Class: DatasetLimitation

Documents known limitations of the dataset that may affect its use or interpretation. Distinct from biases (systematic errors) and anomalies (data quality issues).

__

URI: data_sheets_schema:DatasetLimitation

classDiagram class DatasetLimitation click DatasetLimitation href "../DatasetLimitation/" DatasetProperty <|-- DatasetLimitation click DatasetProperty href "../DatasetProperty/" DatasetLimitation : description DatasetLimitation : id DatasetLimitation : limitation_description DatasetLimitation : limitation_type DatasetLimitation --> "0..1" LimitationTypeEnum : limitation_type click LimitationTypeEnum href "../LimitationTypeEnum/" DatasetLimitation : name DatasetLimitation : recommended_mitigation DatasetLimitation : scope_impact DatasetLimitation : used_software DatasetLimitation --> "*" Software : used_software click Software href "../Software/"

Inheritance

DatasetProperty
- DatasetLimitation

Slots

Name	Cardinality and Range	Description	Inheritance
limitation_type	0..1 LimitationTypeEnum	Category of limitation (e	direct
limitation_description	0..1 String	Detailed description of the limitation and its implications	direct
scope_impact	0..1 String	How this limitation affects the scope or applicability of the dataset	direct
recommended_mitigation	0..1 String	Recommended approaches for users to address this limitation	direct
id	0..1 Uriorcurie	An optional identifier for this property	DatasetProperty
name	0..1 String	A human-readable name for this property	DatasetProperty
description	0..1 String	A human-readable description for this property	DatasetProperty
used_software	* Software	What software was used as part of this dataset property?	DatasetProperty

Usages

used by	used in	type	used
Dataset	known_limitations	range	DatasetLimitation
DataSubset	known_limitations	range	DatasetLimitation

Identifier and Mapping Information

Schema Source

from schema: https://w3id.org/bridge2ai/data-sheets-schema

Mappings

Mapping Type	Mapped Value
self	data_sheets_schema:DatasetLimitation
native	data_sheets_schema:DatasetLimitation
exact	rai:dataLimitations

LinkML Source

Direct

name: DatasetLimitation
description: 'Documents known limitations of the dataset that may affect its use or
  interpretation. Distinct from biases (systematic errors) and anomalies (data quality
  issues).

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:dataLimitations
is_a: DatasetProperty
attributes:
  limitation_type:
    name: limitation_type
    description: 'Category of limitation (e.g., scope, coverage, temporal, methodological).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - DatasetLimitation
    range: LimitationTypeEnum
  limitation_description:
    name: limitation_description
    description: 'Detailed description of the limitation and its implications.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    slot_uri: dcterms:description
    domain_of:
    - DatasetLimitation
    range: string
  scope_impact:
    name: scope_impact
    description: 'How this limitation affects the scope or applicability of the dataset.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - DatasetLimitation
    range: string
  recommended_mitigation:
    name: recommended_mitigation
    description: 'Recommended approaches for users to address this limitation.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - DatasetLimitation
    range: string

Induced

name: DatasetLimitation
description: 'Documents known limitations of the dataset that may affect its use or
  interpretation. Distinct from biases (systematic errors) and anomalies (data quality
  issues).

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:dataLimitations
is_a: DatasetProperty
attributes:
  limitation_type:
    name: limitation_type
    description: 'Category of limitation (e.g., scope, coverage, temporal, methodological).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: limitation_type
    owner: DatasetLimitation
    domain_of:
    - DatasetLimitation
    range: LimitationTypeEnum
  limitation_description:
    name: limitation_description
    description: 'Detailed description of the limitation and its implications.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    slot_uri: dcterms:description
    alias: limitation_description
    owner: DatasetLimitation
    domain_of:
    - DatasetLimitation
    range: string
  scope_impact:
    name: scope_impact
    description: 'How this limitation affects the scope or applicability of the dataset.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: scope_impact
    owner: DatasetLimitation
    domain_of:
    - DatasetLimitation
    range: string
  recommended_mitigation:
    name: recommended_mitigation
    description: 'Recommended approaches for users to address this limitation.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: recommended_mitigation
    owner: DatasetLimitation
    domain_of:
    - DatasetLimitation
    range: string
  id:
    name: id
    description: An optional identifier for this property.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:identifier
    alias: id
    owner: DatasetLimitation
    domain_of:
    - NamedThing
    - DatasetProperty
    range: uriorcurie
  name:
    name: name
    description: A human-readable name for this property.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:name
    alias: name
    owner: DatasetLimitation
    domain_of:
    - NamedThing
    - DatasetProperty
    range: string
  description:
    name: description
    description: A human-readable description for this property.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:description
    alias: description
    owner: DatasetLimitation
    domain_of:
    - NamedThing
    - DatasetProperty
    - DatasetRelationship
    range: string
  used_software:
    name: used_software
    description: What software was used as part of this dataset property?
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    rank: 1000
    alias: used_software
    owner: DatasetLimitation
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
    inlined: true
    inlined_as_list: true