Development and validation of machine learning-based risk prediction models for ICU-acquired weakness: a prospective cohort study

Development and validation of machine learning-based risk prediction models for ICU-acquired weakness: a prospective cohort study

Abstract Background Intensive care unit (ICU)-acquired weakness (ICUAW) is a prevalent complication in critically ill patients, marked by symmetrical respiratory and limb muscle weakness, which adversely affects long-term outcomes. Early identification of high-risk patients and prevention are essent...

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Bibliographic Details
Main Authors: Yimei Zhang, Yu Wang, Jingran Yang, Qinglan Li, Min Zhou, Jiafei Lu, Qiulan Hu, Fang Ma
Format: Article
Language:English
Published: BMC 2025-07-01
Series:European Journal of Medical Research
Subjects:
Intensive care unit
Muscle weakness
Risk factors
Machine learning
Risk prediction
Online Access:https://doi.org/10.1186/s40001-025-02930-8
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