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Medical NLP

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ICD coding
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ICD-9: ICD-9官方网站

MIMIC-III official splits

MIMIC-III Leaderboard

MIMIC-IV official splits

UMLS: Quick Start

  • Metathesaurus: Terms and codes from many vocabularies, including CPT®, ICD-10-CM, LOINC®, MeSH®, RxNorm, and SNOMED CT®
  • Semantic Network: semantic types & their relationships (semantic relations)
  • SPECIALIST Lexicon and Lexical Tools: NLP tools

ICD-10: ICD10官方API

Metrics: 单标签多分类：precision = recall = micro f1 = accuracy