Socioeconomic status and lifestyle as factors of multimorbidity among older adults in China: results from the China Health and Retirement Longitudinal Survey

This study demonstrated the feasibility and interpretability of using machine learning to model complex risk patterns of multimorbidity. Socioeconomic and functional variables were dominant factors associated with multimorbidity, suggesting structural roots of health inequality. These findings offered empirical and theoretical support for early risk stratification and targeted public health interventions aimed at mitigating multimorbidity in aging populations.

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Publication Details

Journal
Frontiers in Public Health
Published
2025-07-30
DOI
https://doi.org/10.3389/fpubh.2025.1586091
Citations
2
Primary Topic
Chronic Disease Management Strategies
Type
article
Field-Weighted Citation Impact
2.71

Funders

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article

Socioeconomic status and lifestyle as factors of multimorbidity among older adults in China: results from the China Health and Retirement Longitudinal Survey

Xiaoxiao Hu, Honghuang Lin, Huimin Cui, Jianjun Yang et al.
2 citations
Frontiers in Public Health
Chronic Disease Management Strategies
2.71
article

Socioeconomic status and lifestyle as factors of multimorbidity among older adults in China: results from the China Health and Retirement Longitudinal Survey

Xiaoxiao Hu, Honghuang Lin, Huimin Cui, Jianjun Yang, Wei Jie Gong, Yuxin Zhao, Peng Sun
article en
2 citations

Abstract

This study demonstrated the feasibility and interpretability of using machine learning to model complex risk patterns of multimorbidity. Socioeconomic and functional variables were dominant factors associated with multimorbidity, suggesting structural roots of health inequality. These findings offered empirical and theoretical support for early risk stratification and targeted public health interventions aimed at mitigating multimorbidity in aging populations.

Frontiers in Public HealthVol. 13
Ningxia Medical University (CN)
National Natural Science Foundation of China, Peking University
No poverty
Openalex Percentile: Top 9%
Chronic Disease Management Strategies
2.71
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Socioeconomic status and lifestyle as factors of multimorbidity among older adults in China: results from the China Health and Retirement Longitudinal Survey — Xiaoxiao Hu, Honghuang Lin, et al. · Frontiers in Public Health (2025) | TGRS Research Map | TGRS