Application of machine learning algorithms in osteoporosis analysis based on cardiovascular health assessed by life’s essential 8: a cross-sectional study
The integration of LE8 with a LightGBM model offers a promising strategy for analysing OP in the American population, underscoring the potential of ML approaches in enhancing clinical assessments.
Authors
- Hongyan Shi (ORCID: https://orcid.org/0000-0002-6562-3597)
- Xiuhua Ma (ORCID: https://orcid.org/0000-0002-3520-085X)
- Y. Fang (ORCID: https://orcid.org/0000-0001-5140-0731)
Institutions
- Capital Medical University (CN)
- Beijing Friendship Hospital (CN)
- Tsinghua University (CN)
Publication Details
- Journal
- Journal of Health Population and Nutrition
- Published
- 2025-05-29
- DOI
- https://doi.org/10.1186/s41043-025-00941-z
- Primary Topic
- Cardiovascular Health and Risk Factors
- Type
- article
- Field-Weighted Citation Impact
- 0.00