Evidence map›Paper›PMID 40540089›Full record

ArticleAnnals of biomedical engineering2025

Sex Differences in Head Acceleration Events in Law Enforcement Corrections Cadets.

Carly R Smith, Enora Le Flao, Samantha N DeAngleo, Jeffrey J Wing, Nathan A Edwards, James A Onate, Joshua A Hagen, Scott Paur, Joshua Walters, Jaclyn B Caccese

Abstract read
In one paragraph

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. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Carly R SmithThe Ohio State University Wexner Medical Center, College of Medicine, School of Health and Rehabilitation Sciences, Columbus, OH, USA.ORCID http://orcid.org/0009-0004-5901-0745
Enora Le FlaoThe Ohio State University Wexner Medical Center, College of Medicine, School of Health and Rehabilitation Sciences, Columbus, OH, USA.ORCID http://orcid.org/0000-0002-0006-0244
Samantha N DeAngleoThe Ohio State University Wexner Medical Center, College of Medicine, School of Health and Rehabilitation Sciences, Columbus, OH, USA.ORCID http://orcid.org/0009-0004-0754-2045
Jeffrey J WingChronic Brain Injury Program, The Ohio State University, Columbus, OH, USA.ORCID http://orcid.org/0000-0001-6999-6019
Nathan A EdwardsThe Ohio State University Wexner Medical Center, College of Medicine, School of Health and Rehabilitation Sciences, Columbus, OH, USA.ORCID http://orcid.org/0000-0003-3865-0757
James A OnateThe Ohio State University Wexner Medical Center, College of Medicine, School of Health and Rehabilitation Sciences, Columbus, OH, USA.ORCID http://orcid.org/0000-0003-1563-6661
Joshua A HagenHuman Performance Collaborative, The Ohio State University, Columbus, OH, USA.ORCID http://orcid.org/0000-0002-2829-1191
Scott PaurFranklin County Sheriff's Office, Columbus, OH, USA.
Joshua WaltersFranklin County Sheriff's Office, Columbus, OH, USA.
Jaclyn B CacceseThe Ohio State University Wexner Medical Center, College of Medicine, School of Health and Rehabilitation Sciences, Columbus, OH, USA. jaclyn.caccese@osumc.edu.ORCID http://orcid.org/0000-0003-2329-3603

Funding

Investigating Risk and Protective Factors for Repetitive Head Impact Exposure in Law Enforcement Cadets.F31NS137676 · NINDS · OHIO STATE UNIVERSITY · PI SMITH, CARLY R. · 2025 to 2025
$45k
Department of Defense HT9425-23-1-0520Department of Defense HT9425-23-1-0521NINDS NIH HHS F31 NS137676
6 · The paper itself

Abstract

purposeLaw enforcement cadets (LECs) undergo subject control technique training that may expose them to repetitive head impacts recorded as head acceleration events (HAEs) using instrumented mouthguards. Prior research suggests that sex and/or gender differences in HAE frequency and magnitude vary by sport. This study aimed to examine sex differences in HAE exposure among LECs during training.

methodsWe collected HAEs from 82 civilian LECs (16 females, mean age = 30 ± 9 years) using instrumented mouthguards. We compared peak linear acceleration (PLA) and peak rotational velocity (PRV) of HAEs > 5 g between sexes using a mixed-effects linear model, with sex and cohort as fixed-effect predictors and a random intercept for subject to account for repeated HAEs within individuals. Additionally, we assessed sex differences in the number of HAEs per athlete exposure using a negative binomial regression controlling for cohort.

resultsPLA was lower in female than male cadets (e.g., median PLA: females = 10.9 g, males = 12.3 g, p < 0.001). However, there were no statistically significant sex differences in the number of HAEs per athlete exposure (e.g., median: females = 10, males = 14, p = 0.169) or PRV (e.g., median PRV: females = 7.4 rad/s, males = 7.9 rad/s, p = 0.110).

conclusionsOverall, sex differences in HAE frequency and magnitude during subject control technique trainings were minimal. When differences were observed, female cadets exhibited less frequent and less severe HAEs than male cadets. This finding suggests that current training practices, including sex- and/or skill-matched pairing, may effectively reduce HAE exposure risk to females.

Indexed as

AccelerationHeadLaw EnforcementSex CharacteristicsAdultFemaleHumansMaleCombat trainingConcussionPoliceRepetitive head impactsRisk factors

Identifiers

PMID40540089
PMCPMC12391156

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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 OpenQuestion graph.