Development of a 5-Year Risk Prediction Model for Transition From Prediabetes to Diabetes Using Machine Learning: Retrospective Cohort Study
We developed a 5-year risk prediction model of progression from prediabetes to diabetes for the Chinese population, with the CatBoost model showing the best predictive performance, which could effectively identify individuals at high risk of diabetes.
Authors
- Na Li (ORCID: https://orcid.org/0009-0003-8466-3388)
- Guang Zhang (ORCID: https://orcid.org/0000-0001-6630-1912)
- Yongsheng Zhang (ORCID: https://orcid.org/0009-0009-0714-3374)
- Hongyu Zhang (ORCID: https://orcid.org/0009-0007-2700-1854)
- Da-Wei Wang
- Haoyue Lv
Institutions
- Shandong Provincial QianFoShan Hospital (CN)
- Shandong First Medical University (CN)
- Shandong Center for Disease Control and Prevention (CN)
Publication Details
- Journal
- Journal of Medical Internet Research
- Published
- 2025-05-09
- DOI
- https://doi.org/10.2196/73190
- Citations
- 2
- Primary Topic
- Artificial Intelligence in Healthcare
- Type
- article
- Field-Weighted Citation Impact
- 5.88