Explainable deep-learning models to predict diaphragmatic dysfunction and cognitive stress in ICU patients under mechanical ventilation

BackgroundDiaphragmatic dysfunction and acute cognitive stress/delirium are serious complications of mechanical ventilation that prolong intensive care unit (ICU) stay and are associated with increased mortality. Although accumulating evidence suggests a potential lung–brain axis linking impaired re...

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Bibliographic Details
Main Authors:	Yonghua Wang, Yuling Bai, Ge Jin
Format:	Artigo
Language:	Inglês
Published:	Frontiers Media S.A. 2026-04-01
Series:	Frontiers in Physiology
Subjects:	cognitive stress/delirium deep learning diaphragmatic dysfunction lung–brain axis mechanical ventilation multimodal prediction
Online Access:	https://www.frontiersin.org/articles/10.3389/fphys.2026.1765898/full
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Explainable deep-learning models to predict diaphragmatic dysfunction and cognitive stress in ICU patients under mechanical ventilation

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