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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).

BMC Med Inform Decis Mak

December 2024

Department of Cardiovascular Medicine, Zheng Zhou Cardiovascular Hospital, The 7th People's Hospital of Zheng Zhou, No. 17, Jingnan Fifth Road, Huizhuang Development Zone, Zhengzhou, Henan, 450000, China.

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 Information Mart for Intensive Care IV (MIMIC-IV) database from 2008 to 2019.

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