Oslo Sports Trauma Research Center, Department of Sports Medicine, Norwegian School of Sport Sciences, Oslo, Norway.
Faculty of Medicine, University of Oslo, Oslo, Norway.
Am J Sports Med. 2019 Mar;47(4):974-981. doi: 10.1177/0363546519826953. Epub 2019 Feb 25.
Wearable sensor systems have the potential to quantify head kinematic responses of head impacts in soccer. However, on-field use of sensors (eg, accelerometers) remains challenging, owing to poor coupling to the head and difficulties discriminating low-severity direct head impacts from inertial loading of the head from human movements, such as jumping and landing.
To test the validity of an in-ear sensor for quantifying head impacts in youth soccer.
Descriptive laboratory study.
First, the sensor was mounted to a Hybrid III headform and impacted with a linear impactor or a soccer ball. Peak linear acceleration (PLA), peak rotational acceleration (PRA), and peak rotational velocity (PRV) were obtained from both systems; random and systematic errors were calculated with Hybrid III as reference. Then, 6 youth soccer players wore sensors and performed a structured training protocol, including heading and nonheading exercises; they also completed 2 regular soccer sessions. For each accelerative event recorded, PLA, PRA, and PRV outputs were compared with video recordings. Receiver operating characteristic curves were used to determine the sensor's discriminatory capacity in both on-field settings, establishing cutoff values for predicting outcomes.
For the laboratory tests, the random error was 11% for PLA, 20% for PRA, and 5% for PRV; the systematic error was 11%, 19%, and 5%, respectively. For the structured training protocol, heading events resulted in higher absolute values (PLA = 15.6 g± 11.8 g) than nonheading events (PLA = 4.6 g± 1.2 g); the area under the curve was 0.98 for PLA. In regular training sessions, the area under the curve was >0.99 for PLA. A 9 g cutoff value yielded a positive predictive value of 100% in the structured training protocol versus 65% in the regular soccer sessions.
The in-ear sensor displayed considerable random error and substantially overestimated head impact exposure. Despite the sensor's excellent on-field accuracy for discriminating headings from other accelerative events in youth soccer, absolute values must be interpreted with caution, and there is a need for secondary means of verification (eg, video analysis) in real-life settings.
Wearable sensor systems can potentially provide valuable insights into head impact exposures in contact sports, but their limitations require careful consideration.
可穿戴传感器系统具有量化足球中头部冲击运动学反应的潜力。然而,由于与头部的耦合不良以及难以区分低严重程度的直接头部冲击与头部因跳跃和着陆等人体运动而产生的惯性负荷,传感器(如加速度计)在场上的使用仍具有挑战性。
测试一种入耳式传感器在量化青少年足球中头部冲击的有效性。
描述性实验室研究。
首先,将传感器安装在 Hybrid III 头部模型上,并使用线性冲击器或足球进行冲击。从两个系统中获得峰值线性加速度(PLA)、峰值旋转加速度(PRA)和峰值旋转速度(PRV);使用 Hybrid III 作为参考计算随机和系统误差。然后,6 名青少年足球运动员佩戴传感器并完成一项结构化训练方案,包括顶球和非顶球练习;他们还完成了 2 次常规足球训练。对于记录的每个加速事件,将 PLA、PRA 和 PRV 输出与视频记录进行比较。使用接收者操作特征曲线确定传感器在两种现场环境中的区分能力,为预测结果建立截断值。
对于实验室测试,PLA 的随机误差为 11%,PRA 的随机误差为 20%,PRV 的随机误差为 5%;PLA 的系统误差为 11%,PRA 的系统误差为 19%,PRV 的系统误差为 5%。对于结构化训练方案,顶球事件导致的绝对值(PLA=15.6g±11.8g)高于非顶球事件(PLA=4.6g±1.2g);PLA 的曲线下面积为 0.98。在常规训练中,PLA 的曲线下面积>0.99。在结构化训练方案中,9g 的截断值产生了 100%的阳性预测值,而在常规足球训练中则为 65%。
入耳式传感器显示出相当大的随机误差,并且大大高估了头部冲击暴露量。尽管传感器在区分青少年足球中头部与其他加速事件方面具有出色的现场准确性,但必须谨慎解释绝对值,并且在实际环境中需要使用辅助验证手段(例如视频分析)。
可穿戴传感器系统有可能为接触性运动中的头部冲击暴露提供有价值的见解,但它们的局限性需要仔细考虑。