解读膝关节模型和模拟中的"艺术":评估模型校准工作流程和结果
Thor E Andreassen1, Peter J Laz1, Ahmet Erdemir2
1Center for Orthopaedic Biomechanics, Department of Mechanical and Materials Engineering, University of Denver, Denver, CO 80210.
Journal of biomechanical engineering
|October 5, 2023
概括
计算式膝盖模型在生物力学中至关重要. 这项研究发现,主观建模决策显著影响可重现性和预测不确定性,突出了对校准和数据共享的标准化最佳实践的需求.
科学领域:
- 生物力学 生物力学
- 整形外科 整形外科 整形外科
- 计算机建模 计算建模
背景情况:
- 可复制性是国家卫生研究院 (NIH) 和科学研究的一个关键问题.
- 计算建模越来越多地用于生物力学和骨科.
- 评估建模工作流程和模拟预测的可重复性是必不可少的.
研究的目的:
- 调查主观建模决策对计算膝关节模型可重现性和预测不确定性的影响.
- 在专家团队中比较不同的模型校准方法和结果.
主要方法:
- 五个专家团队使用相同的样本特定关节力学数据集校准了计算膝关节关节模型.
- 研究了校准目标,工作流程和建模决策中的差异.
- 校准后带特性和预测运动学的量化变化.
主要成果:
- 在团队之间选择校准目标和建模方法时,观察到显著的差异.
- 校准提高了模型性能,但带特性和预测运动学的变化仍然存在.
- 模型校准证明很难规划和详细预见,即使是经验丰富的团队.
结论:
- 主观的建模决策,或建模者的"艺术",显著影响计算膝盖模型的可复制性和预测不确定性.
- 对数据共享和校准的最佳实践的标准化对于提高生物力学建模的可靠性至关重要.
- 需要进一步的研究来识别和实施用于骨科计算建模的标准化协议.
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