Prediction of mortality risk in patients with severe community-acquired pneumonia in the intensive care unit using machine learning

Prediction of mortality risk in patients with severe community-acquired pneumonia in the intensive care unit using machine learning

Abstract The aim of this study was to develop and validate a machine learning-based mortality risk prediction model for patients with severe community-acquired pneumonia (SCAP) in the intensive care unit (ICU). We collected data from two centers as the development and external validation cohorts. Va...

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Bibliographic Details
Main Authors: Jingjing Pan, Tao Guo, Haobo Kong, Wei Bu, Min Shao, Zhi Geng
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Machine learning
Severe community-acquired pneumonia
Mortality risk prediction
Intensive care unit
Online Access:https://doi.org/10.1038/s41598-025-85951-x
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