Slot: known_biases
Known biases present in the dataset that may affect fairness, representativeness, or model performance. Uses BiasTypeEnum for standardized bias categorization mapped to the AI Ontology (AIO).
URI: data_sheets_schema:known_biases Alias: known_biases
Applicable Classes
| Name | Description | Modifies Slot |
|---|---|---|
| Dataset | A single component of related observations and/or information that can be rea... | no |
| DataSubset | A subset of a dataset, likely containing multiple files of multiple potential... | no |
Properties
-
Range: DatasetBias
-
Multivalued: True
Identifier and Mapping Information
Schema Source
- from schema: https://w3id.org/bridge2ai/data-sheets-schema
Mappings
| Mapping Type | Mapped Value |
|---|---|
| self | data_sheets_schema:known_biases |
| native | data_sheets_schema:known_biases |
LinkML Source
name: known_biases
description: Known biases present in the dataset that may affect fairness, representativeness,
or model performance. Uses BiasTypeEnum for standardized bias categorization mapped
to the AI Ontology (AIO).
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
rank: 1000
alias: known_biases
owner: Dataset
domain_of:
- Dataset
range: DatasetBias
multivalued: true
inlined: true
inlined_as_list: true