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Accelerometer-based prediction of running injury in National Collegiate Athletic Association track athletes

机译:基于加速度计的美国大学田径协会田径运动员跑步伤害预测

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摘要

Running-related injuries (RRI) may result from accumulated microtrauma caused by combinations of high load magnitudes (vertical ground reaction forces; vGRFs) and numbers (strides). Yet relationships between vGRF and RRI remain unclear – potentially because previous research has largely been constrained to collecting vGRFs in laboratory settings and ignoring relationships between RRI and stride number. In this preliminary proof-of-concept study, we addressed these constraints: Over a 60-day period, each time collegiate athletes (n = 9) ran they wore a hip-mounted activity monitor that collected accelerations throughout the entire run. Accelerations were used to estimate peak vGRF, number of strides, and weighted cumulative loading (sum of peak vGRFs weighted to the 9th power) across the entirety of each run. Runners also reported their post-training pain/fatigue and any RRI that prevented training. Across 419 runs and >2.1 million strides, injured (n = 3) and uninjured (n = 6) participants did not report significantly different pain/fatigue (p = 0.56) or mean number of strides per run (p = 0.91). Injured participants did, however, have significantly greater peak vGRFs (p = 0.01) and weighted cumulative loading per run (p < 0.01). Results from this small but extensively studied sample of elite runners demonstrate that loading profiles (load magnitude-number combinations) quantified with activity monitors can provide valuable information that may prove essential for: (1) testing hypotheses regarding overuse injury mechanisms, (2) developing injury-prediction models, and (3) designing and adjusting athlete- and loading-specific training programs and feedback.
机译:高负荷强度(垂直地面反作用力; vGRF)和数量(步幅)的组合会引起累积的微创伤,可能导致跑步相关伤害(RRI)。然而,vGRF和RRI之间的关系仍然不清楚-可能是因为先前的研究在很大程度上受限于在实验室环境中收集vGRF,而忽略了RRI与步幅数之间的关系。在这项初步的概念验证研究中,我们解决了这些限制:在60天的时间里,每次大学运动员(n = 9)奔跑时,他们都佩戴了一个髋关节活动监测器,该监测器收集了整个跑步过程中的加速度。在每次运行的整个过程中,使用加速度来估计峰值vGRF,步幅数和加权累积负荷(峰值vGRF的总和为9次方)。跑步者还报告了他们的训练后疼痛/疲劳以及任何阻碍训练的RRI。在419次跑步和超过210万步幅中,受伤(n = 3)和未受伤(n = 6)的参与者没有报告明显不同的疼痛/疲劳(p = 0.56)或每次跑步的平均步幅数(p = 0.91)。但是,受伤的参与者确实有明显更高的峰值vGRF(p = 0.01)和每次运行的加权累积负荷(p <0.01)。来自这个规模虽小但经过大量研究的精英跑步运动员的结果表明,用活动监视器量化的负荷曲线(负荷大小-数量组合)可以提供有价值的信息,这些信息可能被证明对于以下方面至关重要:(1)测试关于过度使用伤害机制的假设,(2)伤害预测模型,以及(3)设计和调整针对运动员和负重的训练计划和反馈。

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