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Class: LabelingStrategy

Was any labeling of the data done (e.g., part-of-speech tagging)? This class documents the annotation process and quality metrics.

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URI: data_sheets_schema:LabelingStrategy

classDiagram class LabelingStrategy click LabelingStrategy href "../LabelingStrategy/" DatasetProperty <|-- LabelingStrategy click DatasetProperty href "../DatasetProperty/" LabelingStrategy : annotation_platform LabelingStrategy : annotations_per_item LabelingStrategy : annotator_demographics LabelingStrategy : description LabelingStrategy : id LabelingStrategy : inter_annotator_agreement LabelingStrategy : name LabelingStrategy : used_software LabelingStrategy --> "*" Software : used_software click Software href "../Software/"

Inheritance

Slots

Name Cardinality and Range Description Inheritance
description *
String		 Explanation of any labeling steps performed direct
annotation_platform 0..1
String		 Platform or tool used for annotation (e direct
annotations_per_item 0..1
Integer		 Number of annotations collected per data item direct
inter_annotator_agreement 0..1
String		 Measure of agreement between annotators (e direct
annotator_demographics *
String		 Demographic information about annotators, if available and relevant (e direct
used_software *
Software		 What software was used as part of this dataset property? DatasetProperty
id 1
Uriorcurie		 A unique identifier for a thing NamedThing
name 0..1
String		 A human-readable name for a thing NamedThing

Usages

used by used in type used
Dataset labeling_strategies range LabelingStrategy
DataSubset labeling_strategies range LabelingStrategy

Identifier and Mapping Information

Schema Source

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

Mappings

Mapping Type Mapped Value
self data_sheets_schema:LabelingStrategy
native data_sheets_schema:LabelingStrategy

LinkML Source

Direct

name: LabelingStrategy
description: 'Was any labeling of the data done (e.g., part-of-speech tagging)? This
  class documents the annotation process and quality metrics.

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  description:
    name: description
    description: Explanation of any labeling steps performed.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    slot_uri: dcterms:description
    domain_of:
    - NamedThing
    - Relationships
    - Splits
    - DataAnomaly
    - Confidentiality
    - Deidentification
    - SensitiveElement
    - InstanceAcquisition
    - CollectionMechanism
    - DataCollector
    - CollectionTimeframe
    - DirectCollection
    - PreprocessingStrategy
    - CleaningStrategy
    - LabelingStrategy
    - RawData
    - ExistingUse
    - UseRepository
    - OtherTask
    - FutureUseImpact
    - DiscouragedUse
    - ThirdPartySharing
    - DistributionFormat
    - DistributionDate
    - Maintainer
    - Erratum
    - UpdatePlan
    - RetentionLimits
    - VersionAccess
    - ExtensionMechanism
    - EthicalReview
    - DataProtectionImpact
    - CollectionNotification
    - CollectionConsent
    - ConsentRevocation
    - LicenseAndUseTerms
    - IPRestrictions
    - ExportControlRegulatoryRestrictions
    range: string
    multivalued: true
  annotation_platform:
    name: annotation_platform
    description: Platform or tool used for annotation (e.g., Label Studio, Prodigy,
      Amazon Mechanical Turk, custom annotation tool).
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    slot_uri: schema:instrument
    domain_of:
    - LabelingStrategy
    range: string
  annotations_per_item:
    name: annotations_per_item
    description: Number of annotations collected per data item. Multiple annotations
      per item enable calculation of inter-annotator agreement.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    domain_of:
    - LabelingStrategy
    range: integer
  inter_annotator_agreement:
    name: inter_annotator_agreement
    description: Measure of agreement between annotators (e.g., Cohen's kappa, Fleiss'
      kappa, Krippendorff's alpha, percent agreement). Include both the metric name
      and value.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    slot_uri: schema:measurementMethod
    domain_of:
    - LabelingStrategy
    range: string
  annotator_demographics:
    name: annotator_demographics
    description: Demographic information about annotators, if available and relevant
      (e.g., geographic location, language background, expertise level).
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    domain_of:
    - LabelingStrategy
    range: string
    multivalued: true

Induced

name: LabelingStrategy
description: 'Was any labeling of the data done (e.g., part-of-speech tagging)? This
  class documents the annotation process and quality metrics.

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
is_a: DatasetProperty
attributes:
  description:
    name: description
    description: Explanation of any labeling steps performed.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    slot_uri: dcterms:description
    alias: description
    owner: LabelingStrategy
    domain_of:
    - NamedThing
    - Relationships
    - Splits
    - DataAnomaly
    - Confidentiality
    - Deidentification
    - SensitiveElement
    - InstanceAcquisition
    - CollectionMechanism
    - DataCollector
    - CollectionTimeframe
    - DirectCollection
    - PreprocessingStrategy
    - CleaningStrategy
    - LabelingStrategy
    - RawData
    - ExistingUse
    - UseRepository
    - OtherTask
    - FutureUseImpact
    - DiscouragedUse
    - ThirdPartySharing
    - DistributionFormat
    - DistributionDate
    - Maintainer
    - Erratum
    - UpdatePlan
    - RetentionLimits
    - VersionAccess
    - ExtensionMechanism
    - EthicalReview
    - DataProtectionImpact
    - CollectionNotification
    - CollectionConsent
    - ConsentRevocation
    - LicenseAndUseTerms
    - IPRestrictions
    - ExportControlRegulatoryRestrictions
    range: string
    multivalued: true
  annotation_platform:
    name: annotation_platform
    description: Platform or tool used for annotation (e.g., Label Studio, Prodigy,
      Amazon Mechanical Turk, custom annotation tool).
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    slot_uri: schema:instrument
    alias: annotation_platform
    owner: LabelingStrategy
    domain_of:
    - LabelingStrategy
    range: string
  annotations_per_item:
    name: annotations_per_item
    description: Number of annotations collected per data item. Multiple annotations
      per item enable calculation of inter-annotator agreement.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    alias: annotations_per_item
    owner: LabelingStrategy
    domain_of:
    - LabelingStrategy
    range: integer
  inter_annotator_agreement:
    name: inter_annotator_agreement
    description: Measure of agreement between annotators (e.g., Cohen's kappa, Fleiss'
      kappa, Krippendorff's alpha, percent agreement). Include both the metric name
      and value.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    slot_uri: schema:measurementMethod
    alias: inter_annotator_agreement
    owner: LabelingStrategy
    domain_of:
    - LabelingStrategy
    range: string
  annotator_demographics:
    name: annotator_demographics
    description: Demographic information about annotators, if available and relevant
      (e.g., geographic location, language background, expertise level).
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    alias: annotator_demographics
    owner: LabelingStrategy
    domain_of:
    - LabelingStrategy
    range: string
    multivalued: true
  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: LabelingStrategy
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
  id:
    name: id
    description: A unique identifier for a thing.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    rank: 1000
    slot_uri: schema:identifier
    identifier: true
    alias: id
    owner: LabelingStrategy
    domain_of:
    - NamedThing
    range: uriorcurie
    required: true
  name:
    name: name
    description: A human-readable name for a thing.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    rank: 1000
    slot_uri: schema:name
    alias: name
    owner: LabelingStrategy
    domain_of:
    - NamedThing
    range: string