Evidence map›Paper›PMID 40397312›Full record

ArticleAnnals of biomedical engineering2025

On-field Head Acceleration Exposure Measurement Using Instrumented Mouthguards: Missing Data Imputation for Complete Exposure Analysis.

David Luke, Zaryan Masood, Daniel Bondi, Chaokai Zhang, Rebecca Kenny, Adam Clansey, Paul van Donkelaar, Alexander Rauscher, Songbai Ji, Lyndia Wu

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Article in Annals of biomedical engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

10 authors.

David LukeDepartment of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.
Zaryan MasoodDepartment of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.
Daniel BondiSchool of Biomedical Engineering, University of British Columbia, Vancouver, BC, Canada.
Chaokai ZhangDepartment of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA.
Rebecca KennyDepartment of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.
Adam ClanseyDepartment of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.
Paul van DonkelaarSchool of Health and Exercise Sciences, University of British Columbia, Kelowna, BC, Canada.
Alexander RauscherDepartment of Pediatrics, University of British Columbia, Vancouver, BC, Canada.
Songbai JiDepartment of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA.
Lyndia WuDepartment of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada. lwu@mech.ubc.ca.ORCID http://orcid.org/0000-0002-8236-032X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeAccurate quantification of head acceleration event (HAE) exposure is critical for investigating brain injury risk in contact sports athletes. However, missing HAEs may be unavoidable in real-world data collection. This study introduces missing data imputation methods to estimate complete video- and sensor-based HAE exposure.

methodsWe captured and verified university men's ice hockey HAEs using video and instrumented mouthguards (iMGs) in one varsity season (n

resultsAmong 591 athlete-games, 45% did not have any recorded iMG data. We find that data imputation increased the median values of per-athlete-season video- and iMG-based HAE counts by 10% and 69%, respectively. Consequently, common head kinematics- and brain deformation-based cumulative exposure metrics also increased substantially (median per-athlete-season cumulative peak linear acceleration by 95%, peak angular acceleration by 109%, and corpus callosum strain by 69%).

conclusionThis study highlights the potential underestimation of exposure metrics due to missing HAEs and fills a critical gap in sports HAE exposure research. Future studies should incorporate missing data imputation methods for more accurate estimation of HAE exposure in investigating acute and long-term brain trauma risks.

Indexed as

AccelerationHeadHockeyMouth ProtectorsAthletic InjuriesHumansMaleContact sportsExposureHead acceleration eventInstrumented mouthguardsMissing data imputationVideo analysis

Identifiers

PMID40397312

What Socratic holds

Textmetadata
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.