proctify.ttl

@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix dcterms: <http://purl.org/dc/terms#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix freq: <http://purl.org/cld/freq/> .
@prefix airo: <https://w3id.org/airo#> .
@prefix vair: <https://w3id.org/vair#> .
@prefix dpv: <https://w3id.org/dpv#> .
@prefix dqv: <http://www.w3.org/ns/dqv#> .
@prefix dcat: <https://www.w3.org/TR/vocab-dcat-3/> .
@prefix ex: <https://example.com/proctify#> .
@base <https://example.com/proctify#> .

ex:proctify
    a airo:AISystem ;
    airo:hasVersion ex:v_1.0.2 ;
    dcterms:date "2023-09-11"^^xsd:date ;
    airo:hasModality vair:Software ;
    airo:usesTechnique vair:DeepLearning ;
    airo:hasInput ex:facial_video ;
    airo:producesOutput ex:suspicious_behaviour_alarm ;
    airo:isProvidedBy ex:AIEduX ;
    airo:isDevelopedBy ex:AIEduX ;
    airo:hasComponent ex:facial_analysis_toolkit,
                      ex:susbehaved_dataset ;
    airo:hasModel     ex:susbehaved_model ;             
    airo:isAppliedWithinDomain vair:Education ;
    airo:hasPurpose vair:DetectingProhibitedBehaviourDuringTest,
                    ex:facial_behaviour_analysis,
                    ex:video_analysis ;
    airo:hasCapability ex:facial_recognition ;
    airo:isDeployedBy ex:university ;
    #airo:hasUseInstruction <http://tinyurl.com/462b9jyv> ;
    #airo:hasDeploymentInstruction <http://tinyurl.com/4s67jfss> ;
    airo:hasAutomationLevel vair:PartialAutomation ;
    airo:hasAISubject ex:student,
                      ex:other_occupant ;
    airo:hasAIUser ex:instructor ;
    airo:hasRisk ex:inaccuracy_risk_for_darker_skin ;
    airo:hasRiskControl ex:bias_testing ;
    dqv:hasQualityMeasurement ex:alarm_precision_measurement, ex:alarm_recall_measurement, ex:alarm_f_score_measurement   ;
    airo:hasPreDeterminedChange ex:change_of_model ;
    airo:compliesWithRegulation  ex:EU_GDPR ,
                                  ex:Irish_Data_Protection_Act ;
    airo:conformsToStandard vair:ISOIEC42001-2023 ,
                            vair:ISOIEC27001-2022 ;
    airo:followsCodeOfConduct ex:use_of_AI_and_data_in_teaching_and_learning   ;
    dpv:hasProcessing ex:processing_1 .                        

ex:EU_GDPR dpv:hasJurisdiction ex:EU .
ex:Irish_Data_Protection_Act  dpv:hasJurisdiction ex:Ireland .

ex:facial_analysis_toolkit
    a airo:AIComponent ;
    airo:hasVersion ex:v_3.3.2 ;
    airo:isProvidedBy ex:FACE_research_group ;
    airo:hasPurpose ex:extracting_facial_landmark,
                    ex:extracting_gaze_direction,
                    ex:extracting_head_pose ;
    airo:hasDocumentation <http://tinyurl.com/3wnyxyun> .

ex:AIEdux  a airo:AIProvider .

ex:susbehaved_model
    a airo:AIModel ;
    airo:hasVersion ex:v_1.1.2 ;
    airo:hasPurpose ex:detecting_suspicious_behaviour,
                    ex:raising_alarm ;
    airo:hasDocumentation <http://tinyurl.com/3wnyxyun> .

ex:susbehaved_dataset
    a dcat:Dataset ;
    airo:hasVersion ex:v_2.0.1 ;
    airo:hasPurpose ex:train_model ;
    airo:hasDocumentation <http://tinyurl.com/db4whuw9> .

ex:student
    a airo:AISubject,
      vair:NaturalPerson,
      dpv:DataSubject ;
    airo:hasHumanInvolvement   vair:IntendedInvolvement, vair:ActiveInvolvement , vair:InformedInvolvement  ; 
    airo:hasControlOverAIOutput vair:ChallengeOutput .

ex:other_occupant
    a airo:AISubject,
      vair:NaturalPerson ;
    airo:hasHumanInvolvement vair:UnintendedInvolvement, vair:PassiveInvolvement, vair:UninformedInvolvement ;
    airo:hasControlOverAIOutput vair:CannotOptOutOfOutput .

ex:instructor
    a airo:AIUser ,
    vair:NaturalPerson ;
    airo:hasHumanInvolvement vair:IntendedInvolvement, vair:ActiveInvolvement , vair:InformedInvolvement  ; 
    airo:hasControlOverAIOutput vair:CorrectOutput .

ex:processing_1
    a dpv:Processing ;
    dpv:hasData ex:facial_data ;
    dpv:hasLegalBasis dpv:InformedConsent ;
    dpv:hasDataSubject ex:student .

ex:facial_data a dpv:SensitivePersonalData ;
        dpv:hasDataSource ex:user_input .

ex:inaccuracy_risk_for_darker_skin
    a airo:Risk ;
    airo:hasLikelihood "Low" ;
    airo:hasConsequence ex:raise_of_false_alarms_for_darker_skin .

ex:unrepresentative_dataset
    a airo:RiskSource ;
    airo:isRiskSourceFor ex:inaccuracy_risk_for_darker_skin ;
    airo:hasLikelihood "Medium" .

ex:testing_dataset_for_representativeness
    a airo:RiskControl ;
    airo:modifiesRiskConcept ex:unrepresentative_dataset .

ex:raise_of_false_alarms_for_darker_skin
    a airo:Consequence ;
    airo:hasImpact ex:bias_against_students_with_darker_skin ;
    airo:hasLikelihood "Low" ;
    airo:hasSeverity "Medium" .

ex:bias_against_students_with_darker_skin
    a airo:Impact ;
    airo:hasImpactOnArea vair:RightToNondiscrimination ;
    airo:hasImpactOnEntity ex:student ;
    airo:hasLikelihood "Low" ;
    airo:hasSeverity "Very_High" .

ex:bias_testing
    a airo:RiskControl , vair:TestingMeasure ;
    airo:eliminatesRiskConcept ex:bias_against_students_with_darker_skin .


ex:alarm_precision_measurement
    a dqv:QualityMeasurement ;
    dqv:computedOn ex:proctify ;
    dqv:isMeasurementOf ex:alarm_precision ;
    dqv:value "98"^^xsd:double .

ex:alarm_precision
    a dqv:Metric ;
    dqv:expectedDataType xsd:double ;
    dqv:inDimension ex:accuracy ;
    airo:hasDocumentation <http://tinyurl.com/mryhr52m> .

ex:alarm_recall_measurement
    a dqv:QualityMeasurement ;
    dqv:computedOn ex:proctify ;
    dqv:isMeasurementOf ex:alarm_recall ;
    dqv:value "90"^^xsd:double .

ex:alarm_reccall
    a dqv:Metric ;
    dqv:expectedDataType xsd:double ;
    dqv:inDimension ex:accuracy ;
    airo:hasDocumentation <http://tinyurl.com/mryhr52m> .

 
ex:alarm_f_score_measurement 
    a dqv:QualityMeasurement ;
    dqv:computedOn ex:proctify ;
    dqv:isMeasurementOf ex:alarm_f_score ;
    dqv:value "93"^^xsd:double .

ex:alarm_f_score
    a dqv:Metric ;
    dqv:expectedDataType xsd:double ;
    dqv:inDimension ex:accuracy ;
    airo:hasDocumentation <http://tinyurl.com/mryhr52m> .


ex:change_of_model
    a airo:Change ;
    airo:hasChangedEntity ex:susbehaved_model ;
    airo:hasPurpose ex:enhance_fairness ;
    airo:hasFrequency freq:bimonthly .