mlsanityData to 14 Oct 2026

Clinic-Oriented Feasibility of a Sensor-Fused Wearable for Upper-Limb Function

arXiv 2510.22913 ↗First posted 27 Oct 2025eess.SP cs.HC cs.LGcited by 0

Not on the map. Why?

Abstract (arXiv)

Background: Upper-limb weakness and tremor (4--12 Hz) limit activities of daily living (ADL) and reduce adherence to home rehabilitation. Objective: To assess technical feasibility and clinician-relevant signals of a sensor-fused wearable targeting the triceps brachii and extensor pollicis brevis. Methods: A lightweight node integrates surface EMG (1 kHz), IMU (100--200 Hz), and flex/force sensors with on-device INT8 inference (Tiny 1D-CNN/Transformer) and a safety-bounded assist policy (angle/torque/jerk limits; stall/time-out). Healthy adults (n = 12) performed three ADL-like tasks. Primary outcomes: Tremor Index (TI), range of motion (ROM), repetitions (Reps min-1). Secondary: EMG median-frequency slope (fatigue trend), closed-loop latency, session completion, and device-related adverse events. Analyses used subject-level paired medians with BCa 95% CIs; exact Wilcoxon p-values are reported in the Results. Results: Assistance was associated with lower tremor prominence and improved task throughput: TI decreased by -0.092 (95% CI [-0.102, -0.079]), ROM increased by +12.65% (95% CI [+8.43, +13.89]), and Reps rose by +2.99 min-1 (95% CI [+2.61, +3.35]). Median on-device latency was 8.7 ms at a 100 Hz loop rate; all sessions were completed with no device-related adverse events. Conclusions: Multimodal sensing with low-latency, safety-bounded assistance produced improved movement quality (TI downarrow) and throughput (ROM, Reps uparrow) in a pilot technical-feasibility setting, supporting progression to IRB-approved patient studies. Trial registration: Not applicable (pilot non-clinical).

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 1 of its 11 references that are in the map. First posted on arXiv 27 Oct 2025.

Builds on

1 of 11 references.

References · 1

  1. 2025Neurotremor: A wearable Supportive Device for Supporting Upper Limb Muscle Functioncited by 1

Built on by

Not cited yet.