An interpretable RL framework for pre-deployment modeling in ICU hypotension management

Abstract Computational methods from reinforcement learning have shown promise in inferring treatment strategies for hypotension management and other clinical decision-making challenges. Unfortunately, the resulting models are often difficult for clinicians to interpret, making clinical inspection an...

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Bibliographic Details
Main Authors: Kristine Zhang, Henry Wang, Jianzhun Du, Brian Chu, Aldo Robles Arévalo, Ryan Kindle, Leo Anthony Celi, Finale Doshi-Velez
Format: Article
Language:English
Published: Nature Portfolio 2022-11-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-022-00708-4