Class: MachineAnnotationTools

Automated or machine-learning-based annotation tools used in dataset creation, including NLP pipelines, computer vision models, or other automated labeling systems.

__

URI: data_sheets_schema:MachineAnnotationTools

classDiagram class MachineAnnotationTools click MachineAnnotationTools href "../MachineAnnotationTools/" DatasetProperty <|-- MachineAnnotationTools click DatasetProperty href "../DatasetProperty/" MachineAnnotationTools : description MachineAnnotationTools : id MachineAnnotationTools : name MachineAnnotationTools : notes MachineAnnotationTools : source_caveats MachineAnnotationTools : tool_accuracy MachineAnnotationTools : tool_descriptions MachineAnnotationTools : tools MachineAnnotationTools : used_software MachineAnnotationTools --> "*" Software : used_software click Software href "../Software/"

Inheritance

DatasetProperty
- MachineAnnotationTools

Slots

Name	Cardinality and Range	Description	Inheritance
tools	* String	List of automated annotation tools with their versions	direct
tool_descriptions	0..1 String	Descriptions of what each tool does in the annotation process and what types ...	direct
tool_accuracy	* String	One or more known accuracy or performance metrics for the automated tools (if...	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
notes	0..1 String	Residual content only, after every fitting slot is used (#385): structured sl...	DatasetProperty
source_caveats	0..1 String	Commentary on the evidence behind this object's values — source conflicts, wh...	DatasetProperty
used_software	* Software	What software was used as part of this dataset property?	DatasetProperty

Usages

used by	used in	type	used
Dataset	machine_annotation_tools	range	MachineAnnotationTools
DataSubset	machine_annotation_tools	range	MachineAnnotationTools

Identifier and Mapping Information

Schema Source

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

Mappings

Mapping Type	Mapped Value
self	data_sheets_schema:MachineAnnotationTools
native	data_sheets_schema:MachineAnnotationTools
exact	rai:machineAnnotationTools

LinkML Source

Direct

name: MachineAnnotationTools
description: 'Automated or machine-learning-based annotation tools used in dataset
  creation, including NLP pipelines, computer vision models, or other automated labeling
  systems.

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:machineAnnotationTools
is_a: DatasetProperty
attributes:
  tools:
    name: tools
    description: 'List of automated annotation tools with their versions. Format each
      entry as "ToolName version" (e.g., "spaCy 3.5.0", "NLTK 3.8", "GPT-4 turbo").
      Use "unknown" for version if not available (e.g., "Custom NER Model unknown").

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    broad_mappings:
    - schema:name
    rank: 1000
    slot_uri: d4d:toolNames
    domain_of:
    - MachineAnnotationTools
    range: string
    multivalued: true
  tool_descriptions:
    name: tool_descriptions
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: DeepDR automated grading system (AUC = 0.94)
    description: 'Descriptions of what each tool does in the annotation process and
      what types of annotations it produces. Should correspond to the tools list.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    slot_uri: d4d:toolDescriptions
    domain_of:
    - MachineAnnotationTools
    range: string
  tool_accuracy:
    name: tool_accuracy
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: 'DeepDR AUC: 0.94 on EYEPACS validation set'
    description: 'One or more known accuracy or performance metrics for the automated
      tools (if available). Include metric name and value (e.g., "spaCy F1: 0.95",
      "GPT-4 Accuracy: 92%").

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    slot_uri: d4d:toolAccuracy
    domain_of:
    - MachineAnnotationTools
    range: string
    multivalued: true

Induced

name: MachineAnnotationTools
description: 'Automated or machine-learning-based annotation tools used in dataset
  creation, including NLP pipelines, computer vision models, or other automated labeling
  systems.

  '
from_schema: https://w3id.org/bridge2ai/data-sheets-schema
exact_mappings:
- rai:machineAnnotationTools
is_a: DatasetProperty
attributes:
  tools:
    name: tools
    description: 'List of automated annotation tools with their versions. Format each
      entry as "ToolName version" (e.g., "spaCy 3.5.0", "NLTK 3.8", "GPT-4 turbo").
      Use "unknown" for version if not available (e.g., "Custom NER Model unknown").

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    broad_mappings:
    - schema:name
    rank: 1000
    slot_uri: d4d:toolNames
    alias: tools
    owner: MachineAnnotationTools
    domain_of:
    - MachineAnnotationTools
    range: string
    multivalued: true
  tool_descriptions:
    name: tool_descriptions
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: DeepDR automated grading system (AUC = 0.94)
    description: 'Descriptions of what each tool does in the annotation process and
      what types of annotations it produces. Should correspond to the tools list.

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    slot_uri: d4d:toolDescriptions
    alias: tool_descriptions
    owner: MachineAnnotationTools
    domain_of:
    - MachineAnnotationTools
    range: string
  tool_accuracy:
    name: tool_accuracy
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: 'DeepDR AUC: 0.94 on EYEPACS validation set'
    description: 'One or more known accuracy or performance metrics for the automated
      tools (if available). Include metric name and value (e.g., "spaCy F1: 0.95",
      "GPT-4 Accuracy: 92%").

      '
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/preprocessing-cleaning-labeling
    rank: 1000
    slot_uri: d4d:toolAccuracy
    alias: tool_accuracy
    owner: MachineAnnotationTools
    domain_of:
    - MachineAnnotationTools
    range: string
    multivalued: true
  id:
    name: id
    annotations:
      d4d:docExample:
        tag: d4d:docExample
        value: https://example.org/dataset/property-001
    description: An optional identifier for this property.
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:identifier
    alias: id
    owner: MachineAnnotationTools
    domain_of:
    - NamedThing
    - Organization
    - DatasetProperty
    - Grant
    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: MachineAnnotationTools
    domain_of:
    - NamedThing
    - Organization
    - DatasetProperty
    - Grant
    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: MachineAnnotationTools
    domain_of:
    - NamedThing
    - Organization
    - DatasetProperty
    - Grant
    - DatasetRelationship
    range: string
  notes:
    name: notes
    description: 'Residual content only, after every fitting slot is used (#385):
      structured slots first, description as the default home for narrative, notes
      last — solely for content description cannot hold. Never a restatement of a
      sibling slot''s value, and never a substitute for inventing keys the schema
      does not declare (#380).'
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: schema:comment
    alias: notes
    owner: MachineAnnotationTools
    domain_of:
    - NamedThing
    - Organization
    - DatasetProperty
    - Grant
    range: string
  source_caveats:
    name: source_caveats
    description: 'Commentary on the evidence behind this object''s values — source
      conflicts, what a value was transcribed from, questions the source material
      leaves unanswered (#385). A trust annotation about the sibling slots, not dataset
      content: content belongs in the structured slots, description or notes.'
    from_schema: https://w3id.org/bridge2ai/data-sheets-schema/base
    slot_uri: dcterms:provenance
    alias: source_caveats
    owner: MachineAnnotationTools
    domain_of:
    - NamedThing
    - Organization
    - DatasetProperty
    - Grant
    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
    slot_uri: d4d:usedSoftware
    alias: used_software
    owner: MachineAnnotationTools
    domain_of:
    - DatasetProperty
    range: Software
    multivalued: true
    inlined: true
    inlined_as_list: true