Predicting atrial fibrillation in patients with acute respiratory failure using machine learning: application of the MIMIC-III and MIMIC-IV datasets

BackgroundAcute respiratory failure (ARF) and atrial fibrillation (AF) are common diseases. This study established a predictive model for the risk of atrial fibrillation in patients with ARF, aiming to provide tools for clinical application.MethodsThis study examined the data of 21,594 patients in t...

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Váldodahkki:	Rixuan Li
Materiálatiipa:	Artigo
Giella:	Inglês
Almmustuhtton:	Frontiers Media S.A. 2025-10-01
Ráidu:	Frontiers in Cardiovascular Medicine
Fáttát:	machine learning predictive model atrial fibrillation acute respiratory failure MIMIC- IV database
Liŋkkat:	https://www.frontiersin.org/articles/10.3389/fcvm.2025.1696609/full
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