Predicting patient decompensation from continuous physiologic monitoring in the emergency department

Abstract Anticipation of clinical decompensation is essential for effective emergency and critical care. In this study, we develop a multimodal machine learning approach to predict the onset of new vital sign abnormalities (tachycardia, hypotension, hypoxia) in ED patients with normal initial vital...

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Bibliographic Details
Main Authors: Sameer Sundrani, Julie Chen, Boyang Tom Jin, Zahra Shakeri Hossein Abad, Pranav Rajpurkar, David Kim
Format: Article
Language:English
Published: Nature Portfolio 2023-04-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-023-00803-0