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.
Systematic comparison of routine laboratory measurements with in-hospital mortality: Icu-labome, a large cohort study of critically ill patients
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
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.