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Class: GaiRisk

A risk that is novel to or exacerbated by Generative AI.

Each instance corresponds to one of the 12 risk categories

enumerated in NIST AI 600-1 Section 2.

URI: nist_ai_rmf:GaiRisk

 classDiagram
    class GaiRisk
    click GaiRisk href "../GaiRisk/"
      AiSpecificRisk <|-- GaiRisk
        click AiSpecificRisk href "../AiSpecificRisk/"

      GaiRisk : addressed_by_actions





        GaiRisk --> "*" SuggestedAction : addressed_by_actions
        click SuggestedAction href "../SuggestedAction/"



      GaiRisk : description

      GaiRisk : gai_risk_kind





        GaiRisk --> "0..1" GaiRiskCategoryEnum : gai_risk_kind
        click GaiRiskCategoryEnum href "../GaiRiskCategoryEnum/"



      GaiRisk : id

      GaiRisk : lifecycle_stage





        GaiRisk --> "*" AiLifecycleStageEnum : lifecycle_stage
        click AiLifecycleStageEnum href "../AiLifecycleStageEnum/"



      GaiRisk : name

      GaiRisk : risk_categorization





        GaiRisk --> "0..1" GaiRiskCategorizationEnum : risk_categorization
        click GaiRiskCategorizationEnum href "../GaiRiskCategorizationEnum/"



      GaiRisk : risk_scope





        GaiRisk --> "*" GaiRiskScopeEnum : risk_scope
        click GaiRiskScopeEnum href "../GaiRiskScopeEnum/"



      GaiRisk : risk_sources





        GaiRisk --> "*" GaiRiskSourceEnum : risk_sources
        click GaiRiskSourceEnum href "../GaiRiskSourceEnum/"



      GaiRisk : see_also

      GaiRisk : time_scale





        GaiRisk --> "*" GaiRiskTimeScaleEnum : time_scale
        click GaiRiskTimeScaleEnum href "../GaiRiskTimeScaleEnum/"



      GaiRisk : title

      GaiRisk : trustworthiness_characteristic





        GaiRisk --> "*" TrustworthinessCharacteristicEnum : trustworthiness_characteristic
        click TrustworthinessCharacteristicEnum href "../TrustworthinessCharacteristicEnum/"

Inheritance

Slots

Name Cardinality and Range Description Inheritance
gai_risk_kind 0..1
GaiRiskCategoryEnum		 The GAI risk category this element represents direct
risk_categorization 0..1
GaiRiskCategorizationEnum		 Higher-level categorisation - technical/model, misuse, or direct
risk_scope *
GaiRiskScopeEnum		 Scope levels at which the risk may manifest direct
risk_sources *
GaiRiskSourceEnum		 Sources from which the risk may emerge direct
time_scale *
GaiRiskTimeScaleEnum		 Time scales over which the risk may materialise direct
lifecycle_stage *
AiLifecycleStageEnum		 The AI lifecycle stage(s) the element applies to direct
trustworthiness_characteristic *
TrustworthinessCharacteristicEnum		 Trustworthiness characteristic(s) the element pertains to direct
addressed_by_actions *
SuggestedAction		 Suggested actions that address this risk (back-reference) direct
id 1
Uriorcurie		 A unique identifier for an element NamedThing
name 0..1
String		 A short human-readable name NamedThing
title 0..1
String		 A human-readable title NamedThing
description 0..1
String		 A human-readable description NamedThing
see_also *
Uriorcurie		 Related references NamedThing

Usages

used by used in type used
GaiProfile gai_risk_catalog range GaiRisk

In Subsets

Identifier and Mapping Information

Schema Source

Mappings

Mapping Type Mapped Value
self nist_ai_rmf:GaiRisk
native nist_ai_rmf:GaiRisk
broad iso27001:Risk
related iso29100:PrivacyRisk
close nist_ai_rmf:AiSpecificRisk

LinkML Source

Direct

name: GaiRisk
description: 'A risk that is novel to or exacerbated by Generative AI.

  Each instance corresponds to one of the 12 risk categories

  enumerated in NIST AI 600-1 Section 2.'
in_subset:
- gai_core
from_schema: https://w3id.org/lmodel/nist-ai-rmf
close_mappings:
- nist_ai_rmf:AiSpecificRisk
related_mappings:
- iso29100:PrivacyRisk
broad_mappings:
- iso27001:Risk
is_a: AiSpecificRisk
slots:
- gai_risk_kind
- risk_categorization
- risk_scope
- risk_sources
- time_scale
- lifecycle_stage
- trustworthiness_characteristic
attributes:
  addressed_by_actions:
    name: addressed_by_actions
    description: Suggested actions that address this risk (back-reference).
    from_schema: https://w3id.org/lmodel/nist-ai-rmf-gai
    rank: 1000
    domain_of:
    - GaiRisk
    range: SuggestedAction
    multivalued: true

Induced

name: GaiRisk
description: 'A risk that is novel to or exacerbated by Generative AI.

  Each instance corresponds to one of the 12 risk categories

  enumerated in NIST AI 600-1 Section 2.'
in_subset:
- gai_core
from_schema: https://w3id.org/lmodel/nist-ai-rmf
close_mappings:
- nist_ai_rmf:AiSpecificRisk
related_mappings:
- iso29100:PrivacyRisk
broad_mappings:
- iso27001:Risk
is_a: AiSpecificRisk
attributes:
  addressed_by_actions:
    name: addressed_by_actions
    description: Suggested actions that address this risk (back-reference).
    from_schema: https://w3id.org/lmodel/nist-ai-rmf-gai
    rank: 1000
    owner: GaiRisk
    domain_of:
    - GaiRisk
    range: SuggestedAction
    multivalued: true
  gai_risk_kind:
    name: gai_risk_kind
    description: The GAI risk category this element represents.
    in_subset:
    - gai_core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    owner: GaiRisk
    domain_of:
    - GaiRisk
    range: GaiRiskCategoryEnum
  risk_categorization:
    name: risk_categorization
    description: 'Higher-level categorisation - technical/model, misuse, or

      ecosystem/societal.'
    in_subset:
    - gai_core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    owner: GaiRisk
    domain_of:
    - GaiRisk
    range: GaiRiskCategorizationEnum
  risk_scope:
    name: risk_scope
    description: Scope levels at which the risk may manifest.
    in_subset:
    - gai_core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    owner: GaiRisk
    domain_of:
    - GaiRisk
    range: GaiRiskScopeEnum
    multivalued: true
  risk_sources:
    name: risk_sources
    description: Sources from which the risk may emerge.
    in_subset:
    - gai_core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    owner: GaiRisk
    domain_of:
    - GaiRisk
    range: GaiRiskSourceEnum
    multivalued: true
  time_scale:
    name: time_scale
    description: Time scales over which the risk may materialise.
    in_subset:
    - gai_core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    owner: GaiRisk
    domain_of:
    - GaiRisk
    range: GaiRiskTimeScaleEnum
    multivalued: true
  lifecycle_stage:
    name: lifecycle_stage
    description: The AI lifecycle stage(s) the element applies to.
    in_subset:
    - lifecycle
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    owner: GaiRisk
    domain_of:
    - AiSystem
    - AiActor
    - AiActorTask
    - Risk
    - Subcategory
    - GaiRisk
    range: AiLifecycleStageEnum
    multivalued: true
  trustworthiness_characteristic:
    name: trustworthiness_characteristic
    description: Trustworthiness characteristic(s) the element pertains to.
    in_subset:
    - trustworthiness
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    owner: GaiRisk
    domain_of:
    - Risk
    - Subcategory
    - GaiRisk
    range: TrustworthinessCharacteristicEnum
    multivalued: true
  id:
    name: id
    description: A unique identifier for an element.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: schema:identifier
    identifier: true
    owner: GaiRisk
    domain_of:
    - NamedThing
    range: uriorcurie
    required: true
  name:
    name: name
    description: A short human-readable name.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: rdfs:label
    owner: GaiRisk
    domain_of:
    - NamedThing
    range: string
  title:
    name: title
    description: A human-readable title.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: dcterms:title
    owner: GaiRisk
    domain_of:
    - NamedThing
    - PlaybookEntry
    range: string
  description:
    name: description
    description: A human-readable description.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: dcterms:description
    owner: GaiRisk
    domain_of:
    - NamedThing
    - PlaybookEntry
    range: string
  see_also:
    name: see_also
    description: Related references.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: rdfs:seeAlso
    owner: GaiRisk
    domain_of:
    - NamedThing
    range: uriorcurie
    multivalued: true