Explainable machine learning models predicting the risk of social isolation in older adults: a prospective cohort study
The combination of Gbdt and SHAP provides a clear explanation of the factors contributing to predicting the personalized risk of social isolation for individuals and an intuitive understanding of the impact of key features.
Authors
- Yong-lu
- Xiaoran Li (ORCID: https://orcid.org/0000-0001-8257-8487)
- Ming Jiang (ORCID: https://orcid.org/0000-0001-9064-7307)
Institutions
- Wannan Medical College (CN)
- Gaochun People's Hospital (CN)
- Southeast University (CN)
Publication Details
- Journal
- BMC Public Health
- Published
- 2025-05-30
- DOI
- https://doi.org/10.1186/s12889-025-23108-1
- Citations
- 5
- Primary Topic
- Health disparities and outcomes
- Type
- article
- Field-Weighted Citation Impact
- 10.84
Funders
- Anhui University