Predictive validity of consensus-based MRI definition of osteoarthritis plus radiographic osteoarthritis for the progression of knee osteoarthritis: A longitudinal cohort study
Compared to logistic regression combining MRI-OA, ROA, and common covariates, LightGBM offers valuable insights that can inform early risk identification and targeted prevention strategies.
Authors
- Yining Wang (ORCID: https://orcid.org/0000-0003-3538-2312)
- Graeme Jones (ORCID: https://orcid.org/0000-0002-9814-0006)
- Dawn Aitken (ORCID: https://orcid.org/0000-0001-5685-7634)
- Guoqi Cai (ORCID: https://orcid.org/0000-0002-6481-704X)
- Ziyuan Shen (ORCID: https://orcid.org/0000-0001-6989-9147)
- Flavia Cicuttini
- Xing Xing (ORCID: https://orcid.org/0000-0001-9394-8957)
- Jianan Zhu
Institutions
- University of Tasmania (AU)
- Johns Hopkins University (US)
- Anhui Medical University (CN)
- Monash University (AU)
- New York University (US)
Publication Details
- Journal
- Osteoarthritis and Cartilage Open
- Published
- 2025-02-15
- DOI
- https://doi.org/10.1016/j.ocarto.2025.100582
- Citations
- 4
- Primary Topic
- Osteoarthritis Treatment and Mechanisms
- Type
- article
- Field-Weighted Citation Impact
- 6.67
Funders
- National Natural Science Foundation of China
- Anhui Medical University