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 : isCategorizedAs
Risk --> "*" Any : isCategorizedAs
click Any href "../Any/"
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
- Entity
- Entry
- Risk [ RiskConcept]
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 |
The entry type | 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 |
| isCategorizedAs | * Any |
A relationship where an entity has been deemed to be categorized | 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 |
| AiSystem | hasRelatedRisk | range | Risk |
| AiAgent | hasRelatedRisk | 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
```yaml
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
```yaml
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
- Rule
- RiskControlGroup
- RiskGroup
- Risk
- RiskControl
- Action
- RiskIncident
- Stakeholder
- StakeholderGroup
- CapabilityGroup
- Requirement
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
- Stakeholder
- CapabilityGroup
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
- RiskControlGroupTaxonomy
- 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
description: The entry 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
- Rule
- Permission
- Prohibition
- Obligation
- Recommendation
- Certification
- ControlActivity
- ControlActivityPermission
- ControlActivityProhibition
- ControlActivityObligation
- ControlActivityRecommendation
- Requirement
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
isCategorizedAs:
name: isCategorizedAs
description: A relationship where an entity has been deemed to be categorized
from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology
rank: 1000
slot_uri: nexus:isCategorizedAs
alias: isCategorizedAs
owner: Risk
domain_of:
- Entity
range: Any
multivalued: true
inlined: false
class_uri: airo:Risk
````