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

Journal: Frontiers in bioengineering and biotechnology
Published Date: May 30, 2025

Abstract

BACKGROUND: Forward 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 forward head posture.

Authors

  • Hongjun Tao
    Department of Physical and Education, Anhui Jianzhu University, Hefei, China.
  • Yang Wen
    Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
  • Rongfang Yu
    Ningbo New Fitness Health Technology Co., Ltd., Ningbo, China.
  • Yining Xu
    Faculty of Sports Science, Ningbo University, Ningbo, China.
  • Fangliang Yu
    School of Sport Training, Nanjing Sport Institute, Nanjing, China.

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