Xin-Long Ma

[Advances in deep learning multimodal fusion for early diagnosis of knee osteoarthritis].

Current evidence suggests that multimodal fusion may provide incremental value over unimodal approaches, but its clinical utility requires further confirmation through unified early-stage definitions, standardized acquisition, multi-reader consensus annotation, and multicenter external validation.