Class: Risk

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

URI: airo:Risk

Inheritance

• Entity
  • Risk [ RiskConcept]

Slots

Name	Cardinality and Range	Description	Inheritance
hasRelatedAction	* Action	A relationship where an entity relates to an action	direct
isDefinedByTaxonomy	0..1 RiskTaxonomy	A relationship where a risk or a risk group is defined by a risk taxonomy	direct
isPartOf	0..1 RiskGroup	A relationship where a risk is part of a risk group	direct
closeMatch	* Any or  Risk or  RiskGroup	The property is used to link two concepts that are sufficiently similar that ...	direct
exactMatch	* Any or  Risk or  RiskGroup	The property is used to link two concepts, indicating a high degree of confid...	direct
broadMatch	* Any or  Risk or  RiskGroup	The property is used to state a hierarchical mapping link between two concept...	direct
narrowMatch	* Any or  Risk or  RiskGroup	The property is used to state a hierarchical mapping link between two concept...	direct
relatedMatch	* Any or  Risk or  RiskGroup	The property skos:relatedMatch is used to state an associative mapping link b...	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
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	0..1 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
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

Usages

used by	used in	type	used
Container	risks	range	Risk
RiskGroup	closeMatch	any_of[range]	Risk
RiskGroup	exactMatch	any_of[range]	Risk
RiskGroup	broadMatch	any_of[range]	Risk
RiskGroup	narrowMatch	any_of[range]	Risk
RiskGroup	relatedMatch	any_of[range]	Risk
RiskGroup	hasPart	range	Risk
Risk	closeMatch	any_of[range]	Risk
Risk	exactMatch	any_of[range]	Risk
Risk	broadMatch	any_of[range]	Risk
Risk	narrowMatch	any_of[range]	Risk
Risk	relatedMatch	any_of[range]	Risk
Action	hasRelatedRisk	range	Risk
RiskIncident	refersToRisk	range	Risk
AiEval	hasRelatedRisk	range	Risk
Question	hasRelatedRisk	range	Risk
Questionnaire	hasRelatedRisk	range	Risk

Identifier and Mapping Information

Schema Source

• from schema: https://ibm.github.io/risk-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/risk-atlas-nexus/ontology/ai-risk-ontology
is_a: Entity
mixins:
- RiskConcept
slots:
- hasRelatedAction
- isDefinedByTaxonomy
- isPartOf
- closeMatch
- exactMatch
- broadMatch
- narrowMatch
- relatedMatch
- 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/risk-atlas-nexus/ontology/ai_risk
    rank: 1000
    domain_of:
    - Risk
  type:
    name: type
    description: Annotation whether an AI risk occurs at input or output or is non-technical.
    from_schema: https://ibm.github.io/risk-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/risk-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/risk-atlas-nexus/ontology/ai_risk
    rank: 1000
    domain_of:
    - Risk
  concern:
    name: concern
    description: Some explanation about the concern related to an AI risk
    from_schema: https://ibm.github.io/risk-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/risk-atlas-nexus/ontology/ai-risk-ontology
is_a: Entity
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/risk-atlas-nexus/ontology/ai_risk
    rank: 1000
    alias: tag
    owner: Risk
    domain_of:
    - Risk
    range: string
  type:
    name: type
    description: Annotation whether an AI risk occurs at input or output or is non-technical.
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai_risk
    rank: 1000
    alias: 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/risk-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/risk-atlas-nexus/ontology/ai_risk
    rank: 1000
    alias: descriptor
    owner: Risk
    domain_of:
    - Risk
    range: string
  concern:
    name: concern
    description: Some explanation about the concern related to an AI risk
    from_schema: https://ibm.github.io/risk-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/risk-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 risk or a risk group is defined by a risk
      taxonomy
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:isPartOf
    alias: isDefinedByTaxonomy
    owner: Risk
    domain_of:
    - RiskGroup
    - Risk
    - RiskControl
    - Action
    - RiskIncident
    range: RiskTaxonomy
  isPartOf:
    name: isPartOf
    description: A relationship where a risk is part of a risk group
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:isPartOf
    alias: isPartOf
    owner: Risk
    domain_of:
    - Risk
    - LargeLanguageModel
    range: RiskGroup
  closeMatch:
    name: closeMatch
    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/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:closeMatch
    alias: closeMatch
    owner: Risk
    domain_of:
    - RiskGroup
    - Risk
    range: Any
    multivalued: true
    inlined: false
    any_of:
    - range: Risk
    - range: RiskGroup
  exactMatch:
    name: exactMatch
    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/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:exactMatch
    alias: exactMatch
    owner: Risk
    domain_of:
    - RiskGroup
    - Risk
    range: Any
    multivalued: true
    inlined: false
    any_of:
    - range: Risk
    - range: RiskGroup
  broadMatch:
    name: broadMatch
    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/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:broadMatch
    alias: broadMatch
    owner: Risk
    domain_of:
    - RiskGroup
    - Risk
    range: Any
    multivalued: true
    inlined: false
    any_of:
    - range: Risk
    - range: RiskGroup
  narrowMatch:
    name: narrowMatch
    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/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:narrowMatch
    alias: narrowMatch
    owner: Risk
    domain_of:
    - RiskGroup
    - Risk
    range: Any
    multivalued: true
    inlined: false
    any_of:
    - range: Risk
    - range: RiskGroup
  relatedMatch:
    name: relatedMatch
    description: The property skos:relatedMatch is used to state an associative mapping
      link between two concepts.
    from_schema: https://ibm.github.io/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: skos:relatedMatch
    alias: relatedMatch
    owner: Risk
    domain_of:
    - RiskGroup
    - Risk
    range: Any
    multivalued: true
    inlined: false
    any_of:
    - range: Risk
    - 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/risk-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/risk-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
  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/risk-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/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:name
    alias: name
    owner: Risk
    domain_of:
    - Entity
    range: string
  description:
    name: description
    description: The description of an entity
    from_schema: https://ibm.github.io/risk-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/risk-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/risk-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/risk-atlas-nexus/ontology/ai-risk-ontology
    rank: 1000
    slot_uri: schema:dateModified
    alias: dateModified
    owner: Risk
    domain_of:
    - Entity
    range: date
    required: false
class_uri: airo:Risk