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Image Credit: Arxiv

FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records

  • Foundation models in healthcare show promise by extracting meaningful representations from structured electronic health record (EHR) data.
  • State-of-the-art foundation models have demonstrated high performance in various clinical applications, even with limited labeled data.
  • There is a lack of consensus on the clinical utility of these models due to insufficient comprehensive and meaningful tasks for evaluation.
  • A new study proposes clinically relevant tasks and evaluates state-of-the-art foundation models on 14 tasks using EHR data from Columbia University Irving Medical Center to guide the development of future healthcare models.

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