Class: DatasetBias

Documents known biases present in the dataset. Biases are systematic errors or prejudices that may affect the representativeness or fairness of the data. Distinct from anomalies (data quality issues) and limitations (scope constraints).

__

URI: data_sheets_schema:DatasetBias

classDiagram class DatasetBias click DatasetBias href "../DatasetBias/" DatasetProperty <|-- DatasetBias click DatasetProperty href "../DatasetProperty/" DatasetBias : affected_subsets DatasetBias : bias_description DatasetBias : bias_type DatasetBias --> "0..1" BiasTypeEnum : bias_type click BiasTypeEnum href "../BiasTypeEnum/" DatasetBias : description DatasetBias : id DatasetBias : mitigation_strategy DatasetBias : name DatasetBias : used_software DatasetBias --> "*" Software : used_software click Software href "../Software/"

Inheritance

DatasetProperty
- DatasetBias

Slots

Name	Cardinality and Range	Description	Inheritance
bias_type	0..1 BiasTypeEnum	The type of bias identified, using standardized categories from the Artificia...	direct
bias_description	0..1 String	Detailed description of how this bias manifests in the dataset, including aff...	direct
mitigation_strategy	0..1 String	Steps taken or recommended to mitigate this bias	direct
affected_subsets	* String	Specific subsets or features of the dataset affected by this bias	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_biases	range	DatasetBias
DataSubset	known_biases	range	DatasetBias

Identifier and Mapping Information

Schema Source

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

Mappings

Mapping Type	Mapped Value
self	data_sheets_schema:DatasetBias
native	data_sheets_schema:DatasetBias
exact	rai:dataBiases

LinkML Source

Direct

name: DatasetBias
description: 'Documents known biases present in the dataset. Biases are systematic
  errors or prejudices that may affect the representativeness or fairness of the data.
  Distinct from anomalies (data quality issues) and limitations (scope constraints).

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:dataBiases
is_a: DatasetProperty
attributes:
  bias_type:
    name: bias_type
    description: 'The type of bias identified, using standardized categories from
      the Artificial Intelligence Ontology (AIO).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - DatasetBias
    range: BiasTypeEnum
  bias_description:
    name: bias_description
    description: 'Detailed description of how this bias manifests in the dataset,
      including affected populations, features, or outcomes.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    slot_uri: dcterms:description
    domain_of:
    - DatasetBias
    range: string
  mitigation_strategy:
    name: mitigation_strategy
    description: 'Steps taken or recommended to mitigate this bias.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    domain_of:
    - DatasetBias
    range: string
  affected_subsets:
    name: affected_subsets
    description: 'Specific subsets or features of the dataset affected by this bias.

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

Induced

name: DatasetBias
description: 'Documents known biases present in the dataset. Biases are systematic
  errors or prejudices that may affect the representativeness or fairness of the data.
  Distinct from anomalies (data quality issues) and limitations (scope constraints).

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:dataBiases
is_a: DatasetProperty
attributes:
  bias_type:
    name: bias_type
    description: 'The type of bias identified, using standardized categories from
      the Artificial Intelligence Ontology (AIO).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: bias_type
    owner: DatasetBias
    domain_of:
    - DatasetBias
    range: BiasTypeEnum
  bias_description:
    name: bias_description
    description: 'Detailed description of how this bias manifests in the dataset,
      including affected populations, features, or outcomes.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    slot_uri: dcterms:description
    alias: bias_description
    owner: DatasetBias
    domain_of:
    - DatasetBias
    range: string
  mitigation_strategy:
    name: mitigation_strategy
    description: 'Steps taken or recommended to mitigate this bias.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: mitigation_strategy
    owner: DatasetBias
    domain_of:
    - DatasetBias
    range: string
  affected_subsets:
    name: affected_subsets
    description: 'Specific subsets or features of the dataset affected by this bias.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/composition
    rank: 1000
    alias: affected_subsets
    owner: DatasetBias
    domain_of:
    - DatasetBias
    range: string
    multivalued: true
  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: DatasetBias
    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: DatasetBias
    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: DatasetBias
    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: DatasetBias
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
    inlined: true
    inlined_as_list: true