Gellner Ryan, Begonia Mark T, Wood Matthew, Rockwell Lewis, Geiman Taylor, Jung Caitlyn, Gellner Blake, MacMartin Allison, Manlapit Sophia, Rowson Steve
Virginia Tech (Biomedical Engineering and Mechanics), Blacksburg, VA, USA.
Carnegie Mellon (Mechanical Engineering), Pittsburgh, PA, USA.
Ann Biomed Eng. 2025 May;53(5):1138-1147. doi: 10.1007/s10439-025-03687-1. Epub 2025 Feb 22.
Instrumented head acceleration measurement devices are commonly used in research studies to determine head acceleration exposure in certain populations. Instrumented mouthguards pair directly to the user's teeth and offer six-degree-of-freedom measurements. Though many studies have recently used these devices, post-processing techniques vary by study. Other studies have attempted to label impact quality or coupling status, also with varying methods. This study sought to compare the effect of post-processing and labeling methods on reported exposure distribution characteristics in instrumented mouthguard data from ice hockey players. We collected data from 18 female adolescent ice hockey players on two teams for an entire season. We then post-processed the measured signals using five different techniques: (1) the instrumented mouthguard manufacturer's data output, (2) a 500 Hz linear acceleration filter and a 300 Hz angular velocity filter, (3) HEADSport, (4) a 100 Hz linear acceleration filter and a 175 Hz angular velocity filter, and (5) a salvaging process to detect and remove decoupling based on signal frequency content. The post-processing techniques affected the reported exposure distributions by changing the mean, median, and 95th percentile values of peak linear and angular kinematics. We also compared labeling techniques by measuring agreement and inter-rater reliability between three labeling techniques: the instrumented mouthguard manufacturer's label, Luke et al.'s coupling label, and our classification learner that detects and labels decoupling. We found that the labeling techniques had low agreement about which acceleration events were the best to keep. Labeling technique also influenced the reported distributions' descriptive statistics. Post-processing and event labeling are crucial components of head acceleration event exposure studies. Methods should be described by researchers, and standardization should be sought to allow for better cross-study comparison. Published and publicly available techniques can help move the field toward this ideal. Researchers should be aware of the potential effect post-processing can have on a population's final reported exposure metrics.
仪器化头部加速度测量设备常用于研究中,以确定特定人群的头部加速度暴露情况。仪器化护齿直接与使用者的牙齿配对,并提供六自由度测量。尽管最近许多研究都使用了这些设备,但后处理技术因研究而异。其他研究试图对撞击质量或耦合状态进行标记,方法也各不相同。本研究旨在比较后处理和标记方法对冰球运动员仪器化护齿数据中报告的暴露分布特征的影响。我们收集了来自两个队的18名女性青少年冰球运动员一整个赛季的数据。然后,我们使用五种不同的技术对测量信号进行后处理:(1)仪器化护齿制造商的数据输出,(2)500赫兹线性加速度滤波器和300赫兹角速度滤波器,(3)HEADSport,(4)100赫兹线性加速度滤波器和175赫兹角速度滤波器,以及(5)基于信号频率内容检测和去除解耦的挽救过程。后处理技术通过改变峰值线性和角运动学的均值、中位数和第95百分位数来影响报告的暴露分布。我们还通过测量三种标记技术之间的一致性和评分者间信度来比较标记技术:仪器化护齿制造商的标记、卢克等人的耦合标记以及我们检测和解耦标记的分类学习器。我们发现,对于哪些加速度事件最值得保留,标记技术的一致性较低。标记技术也影响了报告分布的描述性统计。后处理和事件标记是头部加速度事件暴露研究的关键组成部分。研究人员应描述方法,并应寻求标准化,以便进行更好的跨研究比较。已发表和公开可用的技术有助于推动该领域朝着这一理想方向发展。研究人员应意识到后处理可能对人群最终报告的暴露指标产生的潜在影响。