Systematic review and network meta-analysis of machine learning algorithms in sepsis prediction

Yulei Gao,Chaolan Wang, Jiaxin Shen,Ziyi Wang,Yancun Liu,Yanfen Chai

Expert Systems with Applications（2024）

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摘要

•DSPA and CNN are the best ML algorithms for sepsis prediction.•Imbalance-XGBoost outperforms other traditional ML algorithms.•DSPA can improve sepsis diagnosis and management.•Further research needed on poor-performing ML algorithms.

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关键词

Sepsis,Machine learning algorithms,Sensitivity,Specificity,Predictive accuracy,Network meta-analysis

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