Machine learning-based risk prediction model construction of difficult weaning in ICU patients with mechanical ventilation

Abstract In intensive care unit (ICU) patients undergoing mechanical ventilation (MV), the occurrence of difficult weaning contributes to increased ventilator-related complications, prolonged hospitalization duration, and a significant rise in healthcare costs. Therefore, early identification of inf...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Huimei Xu, Yanyan Ma, Yan Zhuang, Yanqi Zheng, Zhiqiang Du, Xuemei Zhou
Format:	Article
Language:	English
Published:	Nature Portfolio 2024-09-01
Subjects:	ICU patients Mechanical ventilation Machine learning Risk prediction Difficult weaning
Online Access:	https://doi.org/10.1038/s41598-024-71548-3