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.
Authors
- Shulin Chen
- Xu Deng
- Jiang Xue
Institutions
- Songshan Lake Materials Laboratory (CN)
- Zhejiang University (CN)
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
Funders
- 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