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docs: add capability gap context graphs use case and example
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KaifAhmad1
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@prefix mcg: <https://example.org/mcg#> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
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@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
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@prefix owl: <http://www.w3.org/2002/07/owl#> .
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@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
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<https://example.org/mcg/instance-data> a owl:Ontology ;
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rdfs:label "Military Capability Gap Analysis Instance Data" ;
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owl:imports <https://example.org/mcg> .
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# Scenario and threat
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mcg:Scenario_FutureA2AD_2028 a mcg:Scenario ;
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rdfs:label "Future A2/AD Escalation 2028" ;
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mcg:hasThreat mcg:Threat_LowAltitudeSwarm .
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mcg:Threat_LowAltitudeSwarm a mcg:Threat ;
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rdfs:label "Low-Altitude Swarm Threat" ;
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mcg:relatedToIntelligenceReport mcg:IntelReport_RAND_RRA733_1 .
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# Mission thread and events
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mcg:MissionThread_ForceProtection a mcg:MissionThread ;
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rdfs:label "Force Protection under Swarm Pressure" ;
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mcg:missionPriority "high" ;
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mcg:includesEvent mcg:Event_SwarmIncursion_001 ;
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mcg:requiresCapability mcg:Capability_LowAltitudeDetection ;
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mcg:revealsGap mcg:Gap_LowAltitudeDetectionCoverage .
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mcg:Scenario_FutureA2AD_2028 mcg:hasMissionThread mcg:MissionThread_ForceProtection .
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mcg:Event_SwarmIncursion_001 a mcg:OperationalEvent ;
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rdfs:label "Swarm Incursion Event 001" ;
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mcg:eventTime "2028-04-12T05:15:00Z"^^xsd:dateTime ;
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mcg:stressesSystem mcg:System_GroundRadarLayer ;
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mcg:relatedToWargameObservation mcg:WargameObs_ValleyIngress .
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# Systems and capabilities
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mcg:System_GroundRadarLayer a mcg:System ;
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rdfs:label "Ground Radar Layer" ;
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mcg:coveragePercent "42.0"^^xsd:decimal ;
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mcg:relatedToAssetRecord mcg:AssetRecord_RadarFleet_2028Q1 .
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mcg:Capability_LowAltitudeDetection a mcg:Capability ;
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rdfs:label "Low Altitude Detection Capability" ;
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mcg:requiredCoveragePercent "75.0"^^xsd:decimal ;
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mcg:providedBy mcg:System_GroundRadarLayer .
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# Gap and outcome
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mcg:Gap_LowAltitudeDetectionCoverage a mcg:CapabilityGap ;
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rdfs:label "Insufficient Low-Altitude Detection Coverage" ;
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mcg:gapInCapability mcg:Capability_LowAltitudeDetection ;
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mcg:gapSeverity "critical" ;
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mcg:increasesRiskOf mcg:Outcome_MissionRiskIncrease ;
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mcg:triggersDecision mcg:Decision_CapGap_001 .
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mcg:Outcome_MissionRiskIncrease a mcg:Outcome ;
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rdfs:label "Increased Mission Risk and Response Delay" .
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# Decision and recommendation
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mcg:Decision_CapGap_001 a mcg:Decision ;
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rdfs:label "Capability Gap Decision 001" ;
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mcg:confidenceScore "0.93"^^xsd:decimal ;
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mcg:hasRecommendation mcg:Recommendation_MultiLayerSensorFusion ;
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mcg:supportedByEvidence mcg:Evidence_E001 ;
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mcg:wasAssessedBy mcg:AnalystCell_A1 .
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mcg:Recommendation_MultiLayerSensorFusion a mcg:Recommendation ;
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mcg:recommendationText "Integrate layered sensing (ground radar, passive RF, EO/IR) and update mission doctrine for low-altitude swarm defense." .
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# Evidence and provenance
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mcg:Evidence_E001 a mcg:Evidence ;
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mcg:evidenceQuote "Operational analysis indicates persistent low-altitude sensing shortfalls in contested terrain." ;
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mcg:derivedFromDocument mcg:IntelReport_RAND_RRA733_1 .
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mcg:IntelReport_RAND_RRA733_1 a mcg:IntelligenceReport, prov:Entity ;
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rdfs:label "RAND RRA733-1 Competing Without Fighting (2022)" .
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mcg:WargameObs_ValleyIngress a mcg:WargameObservation, prov:Entity ;
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rdfs:label "Wargame Observation: Valley Ingress Routes" .
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mcg:AssetRecord_RadarFleet_2028Q1 a mcg:AssetInventoryRecord, prov:Entity ;
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rdfs:label "Asset Inventory: Radar Fleet 2028 Q1" .
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mcg:AnalystCell_A1 a prov:Agent ;
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rdfs:label "Joint Capability Assessment Cell A1" .
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@prefix mcg: <https://example.org/mcg#> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
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@prefix d3f: <http://d3fend.mitre.org/ontologies/d3fend.owl#> .
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@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
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@prefix owl: <http://www.w3.org/2002/07/owl#> .
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@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
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<https://example.org/mcg> a owl:Ontology ;
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rdfs:label "Military Capability Gap Analysis Ontology" ;
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rdfs:comment "Ontology for end-to-end military capability gap analysis with context graphs, multi-hop reasoning, and provenance." ;
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owl:imports <http://www.w3.org/ns/prov> .
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# Classes
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mcg:Scenario a owl:Class .
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mcg:MissionThread a owl:Class .
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mcg:OperationalEvent a owl:Class .
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mcg:System a owl:Class .
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mcg:Capability a owl:Class .
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mcg:CapabilityGap a owl:Class .
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mcg:Outcome a owl:Class .
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mcg:Decision a owl:Class .
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mcg:Recommendation a owl:Class .
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mcg:Evidence a owl:Class .
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mcg:Threat a owl:Class .
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mcg:DoctrineDocument a owl:Class ;
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rdfs:subClassOf prov:Entity .
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mcg:WargameObservation a owl:Class ;
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rdfs:subClassOf prov:Entity .
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mcg:AssetInventoryRecord a owl:Class ;
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rdfs:subClassOf prov:Entity .
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mcg:IntelligenceReport a owl:Class ;
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rdfs:subClassOf prov:Entity .
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# Optional alignment points
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mcg:Sensor a owl:Class ;
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rdfs:subClassOf mcg:System, d3f:D3FEND .
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# Object properties (context chain)
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mcg:hasMissionThread a owl:ObjectProperty ;
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rdfs:domain mcg:Scenario ;
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rdfs:range mcg:MissionThread .
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mcg:includesEvent a owl:ObjectProperty ;
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rdfs:domain mcg:MissionThread ;
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rdfs:range mcg:OperationalEvent .
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mcg:stressesSystem a owl:ObjectProperty ;
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rdfs:domain mcg:OperationalEvent ;
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rdfs:range mcg:System .
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mcg:requiresCapability a owl:ObjectProperty ;
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rdfs:domain mcg:MissionThread ;
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rdfs:range mcg:Capability .
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mcg:providedBy a owl:ObjectProperty ;
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rdfs:domain mcg:Capability ;
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rdfs:range mcg:System .
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mcg:revealsGap a owl:ObjectProperty ;
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rdfs:domain mcg:MissionThread ;
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rdfs:range mcg:CapabilityGap .
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mcg:gapInCapability a owl:ObjectProperty ;
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rdfs:domain mcg:CapabilityGap ;
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rdfs:range mcg:Capability .
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mcg:increasesRiskOf a owl:ObjectProperty ;
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rdfs:domain mcg:CapabilityGap ;
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rdfs:range mcg:Outcome .
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mcg:triggersDecision a owl:ObjectProperty ;
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rdfs:domain mcg:CapabilityGap ;
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rdfs:range mcg:Decision .
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mcg:hasRecommendation a owl:ObjectProperty ;
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rdfs:domain mcg:Decision ;
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rdfs:range mcg:Recommendation .
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mcg:supportedByEvidence a owl:ObjectProperty ;
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rdfs:domain mcg:Decision ;
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rdfs:range mcg:Evidence .
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mcg:hasThreat a owl:ObjectProperty ;
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rdfs:domain mcg:Scenario ;
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rdfs:range mcg:Threat .
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mcg:relatedToAssetRecord a owl:ObjectProperty ;
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rdfs:domain mcg:System ;
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rdfs:range mcg:AssetInventoryRecord .
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mcg:relatedToWargameObservation a owl:ObjectProperty ;
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rdfs:domain mcg:OperationalEvent ;
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rdfs:range mcg:WargameObservation .
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mcg:relatedToIntelligenceReport a owl:ObjectProperty ;
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rdfs:domain mcg:Threat ;
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rdfs:range mcg:IntelligenceReport .
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# Provenance properties
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mcg:derivedFromDocument a owl:ObjectProperty ;
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rdfs:subPropertyOf prov:wasDerivedFrom ;
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rdfs:domain mcg:Evidence ;
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rdfs:range prov:Entity .
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mcg:wasAssessedBy a owl:ObjectProperty ;
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rdfs:subPropertyOf prov:wasAssociatedWith ;
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rdfs:domain mcg:Decision ;
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rdfs:range prov:Agent .
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# Data properties
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mcg:coveragePercent a owl:DatatypeProperty ;
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rdfs:domain mcg:System ;
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rdfs:range xsd:decimal .
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mcg:requiredCoveragePercent a owl:DatatypeProperty ;
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rdfs:domain mcg:Capability ;
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rdfs:range xsd:decimal .
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mcg:gapSeverity a owl:DatatypeProperty ;
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rdfs:domain mcg:CapabilityGap ;
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rdfs:range xsd:string .
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mcg:confidenceScore a owl:DatatypeProperty ;
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rdfs:domain mcg:Decision ;
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rdfs:range xsd:decimal .
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mcg:missionPriority a owl:DatatypeProperty ;
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rdfs:domain mcg:MissionThread ;
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rdfs:range xsd:string .
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mcg:eventTime a owl:DatatypeProperty ;
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rdfs:domain mcg:OperationalEvent ;
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rdfs:range xsd:dateTime .
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mcg:recommendationText a owl:DatatypeProperty ;
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rdfs:domain mcg:Recommendation ;
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rdfs:range xsd:string .
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mcg:evidenceQuote a owl:DatatypeProperty ;
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rdfs:domain mcg:Evidence ;
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rdfs:range xsd:string .
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