OtherFrontiers in rehabilitation sciences2025
Empirical classification of fatigue-induced physiological tremor in robot-assisted manipulation tasks using BiLSTM-GRU network.
Poongavanam Palani, Siddhant Panigrahi, Gunarajulu Renganathan, Yuichi Kurita, Asokan Thondiyath
PMID 40626149WHAT IT FOUND
What this paper is
This is an engineering paper describing the development of a machine learning model to detect fatigue-induced tremor in healthy volunteers. It reports technical performance metrics for the algorithm but does not evaluate a clinical intervention, rehabilitation outcome, or diagnostic accuracy in patients. There are no findings here that can change clinical practice.