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使用仪器化防护牙套进行现场头部加速度暴露测量:多阶段筛选以优化数据质量。

On-field Head Acceleration Exposure Measurements Using Instrumented Mouthguards: Multi-stage Screening to Optimize Data Quality.

机构信息

Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.

School of Biomedical Engineering, The University of British Columbia, Vancouver, BC, Canada.

出版信息

Ann Biomed Eng. 2024 Oct;52(10):2666-2677. doi: 10.1007/s10439-024-03592-z. Epub 2024 Aug 3.

DOI:10.1007/s10439-024-03592-z
PMID:39097541
Abstract

Instrumented mouthguards (iMGs) are widely applied to measure head acceleration event (HAE) exposure in sports. Despite laboratory validation, on-field factors including potential sensor skull-decoupling and spurious recordings limit data accuracy. Video analysis can provide complementary information to verify sensor data but lacks quantitative kinematics reference information and suffers from subjectivity. The purpose of this study was to develop a rigorous multi-stage screening procedure, combining iMG and video as independent measurements, aimed at improving the quality of on-field HAE exposure measurements. We deployed iMGs and gathered video recordings in a complete university men's ice hockey varsity season. We developed a four-stage process that involves independent video and sensor data collection (Stage I), general screening (Stage II), cross verification (Stage III), and coupling verification (Stage IV). Stage I yielded 24,596 iMG acceleration events (AEs) and 17,098 potential video HAEs from all games. Approximately 2.5% of iMG AEs were categorized as cross-verified and coupled iMG HAEs after Stage IV, and less than 1/5 of confirmed or probable video HAEs were cross-verified with iMG data during stage III. From Stage I to IV, we observed lower peak kinematics (median peak linear acceleration from 36.0 to 10.9 g; median peak angular acceleration from 3922 to 942 rad/s) and reduced high-frequency signals, indicative of potential reduction in kinematic noise. Our study proposes a rigorous process for on-field data screening and provides quantitative evidence of data quality improvements using this process. Ensuring data quality is critical in further investigation of potential brain injury risk using HAE exposure data.

摘要

仪器化口腔防护器(iMGs)广泛应用于测量运动中的头部加速事件(HAE)暴露。尽管经过了实验室验证,但包括潜在传感器颅骨解耦和虚假记录在内的现场因素限制了数据的准确性。视频分析可以提供补充信息来验证传感器数据,但缺乏定量运动学参考信息,并存在主观性。本研究的目的是开发一种严格的多阶段筛选程序,将 iMG 和视频作为独立的测量方法相结合,旨在提高现场 HAE 暴露测量的质量。我们在一个完整的大学男子冰球校队赛季中部署了 iMG 并收集了视频记录。我们开发了一个四阶段的过程,包括独立的视频和传感器数据收集(第 I 阶段)、一般筛选(第 II 阶段)、交叉验证(第 III 阶段)和耦合验证(第 IV 阶段)。第 I 阶段从所有比赛中产生了 24596 个 iMG 加速度事件(AEs)和 17098 个潜在视频 HAE。经过第 IV 阶段后,约有 2.5%的 iMG AEs 被归类为交叉验证和耦合 iMG HAE,而在第 III 阶段,不到 1/5 的确认或可能的视频 HAE 与 iMG 数据交叉验证。从第 I 阶段到第 IV 阶段,我们观察到较低的峰值运动学(中位数峰值线性加速度从 36.0 降至 10.9 g;中位数峰值角加速度从 3922 降至 942 rad/s)和减少的高频信号,表明运动学噪声可能降低。我们的研究提出了一种严格的现场数据筛选过程,并提供了使用该过程提高数据质量的定量证据。确保数据质量对于使用 HAE 暴露数据进一步研究潜在的脑损伤风险至关重要。

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Quality Issues in Kinematic Traces from Three Head Impact Sensors in Boxing: Prevalence, Effects, and Implications for Exposure Assessment.拳击运动中三种头部撞击传感器运动轨迹的质量问题:发生率、影响及对暴露评估的意义
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本文引用的文献

1
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J Biomech. 2024 Jan;162:111889. doi: 10.1016/j.jbiomech.2023.111889. Epub 2023 Dec 1.
2
Capturing Head Impacts in Boxing: A Video-Based Comparison of Three Wearable Sensors.捕捉拳击中的头部撞击:三种可穿戴传感器的基于视频的比较。
Ann Biomed Eng. 2024 Feb;52(2):270-281. doi: 10.1007/s10439-023-03369-w. Epub 2023 Sep 20.
3
Leveraging football accelerometer data to quantify associations between repetitive head impacts and chronic traumatic encephalopathy in males.
利用足球加速计数据定量分析男性重复性头部撞击与慢性创伤性脑病之间的关系。
Nat Commun. 2023 Jun 20;14(1):3470. doi: 10.1038/s41467-023-39183-0.
4
Consensus Head Acceleration Measurement Practices (CHAMP): Study Design and Statistical Analysis.共识头加速度测量实践(CHAMP):研究设计和统计分析。
Ann Biomed Eng. 2022 Nov;50(11):1346-1355. doi: 10.1007/s10439-022-03101-0. Epub 2022 Oct 17.
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Consensus Head Acceleration Measurement Practices (CHAMP): Laboratory Validation of Wearable Head Kinematic Devices.共识性头部加速度测量实践(CHAMP):可穿戴式头部运动学设备的实验室验证。
Ann Biomed Eng. 2022 Nov;50(11):1356-1371. doi: 10.1007/s10439-022-03066-0. Epub 2022 Sep 14.
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On-Field Deployment and Validation for Wearable Devices.可穿戴设备的现场部署和验证。
Ann Biomed Eng. 2022 Nov;50(11):1372-1388. doi: 10.1007/s10439-022-03001-3. Epub 2022 Aug 12.
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Consensus Head Acceleration Measurement Practices (CHAMP): Origins, Methods, Transparency and Disclosure.共识头加速度测量实践(CHAMP):起源、方法、透明度和披露。
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