Predicting in-hospital mortality in patients with heart failure combined with atrial fibrillation using stacking ensemble model: an analysis of the medical information mart for intensive care IV (MIMIC-IV)

Predicting in-hospital mortality in patients with heart failure combined with atrial fibrillation using stacking ensemble model: an analysis of the medical information mart for intensive care IV (MIMIC-IV)

Abstract Background Heart failure (HF) and atrial fibrillation (AF) usually coexist and are associated with a poorer prognosis. This study aimed to develop a model to predict in-hospital mortality in patients with HF combined with AF. Methods Patients with HF and AF were obtained from the Medical In...

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Bibliographic Details
Main Authors: Panpan Chen, Junhua Sun, Yingjie Chu, Yujie Zhao
Format: Article
Language:English
Published: BMC 2024-12-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Heart failure
Atrial fibrillation
Mortality
Prediction
Stacking ensemble model
Online Access:https://doi.org/10.1186/s12911-024-02829-0
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https://doi.org/10.1186/s12911-024-02829-0

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