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Prediction of Effectiveness and Toxicities of Immune Checkpoint Inhibitors Using Real-World Patient Data.

Levente LippenszkyKathleen F MittendorfZoltán KissMichele L LeNoue-NewtonPablo Napan-MolinaProtiva RahmanCheng YeBalázs LacziEszter CsernaiNeha M JainMarilyn E HoltChristina N MaxwellMadeleine BallYufang MaMargaret B MitchellDouglas B JohnsonDavid S SmithBen Ho ParkChristine M MicheelDaniel FabbriJan WolberTravis J Osterman
Published in: JCO clinical cancer informatics (2024)
To our knowledge, this is the first ML solution that assesses individual ICI risk-benefit profiles based predominantly on routine structured EHR data. As such, use of our ML solution will not require additional data collection or documentation in the clinic.
Keyphrases
  • electronic health record
  • big data
  • systematic review
  • randomized controlled trial
  • healthcare
  • primary care
  • case report
  • machine learning
  • artificial intelligence
  • deep learning
  • african american
  • advance care planning