Class: ImputationProtocol

Description of data imputation methodology, including techniques used to handle missing values and rationale for chosen approaches.

__

URI: data_sheets_schema:ImputationProtocol

classDiagram class ImputationProtocol click ImputationProtocol href "../ImputationProtocol/" DatasetProperty <|-- ImputationProtocol click DatasetProperty href "../DatasetProperty/" ImputationProtocol : description ImputationProtocol : id ImputationProtocol : imputation_method ImputationProtocol : imputation_rationale ImputationProtocol : imputation_validation ImputationProtocol : imputed_fields ImputationProtocol : name ImputationProtocol : used_software ImputationProtocol --> "*" Software : used_software click Software href "../Software/"

Inheritance

DatasetProperty
- ImputationProtocol

Slots

Name	Cardinality and Range	Description	Inheritance
imputation_method	* String	Specific imputation technique used (mean, median, mode, forward fill, backwar...	direct
imputed_fields	* String	Fields or columns where imputation was applied	direct
imputation_rationale	0..1 String	Justification for the imputation approach chosen, including assumptions made ...	direct
imputation_validation	* String	Methods used to validate imputation quality (if any)	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	imputation_protocols	range	ImputationProtocol
DataSubset	imputation_protocols	range	ImputationProtocol

Identifier and Mapping Information

Schema Source

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

Mappings

Mapping Type	Mapped Value
self	data_sheets_schema:ImputationProtocol
native	data_sheets_schema:ImputationProtocol
exact	rai:dataImputationProtocol

LinkML Source

Direct

name: ImputationProtocol
description: 'Description of data imputation methodology, including techniques used
  to handle missing values and rationale for chosen approaches.

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:dataImputationProtocol
is_a: DatasetProperty
attributes:
  imputation_method:
    name: imputation_method
    description: 'Specific imputation technique used (mean, median, mode, forward
      fill, backward fill, interpolation, model-based imputation, etc.).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    domain_of:
    - ImputationProtocol
    range: string
    multivalued: true
  imputed_fields:
    name: imputed_fields
    description: 'Fields or columns where imputation was applied.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    domain_of:
    - ImputationProtocol
    range: string
    multivalued: true
  imputation_rationale:
    name: imputation_rationale
    description: 'Justification for the imputation approach chosen, including assumptions
      made about missing data mechanisms.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    domain_of:
    - ImputationProtocol
    range: string
  imputation_validation:
    name: imputation_validation
    description: 'Methods used to validate imputation quality (if any).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    domain_of:
    - ImputationProtocol
    range: string
    multivalued: true

Induced

name: ImputationProtocol
description: 'Description of data imputation methodology, including techniques used
  to handle missing values and rationale for chosen approaches.

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:dataImputationProtocol
is_a: DatasetProperty
attributes:
  imputation_method:
    name: imputation_method
    description: 'Specific imputation technique used (mean, median, mode, forward
      fill, backward fill, interpolation, model-based imputation, etc.).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    alias: imputation_method
    owner: ImputationProtocol
    domain_of:
    - ImputationProtocol
    range: string
    multivalued: true
  imputed_fields:
    name: imputed_fields
    description: 'Fields or columns where imputation was applied.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    alias: imputed_fields
    owner: ImputationProtocol
    domain_of:
    - ImputationProtocol
    range: string
    multivalued: true
  imputation_rationale:
    name: imputation_rationale
    description: 'Justification for the imputation approach chosen, including assumptions
      made about missing data mechanisms.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    alias: imputation_rationale
    owner: ImputationProtocol
    domain_of:
    - ImputationProtocol
    range: string
  imputation_validation:
    name: imputation_validation
    description: 'Methods used to validate imputation quality (if any).

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    alias: imputation_validation
    owner: ImputationProtocol
    domain_of:
    - ImputationProtocol
    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: ImputationProtocol
    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: ImputationProtocol
    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: ImputationProtocol
    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: ImputationProtocol
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
    inlined: true
    inlined_as_list: true