71 lines
2.4 KiB
YAML
71 lines
2.4 KiB
YAML
id: https://nde.nl/ontology/hc/class/ConfidenceMethod
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name: confidence_method_class
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title: Confidence Method
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prefixes:
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linkml: https://w3id.org/linkml/
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hc: https://nde.nl/ontology/hc/
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prov: http://www.w3.org/ns/prov#
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schema: http://schema.org/
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imports:
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- linkml:types
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- ../slots/has_description
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- ../slots/identified_by
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- ../slots/has_type
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default_prefix: hc
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classes:
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ConfidenceMethod:
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description: 'A method or algorithm used to calculate confidence scores.
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**USAGE**: Documents how confidence values were computed: - Fuzzy string matching algorithms - ML model predictions
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- Rule-based validation - XPath match verification - Human assessment
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**COMMON METHODS**: | Method | Description | |--------|-------------| | fuzzy_matching | Levenshtein, Jaro-Winkler,
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etc. | | xpath_validation | XPath match confidence | | llm_classification | LLM-based entity classification | | ml_prediction
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| Machine learning model output | | human_assessment | Manual quality assessment | | ensemble | Combined multiple methods
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|'
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class_uri: prov:Plan
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exact_mappings:
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- prov:Plan
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close_mappings:
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- schema:HowTo
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slots:
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- has_type
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- has_description
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- identified_by
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slot_usage:
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has_type:
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# range: string
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required: true
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examples:
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- value: fuzzy_matching
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- value: ml_prediction
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- value: human_assessment
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has_description:
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# range: string
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required: false
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examples:
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- value: Jaro-Winkler similarity with 0.7 threshold
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identified_by:
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# range: string
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required: false
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examples:
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- value: rapidfuzz-2.15.1
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annotations:
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custodian_types: '["*"]'
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custodian_types_rationale: Confidence methods apply universally to data quality assessment.
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custodian_types_primary: '*'
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specificity_score: 0.25
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specificity_rationale: Low specificity - fundamental methodology documentation.
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examples:
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- value:
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has_type: fuzzy_matching
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has_description: Levenshtein distance with ratio normalization
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identified_by: rapidfuzz-levenshtein
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- value:
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has_type: llm_classification
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has_description: GPT-4 based entity type classification
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identified_by: gpt-4-turbo-2024-04-09
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comments:
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- Created from slot_fixes.yaml migration (2026-01-19)
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- Documents confidence calculation methodology
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- Used with ConfidenceScore class
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