Prediction of post-Schroth Cobb angle changes in adolescent idiopathic scoliosis patients based on neural networks and surface electromyography

Prediction of post-Schroth Cobb angle changes in adolescent idiopathic scoliosis patients based on neural networks and surface electromyography

IntroductionTo develop a temporal-convolutional-LSTM (TCN-LSTM) hybrid model integrating surface electromyography (sEMG) signals for forecasting post-Schroth Cobb angle progression in adolescent idiopathic scoliosis (AIS) patients, thereby offering accurate feedback for personalized treatment.Method...

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Bibliographic Details
Main Authors: Shuguang Yin, Jiangang Chen, Peng Yan
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-05-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
adolescent idiopathic scoliosis (AIS)
Cobb angle
Schroth exercises
neural networks
TCN-LSTM hybrid model
surface electromyography (SEMG)
Online Access:https://www.frontiersin.org/articles/10.3389/fbioe.2025.1570022/full
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