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Development and Validation of a Machine Learning Approach Leveraging Real-World Clinical Narratives as a Predictor of Survival in Advanced Cancer.

Frank Po-Yen LinOsama S M SalihNina ScottMichael B JamesonRichard J Epstein
Published in: JCO clinical cancer informatics (2022)
Applying ML to oncologists' narratives with or without including patient's PS significantly improved survival prediction to 12 months, suggesting the utility of clinical text in building prognostic support tools.
Keyphrases
  • advanced cancer
  • machine learning
  • palliative care
  • case report
  • artificial intelligence
  • deep learning
  • big data