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Sensitivity of a subject-specific musculoskeletal model to the uncertainties on the joint axes location

机译:受试者特定的肌肉骨骼模型对关节轴位置的不确定性的敏感性

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摘要

Subject-specific musculoskeletal models have become key tools in the clinical decision-making process. However, the sensitivity of the calculated solution to the unavoidable errors committed while deriving the model parameters from the available information is not fully understood. The aim of this study was to calculate the sensitivity of all the kinematics and kinetics variables to the inter-examiner uncertainty in the identification of the lower limb joint models. The study was based on the computer tomography of the entire lower-limb from a single donor and the motion capture from a body-matched volunteer. The hip, the knee and the ankle joint models were defined following the International Society of Biomechanics recommendations. Using a software interface, five expert anatomists identified on the donor's images the necessary bony locations five times with a three-day time interval. A detailed subject-specific musculoskeletal model was taken from an earlier study, and re-formulated to define the joint axes by inputting the necessary bony locations. Gait simulations were run using OpenSim within a Monte Carlo stochastic scheme, where the locations of the bony landmarks were varied randomly according to the estimated distributions. Trends for the joint angles, moments, and the muscle and joint forces did not substantially change after parameter perturbations. The highest variations were as follows: (a) 11° calculated for the hip rotation angle, (b) 1% BW × H calculated for the knee moment and (c) 0.33 BW calculated for the ankle plantarflexor muscles and the ankle joint forces. In conclusion, the identification of the joint axes from clinical images is a robust procedure for human movement modelling and simulation.
机译:特定对象的肌肉骨骼模型已成为临床决策过程中的关键工具。但是,对于从可用信息中导出模型参数时不可避免的错误所产生的解决方案的敏感性尚不完全清楚。这项研究的目的是计算在确定下肢关节模型时所有运动学和动力学变量对检查者间不确定性的敏感性。该研究基于单个供体的整个下肢的计算机断层扫描以及来自身体匹配的志愿者的运动捕捉。髋,膝和踝关节模型是根据国际生物力学学会的建议定义的。使用软件界面,五位专业解剖学家在三天的时间间隔内,在供体的图像上五次确定了必要的骨骼位置。详细的对象特定的肌肉骨骼模型来自较早的研究,并通过输入必要的骨骼位置重新制定以定义关节轴。步态模拟是在蒙特卡洛随机方案中使用OpenSim进行的,其中骨标的位置根据估计的分布随机变化。在参数扰动之后,关节角度,力矩以及肌肉和关节力的趋势基本没有变化。最高变化如下:(a)髋旋转角度计算为11°,(b)膝力矩计算为1%BW×H,(c)踝for屈肌和踝关节力计算为0.33 BW。总之,从临床图像识别关节轴是用于人体运动建模和仿真的可靠程序。

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