Predicting ICU mortality in heart failure patients based on blood tests and vital signs

Predicting ICU mortality in heart failure patients based on blood tests and vital signs

BackgroundCurrently, heart failure has become one of the major complications in the advanced stages of various cardiovascular diseases. Numerous predictive models have been developed to estimate the mortality rate of heart failure patients; however, these models often require the measurement of mult...

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Bibliographic Details
Main Authors: Yeao Wang, Jianke Rong, Zhili Wei, Xiaoyu Bai, YunDan Deng
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Cardiovascular Medicine
Subjects:
machine learning
heart failure
NN
MLP
XGBoost
eICU
Online Access:https://www.frontiersin.org/articles/10.3389/fcvm.2025.1590367/full
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