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Clinical Inflection Point Detection on the Basis of EHR Data to Identify Clinical Trial-Ready Patients With Cancer.

Kenneth L KehlStefan GrohaEva M LepistoHaitham A ElmarakebyJames R LindsayAlexander GusevEliezer M Van AllenMichael J HassettDeborah Schrag
Published in: JCO clinical cancer informatics (2021)
Training a deep NLP model to identify clinical inflection points among patients with cancer is feasible. This approach could identify patients who may benefit from real-time targeted clinical trial screening interventions at health system scale.
Keyphrases
  • clinical trial
  • electronic health record
  • phase ii
  • open label
  • study protocol
  • machine learning
  • phase iii
  • label free
  • data analysis
  • sensitive detection