Reducing Educational Bias in Cognitive Assessment via Dynamic Support Vector Machine Weighting: Validation Study on an Education-Stratified Dataset
Education-stratified weighting enhances the fairness and interpretability of MMSE-based screening. External validation confirmed generalizability, although multicenter studies are needed.
Authors
- SuHui Chen
- Chi Ma (ORCID: https://orcid.org/0000-0002-4302-9079)
- Mengting Yu
- Lijuan Xia
- Ming Wu
- Qing Liu
- Qi Zhang
- Mengyuan Liu
Institutions
- University of Science and Technology of China (CN)
- Shanghai University of Traditional Chinese Medicine (CN)
- Wuhu Fourth People Hospital (CN)
- Shuguang Hospital (CN)
Publication Details
- Journal
- JMIR Rehabilitation and Assistive Technologies
- Published
- 2026-02-25
- DOI
- https://doi.org/10.2196/79841
- Primary Topic
- Psychometric Methodologies and Testing
- Type
- article
- Field-Weighted Citation Impact
- 0.00