Development and validation of a successful aging prediction model for older adults in China based on health ecology theory
We proposed a prediction model for SA in Chinese community older adults based on health ecology theory and machine learning, which demonstrate excellent prediction performance, interpretability, and extensibility. The prediction model can be applied to community older population health management, promoting SA within community older adults.
Authors
- Yuhang Pan (ORCID: https://orcid.org/0009-0002-4618-3394)
- Zhucheng Zhang (ORCID: https://orcid.org/0000-0002-5151-1324)
- Jiaqiang Li (ORCID: https://orcid.org/0000-0001-6829-1690)
- Zhuo Li (ORCID: https://orcid.org/0000-0003-0701-9567)
- Xiangdong Chen (ORCID: https://orcid.org/0000-0002-1533-8130)
- Yan Li (ORCID: https://orcid.org/0009-0007-8873-5800)
- Ruihong Liu (ORCID: https://orcid.org/0000-0002-1114-1170)
- Chaochao Peng
Institutions
- University of Hong Kong - Shenzhen Hospital (CN)
- Shenzhen University Health Science Center (CN)
- University of Hong Kong (HK)
Publication Details
- Journal
- Frontiers in Public Health
- Published
- 2025-10-13
- DOI
- https://doi.org/10.3389/fpubh.2025.1595540
- Citations
- 2
- Primary Topic
- Health disparities and outcomes
- Type
- article
- Field-Weighted Citation Impact
- 4.33