通过机器学习研究高冲击和日常活动中的ACL长度,应变和拉力
Elisa Roldán Ciudad1, Neil D Reeves2, Glen Cooper3
1Department of Engineering, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester, UK.
Computer methods in biomechanics and biomedical engineering
|August 30, 2025
概括
机器学习模型准确地预测前交叉带 (ACL) 的应变和力. 女性运动员面临较高的前关节损伤风险,因为运动期间膝盖的旋转增加.
科学领域:
- 生物力学
- 运动医学
- 在医疗保健中的机器学习
背景情况:
- 前十字带 (ACL) 的重建率正在增加,特别是在女性运动员中.
- 这一趋势的确切原因,特别是性别特异性风险因素,需要进一步调查.
研究的目的:
- 开发精确的机器学习模型,用于预测各种活动期间的ACL长度,应变和力.
- 在ACL损伤预测中确定动力学和结构性参数的意义.
- 分析基于性别的 ACL 损伤风险.
主要方法:
- 训练了42个机器学习模型,每个变量使用了9375个观察结果.
- 基于R平方,RMSE和MAE的评估模型.
- 确定了ACL应变和力量的关键预测因素.
主要成果:
- 立方体,通用增强模型 (GBM) 和随机森林 (RF) 显示出更高的预测准确性.
- 膝盖曲和外部旋转被确定为ACL应变和力量的强有力的预测因素.
- 女运动员在切割动作时表现出更大的膝盖旋转,与 ACL 应变和受伤风险增加相关.
结论:
- 机器学习模型可以有效地预测ACL的生物力学反应.
- 膝关节运动,特别是旋转, 是 ACL 损伤风险的关键因素.
- 女运动员的运动模式有助于更容易受到ACL伤害.
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