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A framework for employing longitudinally collected multicenter electronic health records to stratify heterogeneous patient populations on disease history.

Marc P MauritsIlya KorsunskySoumya RaychaudhuriShawn N MurphyJordan W SmollerScott T WeissThomas W J HuizingaMarcel J T ReindersElizabeth W KarlsonErik B van den AkkerRachel Knevel
Published in: Journal of the American Medical Informatics Association : JAMIA (2022)
We establish a generalizable pipeline for the identification and replication of clinically meaningful (sub)phenotypes from widely available high-dimensional billing codes. This approach overcomes datatype problems and produces comprehensive visualizations of validation-ready phenotypes.
Keyphrases
  • electronic health record
  • clinical decision support
  • mental health
  • case report
  • adverse drug
  • cross sectional
  • clinical trial