Low responsiveness of machine learning models to critical or deteriorating health conditions

Abstract Background Machine learning (ML) based mortality prediction models can be immensely useful in intensive care units. Such a model should generate warnings to alert physicians when a patient’s condition rapidly deteriorates, or their vitals are in highly abnormal ranges. Before clinical deplo...

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Bibliographic Details
Main Authors: Tanmoy Sarkar Pias, Sharmin Afrose, Moon Das Tuli, Ipsita Hamid Trisha, Xinwei Deng, Charles B. Nemeroff, Danfeng Daphne Yao
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Communications Medicine
Online Access:https://doi.org/10.1038/s43856-025-00775-0
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