A bandit-based policy for ICU lab test orders, trained with clinical rule bounds and predicted patient status, outperforms physician ordering on a self-defined utility metric in retrospective MIMIC-IV and HiRID data.
Eliminating catheter-related bloodstream infections in the intensive care unit
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ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test Orders
A bandit-based policy for ICU lab test orders, trained with clinical rule bounds and predicted patient status, outperforms physician ordering on a self-defined utility metric in retrospective MIMIC-IV and HiRID data.