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Class: Risk

The state of uncertainty associated with an AI system, that has the potential to cause harms

URI: airo:Risk

 classDiagram
    class Risk
    click Risk href "../Risk/"
      RiskConcept <|-- Risk
        click RiskConcept href "../RiskConcept/"
      Entry <|-- Risk
        click Entry href "../Entry/"

      Risk : broad_mappings





        Risk --> "*" Any : broad_mappings
        click Any href "../Any/"



      Risk : close_mappings





        Risk --> "*" Any : close_mappings
        click Any href "../Any/"



      Risk : concern

      Risk : dateCreated

      Risk : dateModified

      Risk : description

      Risk : descriptor

      Risk : detectsRiskConcept





        Risk --> "*" RiskConcept : detectsRiskConcept
        click RiskConcept href "../RiskConcept/"



      Risk : exact_mappings





        Risk --> "*" Any : exact_mappings
        click Any href "../Any/"



      Risk : hasDocumentation





        Risk --> "*" Documentation : hasDocumentation
        click Documentation href "../Documentation/"



      Risk : hasRelatedAction





        Risk --> "*" Action : hasRelatedAction
        click Action href "../Action/"



      Risk : id

      Risk : implementedByAdapter





        Risk --> "*" Adapter : implementedByAdapter
        click Adapter href "../Adapter/"



      Risk : isDefinedByTaxonomy





        Risk --> "0..1" Taxonomy : isDefinedByTaxonomy
        click Taxonomy href "../Taxonomy/"



      Risk : isDefinedByVocabulary





        Risk --> "0..1" Vocabulary : isDefinedByVocabulary
        click Vocabulary href "../Vocabulary/"



      Risk : isDetectedBy





        Risk --> "*" RiskControl : isDetectedBy
        click RiskControl href "../RiskControl/"



      Risk : isPartOf





        Risk --> "0..1" RiskGroup : isPartOf
        click RiskGroup href "../RiskGroup/"



      Risk : name

      Risk : narrow_mappings





        Risk --> "*" Any : narrow_mappings
        click Any href "../Any/"



      Risk : phase

      Risk : related_mappings





        Risk --> "*" Any : related_mappings
        click Any href "../Any/"



      Risk : requiredByTask





        Risk --> "*" AiTask : requiredByTask
        click AiTask href "../AiTask/"



      Risk : requiresCapability





        Risk --> "*" Capability : requiresCapability
        click Capability href "../Capability/"



      Risk : risk_type

      Risk : tag

      Risk : type

      Risk : url

Inheritance

Slots

Name Cardinality and Range Description Inheritance
hasRelatedAction *
Action		 A relationship where an entity relates to an action direct
isDefinedByTaxonomy 0..1
Taxonomy		 A relationship where a concept or a concept group is defined by a taxonomy direct
isPartOf 0..1
RiskGroup		 A relationship where a risk is part of a risk group direct
detectsRiskConcept *
RiskConcept		 The property airo:detectsRiskConcept indicates the control used for detecting... direct
tag 0..1
String		 A shost version of the name direct
risk_type 0..1
String		 Annotation whether an AI risk occurs at input or output or is non-technical direct
phase 0..1
String		 Annotation whether an AI risk shows specifically during the training-tuning o... direct
descriptor *
String		 Annotates whether an AI risk is a traditional risk, specific to or amplified ... direct
concern 0..1
String		 Some explanation about the concern related to an AI risk direct
isDetectedBy *
RiskControl		 A relationship where a risk, risk source, consequence, or impact is detected ... RiskConcept
isDefinedByVocabulary 0..1
Vocabulary		 A relationship where a term or a term group is defined by a vocabulary Entry
hasDocumentation *
Documentation		 Indicates documentation associated with an entity Entry, Concept
requiredByTask *
AiTask		 Indicates that this entry is required to perform a specific AI task Entry
requiresCapability *
Capability		 Indicates that this entry requires a specific capability Entry
implementedByAdapter *
Adapter		 Indicates that this capability is implemented by a specific adapter Entry
type 0..1
String		 Entry, Concept
id 1
String		 A unique identifier to this instance of the model element Entity
name 0..1
String		 A text name of this instance Entity
description 0..1
String		 The description of an entity Entity
url 0..1
Uri		 An optional URL associated with this instance Entity
dateCreated 0..1
Date		 The date on which the entity was created Entity
dateModified 0..1
Date		 The date on which the entity was most recently modified Entity
exact_mappings *
Any		 The property is used to link two concepts, indicating a high degree of confid... Entity
close_mappings *
Any		 The property is used to link two concepts that are sufficiently similar that ... Entity
related_mappings *
Any		 The property skos:relatedMatch is used to state an associative mapping link b... Entity
narrow_mappings *
Any		 The property is used to state a hierarchical mapping link between two concept... Entity
broad_mappings *
Any		 The property is used to state a hierarchical mapping link between two concept... Entity

Usages

used by used in type used
Term hasRelatedRisk range Risk
LLMQuestionPolicy hasRelatedRisk range Risk
RiskGroup hasPart range Risk
Action hasRelatedRisk range Risk
RiskIncident refersToRisk range Risk
AiEval hasRelatedRisk range Risk
BenchmarkMetadataCard hasRelatedRisk range Risk
Question hasRelatedRisk range Risk
Questionnaire hasRelatedRisk range Risk
Adapter hasRelatedRisk range Risk
LLMIntrinsic hasRelatedRisk range Risk

Identifier and Mapping Information

Schema Source

  • from schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology

Mappings

Mapping Type Mapped Value
self airo:Risk
native nexus:Risk

LinkML Source

Direct

name: Risk
description: The state of uncertainty associated with an AI system, that has the potential
  to cause harms
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
is_a: Entry
mixins:
- RiskConcept
slots:
- hasRelatedAction
- isDefinedByTaxonomy
- isPartOf
- detectsRiskConcept
slot_usage:
  isPartOf:
    name: isPartOf
    description: A relationship where a risk is part of a risk group
    range: RiskGroup
attributes:
  tag:
    name: tag
    description: A shost version of the name
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    domain_of:
    - Risk
  risk_type:
    name: risk_type
    description: Annotation whether an AI risk occurs at input or output or is non-technical.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    domain_of:
    - Risk
  phase:
    name: phase
    description: Annotation whether an AI risk shows specifically during the training-tuning
      or inference phase.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    domain_of:
    - Risk
  descriptor:
    name: descriptor
    description: Annotates whether an AI risk is a traditional risk, specific to or
      amplified by AI.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    domain_of:
    - Risk
    multivalued: true
  concern:
    name: concern
    description: Some explanation about the concern related to an AI risk
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    domain_of:
    - Risk
class_uri: airo:Risk

Induced

name: Risk
description: The state of uncertainty associated with an AI system, that has the potential
  to cause harms
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
is_a: Entry
mixins:
- RiskConcept
slot_usage:
  isPartOf:
    name: isPartOf
    description: A relationship where a risk is part of a risk group
    range: RiskGroup
attributes:
  tag:
    name: tag
    description: A shost version of the name
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    alias: tag
    owner: Risk
    domain_of:
    - Risk
    range: string
  risk_type:
    name: risk_type
    description: Annotation whether an AI risk occurs at input or output or is non-technical.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    alias: risk_type
    owner: Risk
    domain_of:
    - Risk
    range: string
  phase:
    name: phase
    description: Annotation whether an AI risk shows specifically during the training-tuning
      or inference phase.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    alias: phase
    owner: Risk
    domain_of:
    - Risk
    range: string
  descriptor:
    name: descriptor
    description: Annotates whether an AI risk is a traditional risk, specific to or
      amplified by AI.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    alias: descriptor
    owner: Risk
    domain_of:
    - Risk
    range: string
    multivalued: true
  concern:
    name: concern
    description: Some explanation about the concern related to an AI risk
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_risk
    rank: 1000
    alias: concern
    owner: Risk
    domain_of:
    - Risk
    range: string
  hasRelatedAction:
    name: hasRelatedAction
    description: A relationship where an entity relates to an action
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    alias: hasRelatedAction
    owner: Risk
    domain_of:
    - Risk
    range: Action
    multivalued: true
    inlined: false
  isDefinedByTaxonomy:
    name: isDefinedByTaxonomy
    description: A relationship where a concept or a concept group is defined by a
      taxonomy
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:isPartOf
    alias: isDefinedByTaxonomy
    owner: Risk
    domain_of:
    - Concept
    - Control
    - Group
    - Entry
    - Policy
    - RiskGroup
    - Risk
    - RiskControl
    - Action
    - RiskIncident
    - CapabilityGroup
    - StakeholderGroup
    - Stakeholder
    range: Taxonomy
  isPartOf:
    name: isPartOf
    description: A relationship where a risk is part of a risk group
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:isPartOf
    alias: isPartOf
    owner: Risk
    domain_of:
    - Entry
    - Risk
    - LargeLanguageModel
    - CapabilityGroup
    - Stakeholder
    range: RiskGroup
  detectsRiskConcept:
    name: detectsRiskConcept
    description: The property airo:detectsRiskConcept indicates the control used for
      detecting risks, risk sources, consequences, and impacts.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    exact_mappings:
    - airo:detectsRiskConcept
    rank: 1000
    domain: RiskControl
    alias: detectsRiskConcept
    owner: Risk
    domain_of:
    - Risk
    - RiskControl
    inverse: isDetectedBy
    range: RiskConcept
    multivalued: true
    inlined: false
  isDetectedBy:
    name: isDetectedBy
    description: A relationship where a risk, risk source, consequence, or impact
      is detected by a risk control.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    domain: RiskConcept
    alias: isDetectedBy
    owner: Risk
    domain_of:
    - RiskConcept
    inverse: detectsRiskConcept
    range: RiskControl
    multivalued: true
    inlined: false
  isDefinedByVocabulary:
    name: isDefinedByVocabulary
    description: A relationship where a term or a term group is defined by a vocabulary
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:isPartOf
    alias: isDefinedByVocabulary
    owner: Risk
    domain_of:
    - Entry
    - Term
    - Adapter
    - LLMIntrinsic
    range: Vocabulary
  hasDocumentation:
    name: hasDocumentation
    description: Indicates documentation associated with an entity.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: airo:hasDocumentation
    alias: hasDocumentation
    owner: Risk
    domain_of:
    - Dataset
    - Vocabulary
    - Taxonomy
    - Concept
    - Group
    - Entry
    - Term
    - Principle
    - RiskTaxonomy
    - Action
    - BaseAi
    - LargeLanguageModelFamily
    - AiEval
    - BenchmarkMetadataCard
    - Adapter
    - LLMIntrinsic
    range: Documentation
    multivalued: true
    inlined: false
  requiredByTask:
    name: requiredByTask
    description: Indicates that this entry is required to perform a specific AI task.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    alias: requiredByTask
    owner: Risk
    domain_of:
    - Entry
    - Capability
    inverse: requiresCapability
    range: AiTask
    multivalued: true
    inlined: false
  requiresCapability:
    name: requiresCapability
    description: Indicates that this entry requires a specific capability
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    domain: Any
    alias: requiresCapability
    owner: Risk
    domain_of:
    - Entry
    - LargeLanguageModel
    - AiTask
    - Adapter
    inverse: requiredByTask
    range: Capability
    multivalued: true
    inlined: false
  implementedByAdapter:
    name: implementedByAdapter
    description: 'Indicates that this capability is implemented by a specific adapter.
      This relationship distinguishes the abstract capability (what can be done) from
      the technical implementation mechanism (how it is added/extended via adapters).

      '
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    domain: Any
    alias: implementedByAdapter
    owner: Risk
    domain_of:
    - Entry
    - Capability
    inverse: implementsCapability
    range: Adapter
    multivalued: true
    inlined: false
  type:
    name: type
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/common
    designates_type: true
    alias: type
    owner: Risk
    domain_of:
    - Vocabulary
    - Taxonomy
    - Concept
    - Control
    - Group
    - Entry
    - Policy
    range: string
  id:
    name: id
    description: A unique identifier to this instance of the model element. Example
      identifiers include UUID, URI, URN, etc.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:identifier
    identifier: true
    alias: id
    owner: Risk
    domain_of:
    - Entity
    range: string
    required: true
  name:
    name: name
    description: A text name of this instance.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:name
    alias: name
    owner: Risk
    domain_of:
    - Entity
    - BenchmarkMetadataCard
    range: string
  description:
    name: description
    description: The description of an entity
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:description
    alias: description
    owner: Risk
    domain_of:
    - Entity
    range: string
  url:
    name: url
    description: An optional URL associated with this instance.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:url
    alias: url
    owner: Risk
    domain_of:
    - Entity
    range: uri
  dateCreated:
    name: dateCreated
    description: The date on which the entity was created.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:dateCreated
    alias: dateCreated
    owner: Risk
    domain_of:
    - Entity
    range: date
    required: false
  dateModified:
    name: dateModified
    description: The date on which the entity was most recently modified.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:dateModified
    alias: dateModified
    owner: Risk
    domain_of:
    - Entity
    range: date
    required: false
  exact_mappings:
    name: exact_mappings
    description: The property is used to link two concepts, indicating a high degree
      of confidence that the concepts can be used interchangeably across a wide range
      of information retrieval applications
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:exactMatch
    alias: exact_mappings
    owner: Risk
    domain_of:
    - Entity
    range: Any
    multivalued: true
    inlined: false
  close_mappings:
    name: close_mappings
    description: The property is used to link two concepts that are sufficiently similar
      that they can be used interchangeably in some information retrieval applications.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:closeMatch
    alias: close_mappings
    owner: Risk
    domain_of:
    - Entity
    range: Any
    multivalued: true
    inlined: false
  related_mappings:
    name: related_mappings
    description: The property skos:relatedMatch is used to state an associative mapping
      link between two concepts.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:relatedMatch
    alias: related_mappings
    owner: Risk
    domain_of:
    - Entity
    range: Any
    multivalued: true
    inlined: false
  narrow_mappings:
    name: narrow_mappings
    description: The property is used to state a hierarchical mapping link between
      two concepts, indicating that the concept linked to, is a narrower concept than
      the originating concept.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:narrowMatch
    alias: narrow_mappings
    owner: Risk
    domain_of:
    - Entity
    range: Any
    multivalued: true
    inlined: false
  broad_mappings:
    name: broad_mappings
    description: The property is used to state a hierarchical mapping link between
      two concepts, indicating that the concept linked to, is a broader concept than
      the originating concept.
    from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:broadMatch
    alias: broad_mappings
    owner: Risk
    domain_of:
    - Entity
    range: Any
    multivalued: true
    inlined: false
class_uri: airo:Risk