Clinical Trial Design Approach to Auditing Language Models in Health Care Setting.

Journal: JCO clinical cancer informatics
Published Date:

Abstract

PURPOSE: Rapid advancements in natural language processing have led to the development of sophisticated language models. Inspired by their success, these models are now used in health care for tasks such as clinical documentation and medical record classification. However, language models are prone to errors, which can have serious consequences in critical domains such as health care, ensuring that their reliability is essential to maintain patient safety and data integrity.

Authors

  • Lovedeep Gondara
    British Columbia Cancer Agency, Vancouver, BC, Canada.
  • Jonathan Simkin
    British Columbia Cancer Registry, Provincial Health Services Authority, Vancouver, Canada.
  • Shebnum Devji
    British Columbia Cancer Registry, Provincial Health Services Authority, Vancouver, Canada.