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Chuan-Chuan Liu

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Open access Oct 2026

Development and external validation of machine learning models for early prediction of delirium risk in patients with severe pneumonia

This study aimed to construct and validate a machine learning-based model for early prediction of delirium risk in patients with severe pneumonia. Data on patients with severe pneumonia were extracted from the Medical Intensive Care Information Database IV (MIMIC-IV) and divided into a training set and an internal va...

Chuan-Chuan Liu, Xiao-Zhi Deng, Yi-Ying Luo et al. · 0 citations

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