How perceived stress and social support shape non-communicable disease risks beyond traditional factors: a machine learning perspective

The findings unveiled the pivotal roles of psychosocial factors, such as perceived stress and subjective social support, in the prevention and management of NCDs. Notably, these psychosocial factors frequently ranked among the top predictors, demonstrating predictive importance comparable to that of established traditional risk factors. It is recommended that prevention and management guidelines for NCDs incorporate solid components targeting these psychosocial factors.

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Publication Details

Journal
BMC Public Health
Published
2025-12-30
DOI
https://doi.org/10.1186/s12889-025-25260-0
Primary Topic
Health Promotion and Cardiovascular Prevention
Type
article
Field-Weighted Citation Impact
0.00

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article

How perceived stress and social support shape non-communicable disease risks beyond traditional factors: a machine learning perspective

Shulin Chen, Xu Deng, Jiang Xue
BMC Public Health
Health Promotion and Cardiovascular Prevention
article

How perceived stress and social support shape non-communicable disease risks beyond traditional factors: a machine learning perspective

Shulin Chen, Xu Deng, Jiang Xue
article en

Abstract

The findings unveiled the pivotal roles of psychosocial factors, such as perceived stress and subjective social support, in the prevention and management of NCDs. Notably, these psychosocial factors frequently ranked among the top predictors, demonstrating predictive importance comparable to that of established traditional risk factors. It is recommended that prevention and management guidelines for NCDs incorporate solid components targeting these psychosocial factors.

BMC Public HealthVol. 25(1)
Songshan Lake Materials Laboratory (CN), Zhejiang University (CN)
Ministry of Education of the People's Republic of China, China Postdoctoral Science Foundation, Humanities and Social Sciences Youth Foundation, Ministry of Education of the People's Republic of China, Basic and Applied Basic Research Foundation of Guangdong Province
Openalex Percentile: Top 25%
Health Promotion and Cardiovascular Prevention
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