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Open access Sep 2026

Development and external validation of an explainable machine learning model for in-hospital mortality risk stratification in intensive care unit patients with heart failure

Background Early risk stratification for in-hospital mortality remains challenging in intensive care unit (ICU) patients with heart failure (HF) because of substantial clinical heterogeneity and complex pathophysiological interactions. Explainable machine learning (ML) may offer a practical and transparent approach to...

Liu-Sheng Xu, Wei Cao, Ze-Fan Huang et al. · 0 citations

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