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3D Digital Twin Visualization of Multiclass GRF-Based Gait Disorder Classification
An integrated framework for classifying healthy gait and multiple musculoskeletal impairment groups using bilateral ground reaction force (GRF) and center-of-pressure (COP) signals is proposed and integrates classification, explainability, and 3D visualization to improve model transparency.
Observation-Anchored Selective Assimilation for Longitudinal Tumor-State Proxy Forecasting in Post-Treatment Glioma
Post-treatment MRI in patients with glioma provides serial observations for updating patient-specific tumor-state proxy estimates, but variable appearances and trajectories complicate forecasting, so forecasting is formulated as an observation-aware digital-twin update in which an intermediate observation anchors the p...