Bias and fairness assessment of a natural language processing opioid misuse classifier: Detection and mitigation of electronic health record data disadvantages across racial subgroups

Hale M. Thompson, Brihat Sharma, Sameer Bhalla, Randy Boley, Connor McCluskey, Dmitriy Dligach, Matthew M. Churpek, Niranjan S. Karnik, Majid Afshar

Research output: Contribution to journalArticlepeer-review

Original languageEnglish
Pages (from-to)2393-2403
Number of pages11
JournalJournal of the American Medical Informatics Association
Volume28
Issue number11
DOIs
StatePublished - Nov 1 2021

ASJC Scopus Subject Areas

  • Health Informatics

Keywords

  • bias and fairness
  • interpretability
  • machine learning
  • natural language processing
  • opioid use disorder
  • structural racism

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