Author

Jian-Xiong Ma

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Open access Aug 2026

Wearable IMU-based gait-cycle signal processing with multi-scale attention for preliminary auxiliary identification of osteonecrosis of the femoral head

It is suggested that wearable IMU-derived gait-cycle dynamics may contain discriminative information for distinguishing ONFH patients from healthy controls and warrants validation in larger independent cohorts before practical clinical use.

Zhi-Chao Wu, Xiao-Yu Shang, Jian-Xiong Ma · Medical Engineering and Phys... · 0 citations

Review Aug 2026

[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.

Jing-Lin Tian, Jian-Xiong Ma, Jie Zhao et al. · Sheng wu yi xue gong cheng x... · 0 citations