The association of lifestyle with cardiovascular and all-cause mortality based on machine learning: a prospective study from the NHANES

The association of lifestyle with cardiovascular and all-cause mortality based on machine learning: a prospective study from the NHANES

Abstract Background Lifestyle and cardiovascular mortality and all-cause mortality have been exhaustively explored by traditional methods, but the advantages of machine learning (ML) over traditional methods may lead to different or more precise conclusions. The aim of this study was to evaluate the...

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Bibliographic Details
Main Authors: Xinghong Guo, Mingze Ma, Lipei Zhao, Jian Wu, Yan Lin, Fengyi Fei, Clifford Silver Tarimo, Saiyi Wang, Jingyi Zhang, Xinya Cheng, Beizhu Ye
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Public Health
Subjects:
Cardiovascular mortality
All-cause mortality
Lifestyle behavior
Risk stratification
Mortality prediction
Machine learning
Online Access:https://doi.org/10.1186/s12889-025-21339-w
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