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Multilevel Models for the Analysis of Angle-Specific Torque Curves with Application to Master Athletes

机译:角度特定扭矩曲线分析的多级模型及其在高水平运动员中的应用

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摘要

The aim of this paper was to outline a multilevel modeling approach to fit individual angle-specific torque curves describing concentric knee extension and flexion isokinetic muscular actions in Master athletes. The potential of the analytical approach to examine between individual differences across the angle-specific torque curves was illustrated including between-individuals variation due to gender differences at a higher level. Torques in concentric muscular actions of knee extension and knee extension at 60º·s−1 were considered within a range of motion between 5º and 85º (only torques “truly” isokinetic). Multilevel time series models with autoregressive covariance structures with standard multilevel models were superior fits compared with standard multilevel models for repeated measures to fit angle-specific torque curves. Third and fourth order polynomial models were the best fits to describe angle-specific torque curves of isokinetic knee flexion and extension concentric actions, respectively. The fixed exponents allow interpretations for initial acceleration, the angle at peak torque and the decrement of torque after peak torque. Also, the multilevel models were flexible to illustrate the influence of gender differences on the shape of torque throughout the range of motion and in the shape of the curves. The presented multilevel regression models may afford a general framework to examine angle-specific moment curves by isokinetic dynamometry, and add to the understanding mechanisms of strength development, particularly the force-length relationship, both related to performance and injury prevention.
机译:本文的目的是概述一种多层次的建模方法,以拟合各个角度特定的扭矩曲线,这些曲线描述了大师级运动员的同心膝盖伸展和屈伸等速运动。说明了分析方法检查跨特定角度扭矩曲线的个体差异之间的潜力,其中包括由于较高水平的性别差异而导致的个体间差异。在5º到85º之间的运动范围内,认为膝延伸和膝延伸在60º·s -1 的同心肌肉动作中的转矩(只有转矩“真正”等速运动)。与标准多级模型相比,具有自回归协方差结构的多级时间序列模型与标准多级模型相比,具有更好的拟合度,可重复测量以拟合特定于角度的扭矩曲线。三阶和四阶多项式模型最适合分别描述等速膝关节屈曲和伸展同心作用的角度特定扭矩曲线。固定指数允许解释初始加速度,峰值扭矩下的角度以及峰值扭矩后的扭矩减量。同样,多级模型可以灵活地说明性别差异对整个运动范围内的扭矩形状和曲线形状的影响。提出的多级回归模型可以为通过等速测力法检查特定角度的弯矩曲线提供一个通用的框架,并增加对强度发展的理解机制,尤其是力长关系,与性能和伤害预防有关。

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