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使用可穿戴惯性传感器设备评估儿童运动技能发展:跑步范式。

Assessing locomotor skills development in childhood using wearable inertial sensor devices: the running paradigm.

机构信息

Department of Human Movement and Sport Sciences, University of Rome Foro Italico, Piazza Lauro De Bosis 15, 00135 Rome, Italy.

出版信息

Gait Posture. 2013 Apr;37(4):570-4. doi: 10.1016/j.gaitpost.2012.09.017. Epub 2012 Oct 12.

Abstract

Objective quantitative evaluation of motor skill development is of increasing importance to carefully drive physical exercise programs in childhood. Running is a fundamental motor skill humans adopt to accomplish locomotion, which is linked to physical activity levels, although the assessment is traditionally carried out using qualitative evaluation tests. The present study aimed at investigating the feasibility of using inertial sensors to quantify developmental differences in the running pattern of young children. Qualitative and quantitative assessment tools were adopted to identify a skill-sensitive set of biomechanical parameters for running and to further our understanding of the factors that determine progression to skilled running performance. Running performances of 54 children between the ages of 2 and 12 years were submitted to both qualitative and quantitative analysis, the former using sequences of developmental level, the latter estimating temporal and kinematic parameters from inertial sensor measurements. Discriminant analysis with running developmental level as dependent variable allowed to identify a set of temporal and kinematic parameters, within those obtained with the sensor, that best classified children into the qualitative developmental levels (accuracy higher than 67%). Multivariate analysis of variance with the quantitative parameters as dependent variables allowed to identify whether and which specific parameters or parameter subsets were differentially sensitive to specific transitions between contiguous developmental levels. The findings showed that different sets of temporal and kinematic parameters are able to tap all steps of the transitional process in running skill described through qualitative observation and can be prospectively used for applied diagnostic and sport training purposes.

摘要

客观的运动技能发展定量评估对于精心推动儿童时期的体育锻炼计划变得越来越重要。跑步是人类采用的一项基本运动技能,用于完成运动,这与身体活动水平有关,尽管传统上使用定性评估测试来进行评估。本研究旨在调查使用惯性传感器来量化儿童跑步模式发展差异的可行性。采用定性和定量评估工具来确定一组用于跑步的具有技能敏感性的生物力学参数,以进一步了解决定向熟练跑步表现发展的因素。对 54 名年龄在 2 至 12 岁之间的儿童进行了跑步表现的定性和定量分析,前者使用发展水平序列,后者从惯性传感器测量中估计时间和运动学参数。以跑步发展水平为因变量的判别分析允许识别出一组时间和运动学参数,这些参数在传感器获得的参数范围内,可最佳地将儿童分类为定性发展水平(准确率高于 67%)。以定量参数为因变量的多变量方差分析允许确定特定参数或参数子集是否以及在何种程度上对连续发展水平之间的特定转变具有差异敏感性。研究结果表明,不同的时间和运动学参数集能够利用通过定性观察描述的跑步技能过渡过程中的所有步骤,并可用于前瞻性的应用诊断和运动训练目的。

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