Predictive model establishment for forward-head posture disorder in primary-school-aged children based on multiple machine learning algorithms

Predictive model establishment for forward-head posture disorder in primary-school-aged children based on multiple machine learning algorithms

BackgroundForward head posture frequently occurs among primary school children, potentially due to prolonged sedentary behavior associated with academic demands and reduced physical activity. However, existing prevention and screening methods fail to accurately and promptly predict the onset of forw...

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Bibliographic Details
Main Authors: Hongjun Tao, Yang Wen, Rongfang Yu, Yining Xu, Fangliang Yu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-05-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
primary school-aged children
forward head posture
machine learning
risk prediction model
shapley additive explanation algorithm
Online Access:https://www.frontiersin.org/articles/10.3389/fbioe.2025.1607419/full
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