, implement, and manage business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3207, "end_index": 3215, "surrounding_text": "Objective 4: DoD implements master data management for business, intelligence, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007886Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}]}, {"id": "rel_electronic_collection_systems_data_collection_methods", "source_concept_id": "electronic_collection_systems", "target_concept_id": "data_collection_methods", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1231, "end_index": 1252, "surrounding_text": "must enable electronic collection of data at the point of creation and maintain the pedigree of that", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.647623Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 362, "end_index": 377, "surrounding_text": "the original data collection.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.826787Z"}]}, {"id": "rel_data_tagging_services_data_processing_activities", "source_concept_id": "data_tagging_services", "target_concept_id": "data_processing_activities", "relationship_type": "subClassOf", "confidence_score": 0.8}, {"id": "rel_data_cataloging_services_data_processing_activities", "source_concept_id": "data_cataloging_services", "target_concept_id": "data_processing_activities", "relationship_type": "subClassOf", "confidence_score": 0.78}, {"id": "rel_enterprise_storage_systems_data_storage_management", "source_concept_id": "enterprise_storage_systems", "target_concept_id": "data_storage_management", "relationship_type": "subClassOf", "confidence_score": 0.82, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_identity_management_systems_access_control_mechanisms", "source_concept_id": "identity_management_systems", "target_concept_id": "access_control_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}]}, {"id": "rel_authorization_frameworks_access_control_mechanisms", "source_concept_id": "authorization_frameworks", "target_concept_id": "access_control_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.81, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}]}, {"id": "rel_paradigm_shift_initiatives_cultural_transformation", "source_concept_id": "paradigm_shift_initiatives", "target_concept_id": "cultural_transformation", "relationship_type": "subClassOf", "confidence_score": 0.77, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4147, "end_index": 4170, "surrounding_text": "Moving the Department to a data-centric organization requires a cultural transformation with the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833607Z"}]}, {"id": "rel_sharing_principles_information_sharing_paradigms", "source_concept_id": "sharing_principles", "target_concept_id": "information_sharing_paradigms", "relationship_type": "subClassOf", "confidence_score": 0.75, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 730, "end_index": 740, "surrounding_text": "8 Guiding Principles that are foundational to all data efforts in the DoD:", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908575Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3008, "end_index": 3018, "surrounding_text": ") Governance \u2013 DoD data governance provides the principles, policies, processes,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908594Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2337, "end_index": 2356, "surrounding_text": ", information sharing).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650894Z"}]}, {"id": "rel_warfighting_operations_mission_operations", "source_concept_id": "warfighting_operations", "target_concept_id": "mission_operations", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2389, "end_index": 2400, "surrounding_text": "available across warfighting, intelligence, and business systems is essential to gaining an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3729, "end_index": 3740, "surrounding_text": "As DoD modernizes and integrates AI technologies into joint warfighting,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651018Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1256, "end_index": 1263, "surrounding_text": "essential and integral part of the mission itself.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.700447Z"}]}, {"id": "rel_intelligence_operations_mission_operations", "source_concept_id": "intelligence_operations", "target_concept_id": "mission_operations", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2402, "end_index": 2414, "surrounding_text": "available across warfighting, intelligence, and business systems is essential to gaining an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651112Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3342, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651127Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3376, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.651145Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "start_index": 1256, "end_index": 1263, "surrounding_text": "essential and integral part of the mission itself.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.700447Z"}]}, {"id": "rel_business_support_systems_business_operations", "source_concept_id": "business_support_systems", "target_concept_id": "business_operations", "relationship_type": "subClassOf", "confidence_score": 0.8, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 761, "end_index": 777, "surrounding_text": "connected devices, sensors, training facilities, test ranges, and business systems generate enormous", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.968094Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 611, "end_index": 619, "surrounding_text": "Bringing together business and technology", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007850Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 1548, "end_index": 1556, "surrounding_text": "Objective 5: DoD has processes to create, align, implement, and manage business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3207, "end_index": 3215, "surrounding_text": "Objective 4: DoD implements master data management for business, intelligence, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007886Z"}]}, {"id": "rel_dod_data_governance_defense_data_systems", "source_concept_id": "dod_data_governance", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_artificial_intelligence_ecosystem_defense_data_systems", "source_concept_id": "artificial_intelligence_ecosystem", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3331, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653360Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3365, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653379Z"}]}, {"id": "rel_ai_models_artificial_intelligence_ecosystem", "source_concept_id": "ai_models", "target_concept_id": "artificial_intelligence_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1306, "end_index": 1308, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1586, "end_index": 1588, "surrounding_text": "the DoD CDO will govern the Department\u2019s data management efforts and ensure sustained focus", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580847Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1769, "end_index": 1771, "surrounding_text": "Digital Modernization program, ensuring synchronization with DoD\u2019s cloud; AI; Command,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580865Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2036, "end_index": 2038, "surrounding_text": "The CDO Council, chaired by the DoD CDO, will serve as the primary venue for collaboration", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580882Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3117, "end_index": 3119, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580901Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3331, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653360Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3365, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653379Z"}]}, {"id": "rel_ai_applications_artificial_intelligence_ecosystem", "source_concept_id": "ai_applications", "target_concept_id": "artificial_intelligence_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1306, "end_index": 1308, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580826Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1586, "end_index": 1588, "surrounding_text": "the DoD CDO will govern the Department\u2019s data management efforts and ensure sustained focus", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580847Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1769, "end_index": 1771, "surrounding_text": "Digital Modernization program, ensuring synchronization with DoD\u2019s cloud; AI; Command,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580865Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2036, "end_index": 2038, "surrounding_text": "The CDO Council, chaired by the DoD CDO, will serve as the primary venue for collaboration", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580882Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3117, "end_index": 3119, "surrounding_text": "to every DoD mission, initial areas of focus include: Joint All-Domain Operations, business", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.580901Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3331, "end_index": 3354, "surrounding_text": "Data for Artificial Intelligence Training", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653360Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3365, "end_index": 3388, "surrounding_text": "Artificial Intelligence (AI) is a long-term data competency grounded in high-quality training-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.653379Z"}]}, {"id": "rel_data_fitness_criteria_data_quality_standards", "source_concept_id": "data_fitness_criteria", "target_concept_id": "data_quality_standards", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_quality_assurance_processes_data_quality_standards", "source_concept_id": "quality_assurance_processes", "target_concept_id": "data_quality_standards", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_ethical_compliance_data_quality_standards", "source_concept_id": "ethical_compliance", "target_concept_id": "data_quality_standards", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2647, "end_index": 2659, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583134Z"}]}, {"id": "rel_policy_structure_governance_framework", "source_concept_id": "policy_structure", "target_concept_id": "governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}]}, {"id": "rel_security_privacy_framework_governance_framework", "source_concept_id": "security_privacy_framework", "target_concept_id": "governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}]}, {"id": "rel_data_sharing_processes_data_management_processes", "source_concept_id": "data_sharing_processes", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_integration_processes_data_management_processes", "source_concept_id": "data_integration_processes", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_component_organizations_organizational_structure", "source_concept_id": "component_organizations", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_training_datasets_ai_training_data", "source_concept_id": "training_datasets", "target_concept_id": "ai_training_data", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 296, "end_index": 315, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967097Z"}]}, {"id": "rel_data_preparation_ai_training_data", "source_concept_id": "data_preparation", "target_concept_id": "ai_training_data", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 296, "end_index": 315, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967097Z"}]}, {"id": "rel_data_labeling_ai_training_data", "source_concept_id": "data_labeling", "target_concept_id": "ai_training_data", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 296, "end_index": 315, "surrounding_text": "We must provide data skill training, establish centers for data engineering", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.967097Z"}]}, {"id": "rel_competitive_advantage_strategic_objectives", "source_concept_id": "competitive_advantage", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 3911, "end_index": 3920, "surrounding_text": "We must also understand that our competitors gain advantage if these assets", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.654642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_strategic_planning_defense_strategic_frameworks", "source_concept_id": "strategic_planning", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.92}, {"id": "rel_compliance_and_policy_data_governance_framework", "source_concept_id": "compliance_and_policy", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...policy compliance...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828699Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_dod_strategy_strategic_planning", "source_concept_id": "dod_strategy", "target_concept_id": "strategic_planning", "relationship_type": "subClassOf", "confidence_score": 0.96, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 566, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584433Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2325, "end_index": 2342, "surrounding_text": "The DoD Data Strategy describes an ambitious approach for transforming the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584471Z"}]}, {"id": "rel_capability_planning_strategic_planning", "source_concept_id": "capability_planning", "target_concept_id": "strategic_planning", "relationship_type": "subClassOf", "confidence_score": 0.89}, {"id": "rel_funding_authorization_strategic_planning", "source_concept_id": "funding_authorization", "target_concept_id": "strategic_planning", "relationship_type": "subClassOf", "confidence_score": 0.87}, {"id": "rel_data_usage_management_data_lifecycle_management", "source_concept_id": "data_usage_management", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_policy_implementation_compliance_and_policy", "source_concept_id": "policy_implementation", "target_concept_id": "compliance_and_policy", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 17, "surrounding_text": "...policy compliance...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828699Z"}]}, {"id": "rel_technical_solutions_operational_implementation", "source_concept_id": "technical_solutions", "target_concept_id": "operational_implementation", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2164, "end_index": 2173, "surrounding_text": ") Design for Compliance \u2013 DoD must implement IT solutions that provide an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912585Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4366, "end_index": 4375, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912605Z"}]}, {"id": "rel_dod_data_architecture_defense_data_systems", "source_concept_id": "dod_data_architecture", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_architectural_approaches_dod_data_architecture", "source_concept_id": "architectural_approaches", "target_concept_id": "dod_data_architecture", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_organizational_roles_organizational_governance", "source_concept_id": "organizational_roles", "target_concept_id": "organizational_governance", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_environmental_challenges_operational_environment", "source_concept_id": "environmental_challenges", "target_concept_id": "operational_environment", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 4346, "end_index": 4356, "surrounding_text": "challenges, develop solutions, and share best practices for all data stakeholders.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.912489Z"}]}, {"id": "rel_user_context_operational_environment", "source_concept_id": "user_context", "target_concept_id": "operational_environment", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 4366, "end_index": 4373, "surrounding_text": "Data \u201cfit for purpose\u201d is quality data that is readily discoverable and understood within the context", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.656154Z"}]}, {"id": "rel_agile_architecture_architectural_approaches", "source_concept_id": "agile_architecture", "target_concept_id": "architectural_approaches", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1534, "end_index": 1546, "surrounding_text": "Architecture", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829402Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1690, "end_index": 1702, "surrounding_text": "DoD architecture, enabled by enterprise cloud and other", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829418Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1748, "end_index": 1760, "surrounding_text": "open-architecture capabilities, must allow pivoting on data more rapidly than adversaries are able", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2153, "end_index": 2165, "surrounding_text": "design and intentional architecture.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829465Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2198, "end_index": 2210, "surrounding_text": "This agile approach allows the architecture of data and systems", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.829487Z"}]}, {"id": "rel_data_utilization_systems_data_management_systems", "source_concept_id": "data_utilization_systems", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 16, "surrounding_text": "...data utilization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.976634Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_exchange_systems_data_management_systems", "source_concept_id": "data_exchange_systems", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_development_capabilities_technical_capabilities", "source_concept_id": "development_capabilities", "target_concept_id": "technical_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.88}, {"id": "rel_standards_management_governance_framework", "source_concept_id": "standards_management", "target_concept_id": "governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_3", "end_index": 25, "surrounding_text": "...data management standards...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.965598Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 282, "end_index": 302, "surrounding_text": "Components, will create a modern governance framework for managing the lifecycle of the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.684074Z"}]}, {"id": "rel_governance_management_data_governance_framework", "source_concept_id": "governance_management", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_capability_management_organizational_transformation", "source_concept_id": "capability_management", "target_concept_id": "organizational_transformation", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_governance_tools_governance_management", "source_concept_id": "governance_tools", "target_concept_id": "governance_management", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 16, "surrounding_text": "...governance tools...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832693Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_governance_metrics_governance_management", "source_concept_id": "governance_metrics", "target_concept_id": "governance_management", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 18, "surrounding_text": "...governance metrics...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832741Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_governance_oversight_governance_management", "source_concept_id": "governance_oversight", "target_concept_id": "governance_management", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...governance oversight...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832818Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_data_creation_data_lifecycle_management", "source_concept_id": "data_creation", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 13, "surrounding_text": "...data creation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832871Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_data_disposition_data_operations", "source_concept_id": "data_disposition", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 16, "surrounding_text": "...data disposition...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577321Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_stakeholder_representation_stakeholder_management", "source_concept_id": "stakeholder_representation", "target_concept_id": "stakeholder_management", "relationship_type": "subClassOf", "confidence_score": 0.8, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...stakeholder representation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833030Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_cascading_governance_levels_stakeholder_management", "source_concept_id": "cascading_governance_levels", "target_concept_id": "stakeholder_management", "relationship_type": "subClassOf", "confidence_score": 0.78, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 27, "surrounding_text": "...cascading governance levels...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833077Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_workforce_empowerment_workforce_development", "source_concept_id": "workforce_empowerment", "target_concept_id": "workforce_development", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 21, "surrounding_text": "...workforce empowerment...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834361Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_data_talent_cultivation_workforce_development", "source_concept_id": "data_talent_cultivation", "target_concept_id": "workforce_development", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 23, "surrounding_text": "...data talent cultivation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834643Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_capability_creation_capability_management", "source_concept_id": "capability_creation", "target_concept_id": "capability_management", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 19, "surrounding_text": "...capability creation...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834691Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_capability_sustainment_capability_management", "source_concept_id": "capability_sustainment", "target_concept_id": "capability_management", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 22, "surrounding_text": "...capability sustainment...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834743Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_enablement_systems_capability_management", "source_concept_id": "enablement_systems", "target_concept_id": "capability_management", "relationship_type": "subClassOf", "confidence_score": 0.81, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_policy_development_decision_support_systems", "source_concept_id": "policy_development", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.86}, {"id": "rel_resolution_mechanisms_decision_support_systems", "source_concept_id": "resolution_mechanisms", "target_concept_id": "decision_support_systems", "relationship_type": "subClassOf", "confidence_score": 0.84}, {"id": "rel_workforce_characteristics_dod_workforce", "source_concept_id": "workforce_characteristics", "target_concept_id": "dod_workforce", "relationship_type": "subClassOf", "confidence_score": 0.8, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4181, "end_index": 4194, "surrounding_text": "DoD workforce at its heart.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833664Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4375, "end_index": 4388, "surrounding_text": "DoD workforce (leaders, service members, civilians, and contractors) will be increasingly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833683Z"}]}, {"id": "rel_analytics_enablement_enablement_systems", "source_concept_id": "analytics_enablement", "target_concept_id": "enablement_systems", "relationship_type": "subClassOf", "confidence_score": 0.75, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 20, "surrounding_text": "...analytics enablement...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833863Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_technology_enablement_enablement_systems", "source_concept_id": "technology_enablement", "target_concept_id": "enablement_systems", "relationship_type": "subClassOf", "confidence_score": 0.75, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 21, "surrounding_text": "...technology enablement...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833919Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_data_based_decision_making_decision_making_processes", "source_concept_id": "data_based_decision_making", "target_concept_id": "decision_making_processes", "relationship_type": "subClassOf", "confidence_score": 0.81, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...data-based decision making...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833813Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_issue_resolution_resolution_mechanisms", "source_concept_id": "issue_resolution", "target_concept_id": "resolution_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.77, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 16, "surrounding_text": "...issue resolution...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833130Z"}]}, {"id": "rel_lowest_level_resolution_resolution_mechanisms", "source_concept_id": "lowest_level_resolution", "target_concept_id": "resolution_mechanisms", "relationship_type": "subClassOf", "confidence_score": 0.75, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 23, "surrounding_text": "...lowest level resolution...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833181Z"}]}, {"id": "rel_modern_workforce_workforce_characteristics", "source_concept_id": "modern_workforce", "target_concept_id": "workforce_characteristics", "relationship_type": "subClassOf", "confidence_score": 0.71, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 16, "surrounding_text": "...modern workforce...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.833971Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_agile_workforce_workforce_characteristics", "source_concept_id": "agile_workforce", "target_concept_id": "workforce_characteristics", "relationship_type": "subClassOf", "confidence_score": 0.71, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 15, "surrounding_text": "...agile workforce...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834019Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2152, "end_index": 2161, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650297Z"}]}, {"id": "rel_data_experts_collaboration_supportive_ecosystem", "source_concept_id": "data_experts_collaboration", "target_concept_id": "supportive_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.69, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...data experts collaboration...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.835011Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4782, "end_index": 4802, "surrounding_text": "excellence, and foster a supportive ecosystem for collaboration among data experts.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.834953Z"}]}, {"id": "rel_data_infrastructure_systems_dod_data_ecosystem", "source_concept_id": "data_infrastructure_systems", "target_concept_id": "dod_data_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_human_capital_resources_dod_data_ecosystem", "source_concept_id": "human_capital_resources", "target_concept_id": "dod_data_ecosystem", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 229, "end_index": 237, "surrounding_text": "Customers of DoD data have their own", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827421Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 281, "end_index": 289, "surrounding_text": "requirements for accessing DoD data, which may or may not align with the purpose or intent of", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827442Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 927, "end_index": 935, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827456Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 1223, "end_index": 1231, "surrounding_text": "Four essential capabilities are needed to accomplish the DoD data goals.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827473Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 4035, "end_index": 4043, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.827491Z"}]}, {"id": "rel_data_standards_policies_data_governance_framework", "source_concept_id": "data_standards_policies", "target_concept_id": "data_governance_framework", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2568, "end_index": 2581, "surrounding_text": "Data policies and standards alone cannot strengthen data management or improve data quality.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.583039Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_sources_systems_data_infrastructure_systems", "source_concept_id": "data_sources_systems", "target_concept_id": "data_infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2731, "end_index": 2743, "surrounding_text": "Objective 3: All DoD data sources are catalogued.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970846Z"}]}, {"id": "rel_data_assets_resources_data_infrastructure_systems", "source_concept_id": "data_assets_resources", "target_concept_id": "data_infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 486, "end_index": 497, "surrounding_text": "semantic metadata with data assets.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106332Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3566, "end_index": 3577, "surrounding_text": "Objective 3: Public data assets are machine-readable and available for consumption.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106363Z"}]}, {"id": "rel_data_security_protection_data_infrastructure_systems", "source_concept_id": "data_security_protection", "target_concept_id": "data_infrastructure_systems", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}]}, {"id": "rel_data_workforce_human_capital_resources", "source_concept_id": "data_workforce", "target_concept_id": "human_capital_resources", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_training_development_human_capital_resources", "source_concept_id": "training_development", "target_concept_id": "human_capital_resources", "relationship_type": "subClassOf", "confidence_score": 0.85}, {"id": "rel_data_types_data_management_systems", "source_concept_id": "data_types", "target_concept_id": "data_management_systems", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 438, "end_index": 448, "surrounding_text": "Objective 2: DoD utilizes a common data syntax for the same data types and includes", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.106160Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_accessibility_attributes_data_characteristics", "source_concept_id": "data_accessibility_attributes", "target_concept_id": "data_characteristics", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_6", "end_index": 18, "surrounding_text": "...data accessibility...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.708716Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_regulatory_compliance_framework_defense_strategic_frameworks", "source_concept_id": "regulatory_compliance_framework", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.88}, {"id": "rel_data_lifecycle_processes_data_management_framework", "source_concept_id": "data_lifecycle_processes", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_technical_infrastructure_data_management_framework", "source_concept_id": "data_technical_infrastructure", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_discovery_registration_data_lifecycle_processes", "source_concept_id": "data_discovery_registration", "target_concept_id": "data_lifecycle_processes", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 14, "surrounding_text": "...data discovery...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.975840Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_data_processing_analysis_data_lifecycle_processes", "source_concept_id": "data_processing_analysis", "target_concept_id": "data_lifecycle_processes", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 13, "surrounding_text": "...data analysis...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.973407Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_data_sharing_utilization_data_lifecycle_processes", "source_concept_id": "data_sharing_utilization", "target_concept_id": "data_lifecycle_processes", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_data_visibility_goals_data_governance_structure", "source_concept_id": "data_visibility_goals", "target_concept_id": "data_governance_structure", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2164, "end_index": 2179, "surrounding_text": "Moving towards this type of data visibility allows users (person and non-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970285Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_standardization_data_governance_structure", "source_concept_id": "data_standardization", "target_concept_id": "data_governance_structure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_semantic_frameworks_data_standardization", "source_concept_id": "semantic_frameworks", "target_concept_id": "data_standardization", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3042, "end_index": 3052, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.908948Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_documentation_data_standardization", "source_concept_id": "data_documentation", "target_concept_id": "data_standardization", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_platform_systems_data_technical_infrastructure", "source_concept_id": "platform_systems", "target_concept_id": "data_technical_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_legal_requirements_regulatory_compliance_framework", "source_concept_id": "legal_requirements", "target_concept_id": "regulatory_compliance_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 154, "end_index": 166, "surrounding_text": "upgradability, and cloud-readiness as requirements.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.582140Z"}]}, {"id": "rel_operational_standards_regulatory_compliance_framework", "source_concept_id": "operational_standards", "target_concept_id": "regulatory_compliance_framework", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}]}, {"id": "rel_data_utilization_data_management_framework", "source_concept_id": "data_utilization", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 16, "surrounding_text": "...data utilization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.976634Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_cataloging_data_governance", "source_concept_id": "data_cataloging", "target_concept_id": "data_governance", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}]}, {"id": "rel_data_structures_data_infrastructure", "source_concept_id": "data_structures", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_integration_components_data_infrastructure", "source_concept_id": "data_integration_components", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_metadata_systems_data_infrastructure", "source_concept_id": "metadata_systems", "target_concept_id": "data_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_stakeholder_engagement_data_utilization", "source_concept_id": "stakeholder_engagement", "target_concept_id": "data_utilization", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 16, "surrounding_text": "...data utilization...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.976634Z"}]}, {"id": "rel_budget_processes_decision_making_processes", "source_concept_id": "budget_processes", "target_concept_id": "decision_making_processes", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 1575, "end_index": 1584, "surrounding_text": "To expedite these processes and to minimize the risk of human", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650029Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2091, "end_index": 2100, "surrounding_text": "technology, processes, and policies will not make this successful if our workforce does not", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.650049Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 592, "end_index": 607, "surrounding_text": "exploration to enhance analyses that impact decision making.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.828155Z"}]}, {"id": "rel_best_practices_data_standards", "source_concept_id": "best_practices", "target_concept_id": "data_standards", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 941, "end_index": 955, "surrounding_text": "oversight mechanisms to identify and promote best practices among the United States and our", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.646684Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}]}, {"id": "rel_relationship_management_data_integration_components", "source_concept_id": "relationship_management", "target_concept_id": "data_integration_components", "relationship_type": "subClassOf", "confidence_score": 0.83, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 2036, "end_index": 2052, "surrounding_text": "collection, sharing, use, rapid data integration as well as minimization of any", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.907232Z"}]}, {"id": "rel_dod_abbreviation_defense_organizations", "source_concept_id": "dod_abbreviation", "target_concept_id": "defense_organizations", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_14", "start_index": 2921, "end_index": 2934, "surrounding_text": "leaders must support this cultural change, set the example, educate their organizations, and enforce", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:32.652213Z"}]}, {"id": "rel_military_operations_framework_defense_strategic_frameworks", "source_concept_id": "military_operations_framework", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_security_governance_defense_data_systems", "source_concept_id": "security_governance", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_military_partnerships_military_operations_framework", "source_concept_id": "military_partnerships", "target_concept_id": "military_operations_framework", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2512, "end_index": 2524, "surrounding_text": "coupled with close partnerships with users, particularly warfighters.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595109Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_strategic_capabilities_military_operations_framework", "source_concept_id": "strategic_capabilities", "target_concept_id": "military_operations_framework", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_11", "start_index": 1245, "end_index": 1264, "surrounding_text": "driven concepts and leveraging commercial-sector innovations will improve military operations", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.531867Z"}]}, {"id": "rel_data_protection_framework_security_governance", "source_concept_id": "data_protection_framework", "target_concept_id": "security_governance", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_security_policies_security_governance", "source_concept_id": "security_policies", "target_concept_id": "security_governance", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1480, "end_index": 1488, "surrounding_text": "governance community will use the insights from this effort to inform their policies on issues such", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.589815Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_data_exchange_mechanisms_data_interoperability", "source_concept_id": "data_exchange_mechanisms", "target_concept_id": "data_interoperability", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3302, "end_index": 3315, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111583Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3884, "end_index": 3905, "surrounding_text": "implementation plan to enable data interoperability.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.114266Z"}]}, {"id": "rel_quality_metrics_data_quality_management", "source_concept_id": "quality_metrics", "target_concept_id": "data_quality_management", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_10", "start_index": 3061, "end_index": 3068, "surrounding_text": "frameworks, tools, metrics, and oversight required to effectively manage data at all", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:23.909141Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 3079, "end_index": 3102, "surrounding_text": "Objective 3: DoD executes data quality management techniques to assess and enhance data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.011205Z"}]}, {"id": "rel_data_states_data_protection_framework", "source_concept_id": "data_states", "target_concept_id": "data_protection_framework", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}]}, {"id": "rel_user_identity_identity_management", "source_concept_id": "user_identity", "target_concept_id": "identity_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 127, "end_index": 135, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576860Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_user_attributes_identity_management", "source_concept_id": "user_attributes", "target_concept_id": "identity_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 137, "end_index": 147, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576956Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_authorized_users_identity_management", "source_concept_id": "authorized_users", "target_concept_id": "identity_management", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 793, "end_index": 809, "surrounding_text": "Objective 6: Only authorized users are able to access and share data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578701Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_user_permissions_permission_systems", "source_concept_id": "user_permissions", "target_concept_id": "permission_systems", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 149, "end_index": 160, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577051Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_data_access_rights_permission_systems", "source_concept_id": "data_access_rights", "target_concept_id": "permission_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 11, "surrounding_text": "...data access...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577146Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_data_use_rights_permission_systems", "source_concept_id": "data_use_rights", "target_concept_id": "permission_systems", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 8, "surrounding_text": "...data use...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577235Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}]}, {"id": "rel_privilege_management_access_control_systems", "source_concept_id": "privilege_management", "target_concept_id": "access_control_systems", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 96, "end_index": 125, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576746Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4231, "end_index": 4245, "surrounding_text": "access control, across the enterprise allows DoD to maximize the use of data while, at the same time,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116016Z"}]}, {"id": "rel_granular_privilege_management_privilege_management", "source_concept_id": "granular_privilege_management", "target_concept_id": "privilege_management", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 96, "end_index": 125, "surrounding_text": "Objective 1: Granular privilege management (identity, attributes, permissions, etc.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.576746Z"}]}, {"id": "rel_security_markings_system_data_security_management", "source_concept_id": "security_markings_system", "target_concept_id": "data_security_management", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 444, "end_index": 461, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577908Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_classification_markings_security_markings_system", "source_concept_id": "classification_markings", "target_concept_id": "security_markings_system", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 23, "surrounding_text": "...classification markings...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578206Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 444, "end_index": 461, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577908Z"}]}, {"id": "rel_control_markings_security_markings_system", "source_concept_id": "control_markings", "target_concept_id": "security_markings_system", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 544, "end_index": 560, "surrounding_text": "Objective 4: Classification and control markings are defined and implemented; content and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578326Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 444, "end_index": 461, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577908Z"}]}, {"id": "rel_data_protection_controls_data_security_management", "source_concept_id": "data_protection_controls", "target_concept_id": "data_security_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_handling_restrictions_data_protection_controls", "source_concept_id": "handling_restrictions", "target_concept_id": "data_protection_controls", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 21, "surrounding_text": "...handling restrictions...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578027Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}]}, {"id": "rel_data_loss_prevention_data_protection_controls", "source_concept_id": "data_loss_prevention", "target_concept_id": "data_protection_controls", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 686, "end_index": 717, "surrounding_text": "Objective 5: DoD implements data loss prevention technology to prevent unintended release", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578604Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}]}, {"id": "rel_immutable_binding_data_protection_controls", "source_concept_id": "immutable_binding", "target_concept_id": "data_protection_controls", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 17, "surrounding_text": "...immutable binding...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579105Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4189, "end_index": 4204, "surrounding_text": "Using a disciplined approach to data protection, such as attribute-based", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.115102Z"}]}, {"id": "rel_security_compliance_data_security_management", "source_concept_id": "security_compliance", "target_concept_id": "data_security_management", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 783, "end_index": 791, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107412Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4371, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4751, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4844, "end_index": 4852, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107497Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_security_issues_management_security_compliance", "source_concept_id": "security_issues_management", "target_concept_id": "security_compliance", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4758, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116475Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 783, "end_index": 791, "surrounding_text": "relevant information on purpose, ownership, points of contact, security,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107412Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4363, "end_index": 4371, "surrounding_text": "employing the most stringent security standards to protect the American people.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107444Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4743, "end_index": 4751, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107470Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4844, "end_index": 4852, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107497Z"}]}, {"id": "rel_data_aggregation_data_operations", "source_concept_id": "data_aggregation", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 374, "end_index": 390, "surrounding_text": "prevent security issues resulting from data aggregation.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577694Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_sharing_data_operations", "source_concept_id": "data_sharing", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 12, "surrounding_text": "...data sharing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578819Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_retention_management_data_lifecycle_management", "source_concept_id": "data_retention_management", "target_concept_id": "data_lifecycle_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 2679, "end_index": 2693, "surrounding_text": "applied at the earliest practical point in the data lifecycle and industry standards for an open data", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.831353Z"}]}, {"id": "rel_content_retention_rules_data_retention_management", "source_concept_id": "content_retention_rules", "target_concept_id": "data_retention_management", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 23, "surrounding_text": "...content retention rules...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578423Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_record_retention_rules_data_retention_management", "source_concept_id": "record_retention_rules", "target_concept_id": "data_retention_management", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 603, "end_index": 625, "surrounding_text": "record retention rules are developed and implemented.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578511Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_compliance_management_data_management_processes", "source_concept_id": "compliance_management", "target_concept_id": "data_management_processes", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_classification_compliance_compliance_management", "source_concept_id": "classification_compliance", "target_concept_id": "compliance_management", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_classification_criteria_classification_compliance", "source_concept_id": "classification_criteria", "target_concept_id": "classification_compliance", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 287, "end_index": 310, "surrounding_text": "Objective 2: Data stewards regularly assess classification criteria and test compliance to", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577516Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}]}, {"id": "rel_approved_standards_classification_compliance", "source_concept_id": "approved_standards", "target_concept_id": "classification_compliance", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4821, "end_index": 4839, "surrounding_text": "Objective 3: DoD implements approved standards for security markings, handling", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.116663Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1249, "end_index": 1259, "surrounding_text": "Design for Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687666Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1485, "end_index": 1495, "surrounding_text": "Department will make data management and compliance with policies a top priority.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 1526, "end_index": 1536, "surrounding_text": "Compliance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.687694Z"}]}, {"id": "rel_compliance_testing_compliance_management", "source_concept_id": "compliance_testing", "target_concept_id": "compliance_management", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 18, "surrounding_text": "...compliance testing...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577608Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_government_departments_governance_entities", "source_concept_id": "government_departments", "target_concept_id": "governance_entities", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_chief_data_office_governance_entities", "source_concept_id": "chief_data_office", "target_concept_id": "governance_entities", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3327, "end_index": 3337, "surrounding_text": "Governance", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832299Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3344, "end_index": 3354, "surrounding_text": "Data governance provides the principles, policies, processes, frameworks, tools, metrics, and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832319Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3531, "end_index": 3541, "surrounding_text": "governance allows stakeholders to be heard and represented in an organized fashion.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832335Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3630, "end_index": 3640, "surrounding_text": "governance will be executed at cascading levels, with all issues being resolved at the lowest level", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832352Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "start_index": 3746, "end_index": 3756, "surrounding_text": "Data governance includes localized system decisions affecting data all the way through", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.832368Z"}]}, {"id": "rel_data_stewards_stakeholder_groups", "source_concept_id": "data_stewards", "target_concept_id": "stakeholder_groups", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 256, "end_index": 269, "surrounding_text": "Objective 2: Data stewards regularly assess classification criteria and test compliance to", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.577411Z"}]}, {"id": "rel_mission_areas_implementation_structure", "source_concept_id": "mission_areas", "target_concept_id": "implementation_structure", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2922, "end_index": 2935, "surrounding_text": "For this reason, the Department must utilize ongoing initiatives in key mission areas to rapidly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579765Z"}]}, {"id": "rel_component_implementation_plans_implementation_structure", "source_concept_id": "component_implementation_plans", "target_concept_id": "implementation_structure", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 1312, "end_index": 1342, "surrounding_text": "areas, and the execution of detailed Component implementation plans.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579875Z"}]}, {"id": "rel_access_restriction_metadata_metadata_management", "source_concept_id": "access_restriction_metadata", "target_concept_id": "metadata_management", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "end_index": 27, "surrounding_text": "...access restriction metadata...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.578915Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_handling_restriction_metadata_metadata_management", "source_concept_id": "handling_restriction_metadata", "target_concept_id": "metadata_management", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 870, "end_index": 899, "surrounding_text": "Objective 7: Access and handling restriction metadata are bound to data in an immutable", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.579006Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_content_metadata_metadata_management", "source_concept_id": "content_metadata", "target_concept_id": "metadata_management", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4990, "end_index": 4997, "surrounding_text": "Objective 4: Classification and control markings are defined and implemented; content an", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.117234Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_digital_transformation_initiatives_defense_data_systems", "source_concept_id": "digital_transformation_initiatives", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.93}, {"id": "rel_organizational_units_defense_organizational_structures", "source_concept_id": "organizational_units", "target_concept_id": "defense_organizational_structures", "relationship_type": "subClassOf", "confidence_score": 0.9}, {"id": "rel_executive_positions_senior_leadership", "source_concept_id": "executive_positions", "target_concept_id": "senior_leadership", "relationship_type": "subClassOf", "confidence_score": 0.89}, {"id": "rel_chief_officers_senior_leadership", "source_concept_id": "chief_officers", "target_concept_id": "senior_leadership", "relationship_type": "subClassOf", "confidence_score": 0.91}, {"id": "rel_technology_domains_digital_transformation_initiatives", "source_concept_id": "technology_domains", "target_concept_id": "digital_transformation_initiatives", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}]}, {"id": "rel_data_applications_data_management_framework", "source_concept_id": "data_applications", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_resource_management_data_management_framework", "source_concept_id": "resource_management", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_military_services_defense_organizational_structures", "source_concept_id": "military_services", "target_concept_id": "defense_organizational_structures", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_7", "start_index": 61, "end_index": 69, "surrounding_text": "Objective 2: Common platforms and services create, retrieve, share, utilize, and manage", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.007211Z"}]}, {"id": "rel_operational_teams_defense_organizational_structures", "source_concept_id": "operational_teams", "target_concept_id": "defense_organizational_structures", "relationship_type": "subClassOf", "confidence_score": 0.87}, {"id": "rel_data_strategy_governance_data_management_framework", "source_concept_id": "data_strategy_governance", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.95, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 462, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583854Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_technical_requirements_data_management_framework", "source_concept_id": "data_technical_requirements", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_data_collaboration_mechanisms_data_management_framework", "source_concept_id": "data_collaboration_mechanisms", "target_concept_id": "data_management_framework", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_15", "end_index": 26, "surrounding_text": "...data experts collaboration...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:43.835011Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2476, "end_index": 2491, "surrounding_text": "This requires strong and effective data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.595022Z"}]}, {"id": "rel_operational_contexts_strategic_objectives", "source_concept_id": "operational_contexts", "target_concept_id": "strategic_objectives", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 298, "end_index": 308, "surrounding_text": "capabilities, goals, and objectives for DoD, relative to data.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328537Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 672, "end_index": 682, "surrounding_text": "objectives.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328550Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 3231, "end_index": 3241, "surrounding_text": "The Department leverages eight guiding principles to influence the goals, objectives, and essential", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.328569Z"}]}, {"id": "rel_operational_readiness_operational_environment", "source_concept_id": "operational_readiness", "target_concept_id": "operational_environment", "relationship_type": "subClassOf", "confidence_score": 0.89}, {"id": "rel_chief_data_officers_dod_leadership", "source_concept_id": "chief_data_officers", "target_concept_id": "dod_leadership", "relationship_type": "subClassOf", "confidence_score": 0.94, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2115, "end_index": 2128, "surrounding_text": "among data officers from across the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.581990Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 172, "end_index": 175, "surrounding_text": "The DoD CDO, along with Component CDOs,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583233Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 330, "end_index": 333, "surrounding_text": "commercial sector and DoD research.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583264Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 356, "end_index": 359, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583296Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 549, "end_index": 552, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583320Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1147, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.583353Z"}]}, {"id": "rel_system_technologies_data_technical_requirements", "source_concept_id": "system_technologies", "target_concept_id": "data_technical_requirements", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_5", "start_index": 3917, "end_index": 3929, "surrounding_text": "capabilities are tested and evaluated so the effectiveness and suitability of the technologies are", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:26.692625Z"}]}, {"id": "rel_functional_offices_organizational_structure", "source_concept_id": "functional_offices", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.87}, {"id": "rel_business_domains_defense_data_systems", "source_concept_id": "business_domains", "target_concept_id": "defense_data_systems", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}]}, {"id": "rel_data_community_organizational_structure", "source_concept_id": "data_community", "target_concept_id": "organizational_structure", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 829, "end_index": 843, "surrounding_text": "The data community must", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.585563Z"}]}, {"id": "rel_senior_leaders_senior_leadership", "source_concept_id": "senior_leaders", "target_concept_id": "senior_leadership", "relationship_type": "subClassOf", "confidence_score": 0.9, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 602, "end_index": 616, "surrounding_text": "Senior Leader Decision Support: Senior leaders, including the Deputy Secretary, have directed", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.584791Z"}]}, {"id": "rel_dod_comptroller_functional_offices", "source_concept_id": "dod_comptroller", "target_concept_id": "functional_offices", "relationship_type": "subClassOf", "confidence_score": 0.88, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 1144, "end_index": 1159, "surrounding_text": "Business Analytics: The DoD Comptroller, working with the Chief Management Officer (CMO)", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.587530Z"}]}, {"id": "rel_data_analysis_data_operations", "source_concept_id": "data_analysis", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "end_index": 13, "surrounding_text": "...data analysis...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.973407Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_data_presentation_data_operations", "source_concept_id": "data_presentation", "target_concept_id": "data_operations", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 83, "end_index": 87, "surrounding_text": "making it imperative that all future systems are procured with data-interoperability, software", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593794Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 272, "end_index": 276, "surrounding_text": "must also ensure that operational users remain informed of new data-enabled capabilities from the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593835Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 378, "end_index": 382, "surrounding_text": "Ultimately, DoD\u2019s transition to a data-centric organization", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593869Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 447, "end_index": 451, "surrounding_text": "depends on effective feedback between the data governance and operational communities, and the", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593905Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 553, "end_index": 557, "surrounding_text": "DoD Data Strategy", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.593926Z"}]}, {"id": "rel_metadata_standards_data_standards", "source_concept_id": "metadata_standards", "target_concept_id": "data_standards", "relationship_type": "subClassOf", "confidence_score": 0.87, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_16", "start_index": 2602, "end_index": 2620, "surrounding_text": "Objective 2: DoD implements metadata standards including location and access methods", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:25.970734Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}]}, {"id": "rel_taxonomic_standards_data_standards", "source_concept_id": "taxonomic_standards", "target_concept_id": "data_standards", "relationship_type": "subClassOf", "confidence_score": 0.85, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 794, "end_index": 803, "surrounding_text": "standards, interfaces, limitations, and restrictions on use.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107591Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 972, "end_index": 981, "surrounding_text": "vocabularies, including enterprise standards.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107614Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1397, "end_index": 1406, "surrounding_text": "standards, data catalogs, and metadata tagging, the Department ensures that connections across", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107642Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1786, "end_index": 1795, "surrounding_text": "Objective 2: DoD utilizes common metadata standards that allow data to be joined and", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107668Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3680, "end_index": 3689, "surrounding_text": "Objective 4: DoD rapidly mediates differing data standards and formats without mission-", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.107695Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 2256, "end_index": 2270, "surrounding_text": "challenges, develop solutions, and oversee policy and data standards of the Department.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582174Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_18", "start_index": 3794, "end_index": 3808, "surrounding_text": "Clear data standards and interoperability requirements for JADC2 directly", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:27.582192Z"}]}, {"id": "rel_integration_tools_technical_infrastructure", "source_concept_id": "integration_tools", "target_concept_id": "technical_infrastructure", "relationship_type": "subClassOf", "confidence_score": 0.84, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 933, "end_index": 938, "surrounding_text": "support efforts to provide current, decision-quality data along with a platform of tools for analysis", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.586100Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_19", "start_index": 2774, "end_index": 2779, "surrounding_text": "The Department must provide its personnel with the modern data skills and tools to preserve", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.586141Z"}]}, {"id": "rel_financial_management_business_domains", "source_concept_id": "financial_management", "target_concept_id": "business_domains", "relationship_type": "subClassOf", "confidence_score": 0.92, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}]}, {"id": "rel_operational_management_business_domains", "source_concept_id": "operational_management", "target_concept_id": "business_domains", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}]}, {"id": "rel_strategic_management_business_domains", "source_concept_id": "strategic_management", "target_concept_id": "business_domains", "relationship_type": "subClassOf", "confidence_score": 0.86, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 1721, "end_index": 1728, "surrounding_text": "machine speed across all domains.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330955Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_13", "start_index": 2748, "end_index": 2755, "surrounding_text": "and analytics within and across security domains for enrichment and discovery (derived from the IC Data Management Lexicon, January 2020).", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:22.330985Z"}]}, {"id": "rel_defense_modernization_defense_strategic_frameworks", "source_concept_id": "defense_modernization", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.95}, {"id": "rel_digital_transformation_defense_modernization", "source_concept_id": "digital_transformation", "target_concept_id": "defense_modernization", "relationship_type": "subClassOf", "confidence_score": 0.92}, {"id": "rel_algorithmic_capabilities_digital_transformation", "source_concept_id": "algorithmic_capabilities", "target_concept_id": "digital_transformation", "relationship_type": "subClassOf", "confidence_score": 0.85}, {"id": "rel_skill_development_organizational_capabilities", "source_concept_id": "skill_development", "target_concept_id": "organizational_capabilities", "relationship_type": "subClassOf", "confidence_score": 0.88}, {"id": "rel_performance_management_defense_strategic_frameworks", "source_concept_id": "performance_management", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.93, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_measurement_systems_performance_management", "source_concept_id": "measurement_systems", "target_concept_id": "performance_management", "relationship_type": "subClassOf", "confidence_score": 0.91, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 1050, "end_index": 1057, "surrounding_text": "Objective 6: Adaptive, intelligent systems monitor data streams and identify opportunities", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111676Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 2841, "end_index": 2848, "surrounding_text": "Properly exchanging data between systems and maintaining semantic understanding are critical", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111709Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 3339, "end_index": 3346, "surrounding_text": "Objective 1: DoD documents and implements data exchange specifications for all systems,", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111738Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_17", "start_index": 4148, "end_index": 4155, "surrounding_text": "and weapon systems.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:34.111756Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_progress_tracking_performance_management", "source_concept_id": "progress_tracking", "target_concept_id": "performance_management", "relationship_type": "subClassOf", "confidence_score": 0.89, "source_references": [{"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_9", "end_index": 17, "surrounding_text": "...progress tracking...", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:28.525683Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 3871, "end_index": 3881, "surrounding_text": "representation of DoD operations and management.", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932928Z"}, {"document_id": "batch-31c0285e-ef14-4c54-807e-7adeffb0dff2-356a3df1-e4e5-4c29-b3a6-ef32fbf3751d_chunk_12", "start_index": 4153, "end_index": 4163, "surrounding_text": "provided by DoD\u2019s Digital Modernization program depend upon enterprise data management", "extraction_confidence": 0.85, "extraction_method": "LLM_EXTRACTION", "extracted_at": "2025-12-03T15:24:18.932947Z"}]}, {"id": "rel_improvement_initiatives_defense_strategic_frameworks", "source_concept_id": "improvement_initiatives", "target_concept_id": "defense_strategic_frameworks", "relationship_type": "subClassOf", "confidence_score": 0.87}]... |