Phase-specific multimodal biomarkers enable explainable assessment of upper limb dysfunction in chronic stroke
Integrating phase-specific multimodal biomarkers with explainable ML yields an interpretable upper-limb dysfunction. By highlighting phase-specific kinetic and kinematic targets (e.g., trunk compensation and inter-joint coordination), the framework supports individualized, precision rehabilitation.
Authors
- Peng Wei (ORCID: https://orcid.org/0000-0001-7758-6116)
- Jingcheng Chen (ORCID: https://orcid.org/0000-0001-6269-072X)
- Lei Li (ORCID: https://orcid.org/0000-0003-2882-2447)
- Junhong Wang (ORCID: https://orcid.org/0000-0001-5547-501X)
- Shaoming Sun (ORCID: https://orcid.org/0009-0008-7922-5347)
Institutions
- University of Science and Technology of China (CN)
- Chinese Academy of Sciences (CN)
- Hefei Institutes of Physical Science (CN)
- Hefei Institute of Technology Innovation (CN)
Publication Details
- Journal
- Frontiers in Neuroscience
- Published
- 2025-12-01
- DOI
- https://doi.org/10.3389/fnins.2025.1737407
- Primary Topic
- Stroke Rehabilitation and Recovery
- Type
- article
- Field-Weighted Citation Impact
- 0.00