Head-Impact–Measurement Devices: A Systematic Review
Open accessAbstract
Context: With an estimated 3.8 million sport- and recreation-related concussions occurring annually, targeted prevention and diagnostic methods are needed. Biomechanical analysis of head impacts may provide quantitative information that can inform both prevention and diagnostic strategies. Objective: To assess available head-impact devices and their clinical utility. Data Sources: We performed a systematic search of the electronic database PubMed for peer-reviewed publications, using the following phrases: accelerometer and concussion, head impact telemetry, head impacts and concussion and sensor, head impacts and sensor, impact sensor and concussion, linear acceleration and concussion, rotational acceleration and concussion, and xpatch concussion. In addition to the literature review, a Google search for head impact monitor and concussion monitor yielded 15 more devices. Study Selection: Included studies were performed in vivo, used commercially available devices, and focused on sport-related concussion. Data Extraction: One author reviewed the title and abstract of each study for inclusion and exclusion criteria and then reviewed each full-text article to confirm inclusion criteria. Controversial articles were reviewed by all authors to reach consensus. Data Synthesis: In total, 61 peer-reviewed articles involving 4 head-impact devices were included. Participants in boxing, football, ice hockey, soccer, or snow sports ranged in age from 6 to 24 years; 18% (n = 11) of the studies included female athletes. The Head Impact Telemetry System was the most widely used device (n = 53). Fourteen additional commercially available devices were presented. Conclusions: Measurements collected by impact monitors provided real-time data to estimate player exposure but did not have the requisite sensitivity to concussion. Proper interpretation of previously reported head-impact kinematics across age, sport, and position may inform future research and enable staff clinicians working on the sidelines to monitor athletes. However, head-impact–monitoring systems have limited clinical utility due to error rates, designs, and low specificity in predicting concussive injury.
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Additional benefits of wearable sensors in the field setting include their applicability in environments where rapid medical care is needed and often not readily available, for example, at the scene of accidents, in military settings, athletics and in resource-constrained environments.
“Additional benefits of wearable sensors in the field setting include their applicability in environments where rapid medical care is needed and often not readily available, for example, at the scene of accidents, in military settings, athletics and in resource-constrained environments (Figure 2) [36,138-140].”
From Wearables and the Medical Revolution (2018) · cites this paper as [36]
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Self-citationSport-Related Concussion Reporting and State Legislative Effects
Laroche, A., Nelson, L. D., Connelly, P., Walter, K., & McCrea, M. (2016) · Clinical Journal of Sports Medicine · doi:10.1097/jsm.0000000000000192 · Cited by 101 · see citing works
Rotational Acceleration, Brain Tissue Strain, and the Relationship to Concussion
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MEASUREMENT OF HEAD IMPACTS IN COLLEGIATE FOOTBALL PLAYERS
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Head Impact Exposure in Youth Football
Young, T., Daniel, R. W., Rowson, S., & Duma, S. M. (2013) · Clinical Journal of Sport Medicine · doi:10.1097/jsm.0000000000000055 · Cited by 87 · see citing works
Self-citationKing, D. A., Hume, P. A., Gissane, C., Brughelli, M., & Clark, T. N. (2015) · Sports Medicine · doi:10.1007/s40279-015-0423-7 · Cited by 86 · see citing works
Subconcussive Head Impact Biomechanics
Martini, D. N., Eckner, J. T., Kutcher, J. S., & Broglio, S. P. (2013) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e3182798758 · Cited by 85 · see citing works
Self-citationValidation of a Helmet-Based System to Measure Head Impact Biomechanics in Ice Hockey
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Head-Impact Mechanisms in Men's and Women's Collegiate Ice Hockey
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Football Players' Head-Impact Exposure After Limiting of Full-Contact Practices
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Self-citationA prospective study of punch biomechanics and cognitive function for amateur boxers
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No Evidence for a Cumulative Impact Effect on Concussion Injury Threshold
Eckner, J. T., Sabin, M. J., Kutcher, J. S., & Broglio, S. P. (2011) · Journal of Neurotrauma · doi:10.1089/neu.2011.1910 · Cited by 76 · see citing works
Self-citationEarly results of a helmetless-tackling intervention to decrease head impacts in football players
Swartz, E. E., Broglio, S. P., Cook, S. B., Cantu, R. C., Ferrara, M. S., Guskiewicz, K. M., & Myers, J. L. (2015) · Journal of Athletic Training · doi:10.4085/1062-6050-51.1.06 · Cited by 75 · see citing works
Self-citationMechanisms of brain impact injuries and their prediction: A review
Post, A., & Hoshizaki, T. B. (2012) · Trauma · doi:10.1177/1460408612446573 · Cited by 74 · see citing works
Head Impact Exposure During a Weekend Youth Soccer Tournament
Chrisman, S. P. D., Donald, C. L. M., Friedman, S. D., Andre, J. B., Rowhani‐Rahbar, A., Drescher, S., Stein, E. M., Holm, M., Evans, N., Poliakov, A. V., et al. (2016) · Journal of Child Neurology · doi:10.1177/0883073816634857 · Cited by 74 · see citing works
Head Impact Exposure and Neurologic Function of Youth Football Players
Munce, T. A., Dorman, J. C., Thompson, P. A., Valentine, V. D., & Bergeron, M. F. (2014) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000000591 · Cited by 73 · see citing works
The Effect of Play Type and Collision Closing Distance on Head Impact Biomechanics
Ocwieja, K. E., Mihalik, J. P., Marshall, S. W., Schmidt, J. D., Trulock, S. C., & Guskiewicz, K. M. (2011) · Annals of Biomedical Engineering · doi:10.1007/s10439-011-0401-7 · Cited by 70 · see citing works
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Frequency, magnitude, and distribution of head impacts in Pop Warner football: The cumulative burden
Wong, R. H., Wong, A. K., & Bailes, J. E. (2013) · Clinical Neurology and Neurosurgery · doi:10.1016/j.clineuro.2013.11.036 · Cited by 63 · see citing works
Practice type effects on head impact in collegiate football
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IMPACT INJURY AND CRASH PROTECTION
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Self-citationMeasurement of Head Impacts in Youth Ice Hockey Players
Reed, N. S., Taha, T., Keightley, M., Duggan, C., McAuliffe, J. E., Cubos, J., Baker, J. R., Faught, B. E., McPherson, M. N., & Montelpare, W. J. (2010) · International Journal of Sports Medicine · doi:10.1055/s-0030-1263103 · Cited by 55 · see citing works
Is migraine a risk factor for the development of concussion?
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Every newton hertz: A macro to micro approach to investigating brain injury
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Does Visual Performance Influence Head Impact Severity Among High School Football Athletes?
Schmidt, J. D., Guskiewicz, K. M., Mihalik, J. P., Blackburn, J. T., Siegmund, G. P., & Marshall, S. W. (2014) · Clinical Journal of Sport Medicine · doi:10.1097/jsm.0000000000000143 · Cited by 19 · see citing works
The Effect of Head Impact Location on Day of Diagnosed Concussion in College Football
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Self-citationHigh magnitude head impacts experienced during youth football practices.
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Wearables and the Medical Revolution
Dunn, J., Runge, R., & Snyder, M. (2018) · Personalized Medicine · doi:10.2217/pme-2018-0044 · Cited by 654 · see citing works
“Preventice Bodyguardian Heart Ambulatory cardiac monitoring Ordered through physician billed directly to insurance Chest patch Accel, ECG Cleared [36]”
American Medical Society for Sports Medicine position statement on concussion in sport
Harmon, K. G., Clugston, J. R., Dec, K. L., Hainline, B. W., Herring, S. A., Kane, S. F., Kontos, A. P., Leddy, J. J., McCrea, M., Poddar, S. K., et al. (2019) · British Journal of Sports Medicine · doi:10.1136/bjsports-2018-100338 · Cited by 491 · see citing works
Broglio, S. P., McCrea, M., McAllister, T. W., Harezlak, J., Katz, B. P., Hack, D. C., & Hainline, B. W. (2017) · Sports Medicine · doi:10.1007/s40279-017-0707-1 · Cited by 340 · see citing works
Self-citationMcKee, A. C., Stein, T. D., Huber, B. R., Crary, J. F., Bieniek, K., Dickson, D., Alvarez, V. E., Cherry, J. D., Farrell, K., Butler, M., et al. (2023) · Acta Neuropathologica · doi:10.1007/s00401-023-02540-w · Cited by 244 · see citing works
“The methods, however, were limited by low statistical power, inaccurate assessments of career duration (measured only as age at retirement), and the combination of football players with ice hockey players, sports with very different RHI exposure profiles [81, 93] A recent study demonstrated a dose–response relationshi…”
MethodAmerican Medical Society for Sports Medicine Position Statement on Concussion in Sport
Harmon, K. G., Clugston, J. R., Dec, K., Hainline, B., Herring, S. A., Kane, S., Kontos, A. P., Leddy, J. J., McCrea, M. A., Poddar, S. K., et al. (2019) · Clinical Journal of Sport Medicine · doi:10.1097/jsm.0000000000000720 · Cited by 173 · see citing works
“Neither a device nor a specific thresholdmeasure of force or angular acceleration can be used to diagnose concussion.(38,48) Some athletes experience high forces with no clinical symptoms of concussion, and some athletes sustain a concussion at much lower impact forces, making current impact measures a poor predictor…”
Sport-Related Concussion in Female Athletes: A Systematic Review
McGroarty, N. K., Brown, S. M., & Mulcahey, M. K. (2020) · Orthopaedic Journal of Sports Medicine · doi:10.1177/2325967120932306 · Cited by 152 · see citing works
“1 [30-52] 3491 [2411-4169] AE without concussion 2.”
Concussion biomechanics, head acceleration exposure and brain injury criteria in sport: a review
Tierney, G. J. (2021) · Sports Biomechanics · doi:10.1080/14763141.2021.2016929 · Cited by 106 · see citing works
Concussion Pathophysiology and Injury Biomechanics
Romeu-Mejia, R. A., Giza, C. C., & Goldman, J. (2019) · Current Reviews in Musculoskeletal Medicine · doi:10.1007/s12178-019-09536-8 · Cited by 102 · see citing works
Kieffer, E. E., Begonia, M. T., Tyson, A. M., & Rowson, S. (2020) · Annals of Biomedical Engineering · doi:10.1007/s10439-020-02647-1 · Cited by 97 · see citing works
Self-citationHead Impact Density: A Model To Explain the Elusive Concussion Threshold
Broglio, S. P., Lapointe, A. P., O’Connor, K. L., & McCrea, M. (2017) · Journal of Neurotrauma · doi:10.1089/neu.2016.4767 · Cited by 93 · see citing works
Self-citationKazanskiy, N. L., Butt, M. A., & Khonina, S. N. (2022) · Nanomaterials · doi:10.3390/nano12030334 · Cited by 87 · see citing works
“Preventice Bodyguardian Heart Ambulatory cardiac monitoring Ordered through physician, billed directly to insurance Chest patch Accel, EFG Cleared [57]”
On-Field Deployment and Validation for Wearable Devices
Kuo, C., Patton, D. A., Rooks, T. F., Tierney, G. J., McIntosh, A. S., Lynall, R. C., Esquivel, A. O., Daniel, R., Kaminski, T. W., Mihalik, J. P., et al. (2022) · Annals of Biomedical Engineering · doi:10.1007/s10439-022-03001-3 · Cited by 80 · see citing works
Wilde, E. A., Wanner, I. B., Kenney, K., Gill, J., Stone, J. R., Disner, S. G., Caroline Schnakers, A., Meyer, R., Prager, E. M., Haas, M., et al. (2022) · Journal of Neurotrauma · doi:10.1089/neu.2021.0099 · Cited by 78 · see citing works
“harmonization of data and use with other monitoring devices.(130)”
MethodCampolettano, E. T., Gellner, R. A., Smith, E. P., Bellamkonda, S., Tierney, C. T., Crisco, J. J., Jones, D. A., Kelley, M. E., Urban, J. E., Stitzel, J. D., et al. (2019) · Annals of Biomedical Engineering · doi:10.1007/s10439-019-02382-2 · Cited by 77 · see citing works
Self-citationHead Impact Sensor Studies In Sports: A Systematic Review Of Exposure Confirmation Methods
Patton, D. A., Huber, C. M., Jain, D., Myers, R. K., McDonald, C. C., Margulies, S. S., Master, C. L., & Arbogast, K. B. (2020) · Annals of Biomedical Engineering · doi:10.1007/s10439-020-02642-6 · Cited by 72 · see citing works
Potentials of Digitalization in Sports Medicine: A Narrative Review
Rigamonti, L., Albrecht, U., Lutter, C., Tempel, M., Wolfarth, B., & Back, D. A. (2020) · Current Sports Medicine Reports · doi:10.1249/jsr.0000000000000704 · Cited by 82 · see citing works
Rapid Estimation of Entire Brain Strain Using Deep Learning Models
Zhan, X., Liu, Y., Raymond, S., Alizadeh, H. V., Domel, A. G., Gevaert, O., Zeineh, M., Grant, G. A., & Camarillo, D. B. (2021) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2021.3073380 · Cited by 67 · see citing works
“As the input necessary to calculate the brain strain resulting from a head impact, the head kinematics of the impact are traditionally measured by wearable sensor systems like the head impact telemetry system (HITS) [24], Xpatch [25] and instrumented mouthguard [26]–[30].”
MethodArbogast, K. B., Caccese, J. B., Buckley, T. A., McIntosh, A. S., Henderson, K. A., Stemper, B. D., Solomon, G. S., Broglio, S. P., Funk, J. R., & Crandall, J. R. (2022) · Annals of Biomedical Engineering · doi:10.1007/s10439-022-03025-9 · Cited by 56 · see citing works
Self-citationJoseph, J. R., Swallow, J. S., Willsey, K., Lapointe, A. P., Khalatbari, S. H., Korley, F. K., Oppenlander, M. E., Park, P., Szerlip, N. J., & Broglio, S. P. (2018) · Journal of neurosurgery · doi:10.3171/2017.12.jns172386 · Cited by 56 · see citing works
Self-citationMcCrea, M., Shah, A. S., Duma, S. M., Rowson, S., Harezlak, J., McAllister, T. W., Broglio, S. P., Giza, C. C., Goldman, J., Cameron, K. L., et al. (2021) · JAMA Neurology · doi:10.1001/jamaneurol.2020.5193 · Cited by 51 · see citing works
Self-citationMa, J., Liu, S., & Pei, Y. (2025) · Scientific Reports · doi:10.1038/s41598-025-24144-y · Cited by 51 · see citing works
Haid, D., Foster, L., Hart, J., Greenwald, R. M., Allen, T., Sareh, P., & Duncan, O. (2023) · Smart Materials and Structures · doi:10.1088/1361-665x/acfddf · Cited by 49 · see citing works
Flao, E. L., Siegmund, G., & Borotkanics, R. (2021) · Sports Medicine · doi:10.1007/s40279-021-01574-y · Cited by 43 · see citing works
Factors Affecting Head Impact Exposure in College Football Practices: A Multi-Institutional Study
Campolettano, E. T., Rowson, S., Duma, S. M., Stemper, B. D., Shah, A. S., Harezlak, J., Riggen, L., Mihalik, J. P., Brooks, A., Cameron, K. L., et al. (2019) · Annals of Biomedical Engineering · doi:10.1007/s10439-019-02309-x · Cited by 42 · see citing works
Self-citationCaccese, J. B., Iverson, G. L., Cameron, K. L., Houston, M. N., McGinty, G. T., Jackson, J. C., O’Donnell, P. G., Pasquina, P. F., Broglio, S. P., McCrea, M., et al. (2019) · Journal of Neurotrauma · doi:10.1089/neu.2019.6571 · Cited by 42 · see citing works
“participants in other contact sports are also exposed to hundreds of traumatic brain injuries (TBIs) per year, many of which have considerable peak linear and rotational acceleration.(17) The possible long-term effects of sport-related concussion and these repetitive TBIs on brain health are not well understood.”
BackgroundSelf-citationCharacterizing Verified Head Impacts in High School Girls’ Lacrosse
Caswell, S. V., Lincoln, A. E., Stone, H., Kelshaw, P. M., Putukian, M., Hepburn, L. H., Higgins, M., & Cortés, N. (2017) · The American Journal of Sports Medicine · doi:10.1177/0363546517724754 · Cited by 41 · see citing works
Evaluation of an In-Ear Sensor for Quantifying Head Impacts in Youth Soccer
Sandmo, S. B., McIntosh, A. S., Andersen, T. E., Koerte, I. K., & Bahr, R. (2019) · The American Journal of Sports Medicine · doi:10.1177/0363546519826953 · Cited by 40 · see citing works
“However, several issues have made quantifying head impact exposure challenging, despite the multiple systems currently available.(12,13) A central issue has been poor sensor The American Journal of Sports Medicine 1–8 DOI: 10.”
BackgroundBrain Strain: Computational Model-Based Metrics for Head Impact Exposure and Injury Correlation
Miller, L. E., Urban, J. E., Davenport, E. M., Powers, A. K., Whitlow, C. T., Maldjian, J. A., & Stitzel, J. D. (2020) · Annals of Biomedical Engineering · doi:10.1007/s10439-020-02685-9 · Cited by 39 · see citing works
Pankow, M. P., Syrydiuk, R. A., Kolstad, A., Hayden, A., Dennison, C., Mrazik, M., Hagel, B., & Emery, C. (2021) · Sports Medicine · doi:10.1007/s40279-021-01609-4 · Cited by 35 · see citing works
“conducted a systematic review on head impact monitoring systems reporting data pertaining to football in addition to many other sports [19].”
BackgroundSwartz, E. E., Myers, J. L., Cook, S. B., Guskiewicz, K. M., Ferrara, M. S., Cantu, R. C., Chang, H., & Broglio, S. P. (2019) · Journal of science and medicine in sport · doi:10.1016/j.jsams.2019.05.018 · Cited by 38 · see citing works
Self-citationIntegrating Human and Nonhuman Primate Data to Estimate Human Tolerances for Traumatic Brain Injury
Wu, T., Sato, F., Antona‐Makoshi, J., Gabler, L. F., Giudice, J. S., Alshareef, A., Yaguchi, M., Masuda, M., Margulies, S. S., & Panzer, M. B. (2021) · Journal of Biomechanical Engineering · doi:10.1115/1.4053209 · Cited by 38 · see citing works
Characterizing Head Impact Exposure in Men and Women During Boxing and Mixed Martial Arts
Jansen, A. E., McGrath, M., Samorezov, S., Johnston, J. D., Bartsch, A., & Alberts, J. L. (2021) · Orthopaedic Journal of Sports Medicine · doi:10.1177/23259671211059815 · Cited by 36 · see citing works
“Reported error margins are as large as 32% ± 43% (mean ± SD) for peak linear acceleration (PLA) and 35% ± 36% for peak angular acceleration (PAA) when comparing HIT System results with head sensor data collected in vitro (via anthropomorphic devices) and ex vivo (via postmortem human subjects), both of which allow for…”
MethodResultInfluentialGabler, L. F., Patton, D. A., Begonia, M. T., Daniel, R., Rezaei, A., Huber, C. M., Siegmund, G. P., Rooks, T. F., & Wu, L. C. (2022) · Annals of Biomedical Engineering · doi:10.1007/s10439-022-03066-0 · Cited by 33 · see citing works
Laboratory Validation of Instrumented Mouthguard for Use in Sport
Stitt, D., Draper, N., Alexander, K., & Kabaliuk, N. (2021) · Sensors · doi:10.3390/s21186028 · Cited by 34 · see citing works
“Using a 12-accelerometer array embedded rigidly in hard-shelled helmets, accuracy of the device depends on the fit of the helmet [37,38].”
BackgroundMethodBartsch, A. J., Hedin, D. S., Alberts, J. L., Benzel, E. C., Cruickshank, J., Gray, R. S., Cameron, K. L., Houston, M. N., Rooks, T. F., McGinty, G. T., et al. (2020) · Annals of Biomedical Engineering · doi:10.1007/s10439-020-02640-8 · Cited by 31 · see citing works
Self-citationConsensus Head Acceleration Measurement Practices (CHAMP): Study Design and Statistical Analysis
Rowson, S., Mihalik, J. P., Urban, J. E., Schmidt, J. D., Marshall, S. W., Harezlak, J., Stemper, B. D., McCrea, M., & Funk, J. (2022) · Annals of Biomedical Engineering · doi:10.1007/s10439-022-03101-0 · Cited by 30 · see citing works
Self-citationAssociation of Previous Concussion with Hippocampal Volume and Symptoms in Collegiate-Aged Athletes
Meier, T. B., España, L. Y., Kirk, A. J., Nader, A. M., Powell, J. E., Nelson, L. D., Mayer, A. R., & Brett, B. L. (2021) · Journal of Neurotrauma · doi:10.1089/neu.2020.7143 · Cited by 29 · see citing works
“Multiple methods have been used to operationalize contact sport exposure or RHI, including years of participation in a primary sport or age of first exposure.”
Sport- and Gender-Based Differences in Head Impact Exposure and Mechanism in High School Sports
Huber, C. M., Patton, D. A., McDonald, C. C., Jain, D., Simms, K., Lallo, V., Margulies, S. S., Master, C. L., & Arbogast, K. B. (2021) · Orthopaedic Journal of Sports Medicine · doi:10.1177/2325967120984423 · Cited by 28 · see citing works
“During verified game times 13,388 3740 9648 1758 5038 364 801 1323 3809 295 With on-field players 5094 (38) 1655 (44) 3439 (36) 1191 (68) 1584 (31) 161 (44) 149 (19) 255 (19) 1706 (45) 48 (16) With players in field of view 3552 (27) 778 (21) 2774 (29) 565 (32) 1328 (26) 81 (22) 123 (15) 102 (8) 1323 (35) 30 (10) Impac…”
Head Impact Exposures Among Youth Tackle and Flag American Football Athletes
Waltzman, D., Sarmiento, K., Devine, O. J., Zhang, X., DePadilla, L., Kresnow, M., Borradaile, K. E., Hurwitz, A., Jones, D. J., Goyal, R., et al. (2021) · Sports Health A Multidisciplinary Approach · doi:10.1177/1941738121992324 · Cited by 28 · see citing works
“Data on head impact exposure are generally obtained through sensor technologies (such as those placed on helmets or in mouthguards and skin patches) that have been validated for this purpose.(11,43) While sensor technologies vary, most are designed to collect number, magnitude, and location of impacts.”
BackgroundMarks, M. E., Holcomb, T. D., Pritchard, N. S., Miller, L. E., Espeland, M. A., Miles, C. M., Moore, J. B., Foley, K. L., Stitzel, J. D., & Urban, J. E. (2022) · Annals of Biomedical Engineering · doi:10.1007/s10439-022-03097-7 · Cited by 26 · see citing works
Neurotrauma Prevention Review: Improving Helmet Design and Implementation
Goutnik, M., Goeckeritz, J., Sabetta, Z., Curry, T., Willman, M., Willman, J., Thomas, T. C., & Lucke-Wold, B. P. (2022) · Biomechanics · doi:10.3390/biomechanics2040039 · Cited by 25 · see citing works
“The overall benefit of impact sensors (accelerometer and gyroscope) in helmets has been widely debated, as numerous studies have highlighted the significant error in data measurement and consequently limited clinical utility [78,79].”
BackgroundAhmed, I., & Fine, P. D. (2021) · BMJ Open Sport & Exercise Medicine · doi:10.1136/bmjsem-2020-000828 · Cited by 25 · see citing works
Automated soccer head impact exposure tracking using video and deep learning
Rezaei, A., & Wu, L. C. (2022) · Scientific Reports · doi:10.1038/s41598-022-13220-2 · Cited by 30 · see citing works
“Some studies have used wearable head impact sensors to objectively and quantitatively monitor impact exposure 13 .”
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The evolving landscape of policies, rules, and law in sport-related concussion
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“Nonetheless, accelerometers have been shown to be useful at generalizing HIE over a longer time period.(17,36) Third, neither concussion history nor participation in previous seasons informed the inclusion/exclusion criteria in this study.”
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Head Impact Situations in Professional Football (Soccer)
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“calculating peak linear accelerations) can help to identify the severity of HIIs and the impacts on the brain in future [48].”
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The Effects of Headgear in High School Girls’ Lacrosse
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“Such technologies are typically wireless and need to be very small, meaning acquisition can be prone to issues including inaccuracies and false positives [27].”
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“001 0-5 y 12 (13) 48 (41) 6-10 y 18 (20) 42 (36) 11-15 y 23 (25) 23 (19) .”
Duration of Ice Hockey Play and Chronic Traumatic Encephalopathy
Abdolmohammadi, B., Tuz‐Zahra, F., Uretsky, M., Nicks, R., Mosaheb, S., Labonte, J., Yhang, E., Durape, S., Martin, B. M., Palmisano, J. N., et al. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.49106 · Cited by 19 · see citing works
Impact behaviour of 3D printed cellular structures for mouthguard applications
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IoT Integrated Accelerometer Design and Simulation for Smart Helmets
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“Measuring the tissue-level response of the brain to impact in vivo poses significant challenges, making it exceedingly difficult to obtain direct measurements [17].”
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“When tested against biomechanical sensors in a laboratory setting, the accuracy of helmet-based accelerometers must be interpreted cautiously (O'Connor et al., 2017; Siegmund et al., 2016).”
Physics-Informed Machine Learning Improves Detection of Head Impacts
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“Because the accuracy of head impact detection via accelerometer tracking is quite poor (O’Connor et al., 2017; Press and Rowson, 2017), we also present results from a model without the continuous predictor variable for number of head impacts.”
Sex and Sport Differences in College Lacrosse and Soccer Head Impact Biomechanics
Mihalik, J. P., Amalfe, S. A., Roby, P. R., Ford, C. B., Lynall, R. C., Riegler, K. E., Teel, E. F., Wasserman, E. B., & Putukian, M. (2020) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000002382 · Cited by 18 · see citing works
“To achieve this outcome, scientists have several head impact measurement devices in the market to choose from (12).”
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“2 rate and blood pressure.([31]) Patients are more than willing to accept new technology and the gamification of rehabilitation.”
BackgroundSubconcussion, Concussion, and Cognitive Decline: The Impact of Sports Related Collisions
Dioso, E., Cerillo, J., Azab, M. A., Foster, D. T., Smith, I. B., Leary, O. P., Goutnik, M., & Lucke-Wold, B. P. (2022) · Journal of Medical Research and Surgery · doi:10.52916/jmrs224081 · Cited by 17 · see citing works
“Measurements collected by head-impact monitoring systems provided real-time data, but lacked clinical utility due to error rates and low specificity in predictive concussion [73] However, these monitoring systems did indicate that sustaining an impact of 90 g does not result in acute observable balance and neurocognit…”
BackgroundSleep and Psychiatric Disorders in Persons With Mild Traumatic Brain Injury
Mollayeva, T., D’Souza, A., & Mollayeva, S. (2017) · Current Psychiatry Reports · doi:10.1007/s11920-017-0800-z · Cited by 17 · see citing works
Head Impact Telemetry System’s Video-based Impact Detection and Location Accuracy
Campbell, K. R., Marshall, S. W., Luck, J. F., Pinton, G., Stitzel, J. D., Boone, J. S., Guskiewicz, K. M., & Mihalik, J. P. (2020) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000002371 · Cited by 17 · see citing works
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Understanding and Managing Trauma-Induced Vestibular Deficits
Mallinson, A., Maire, R., Beyaert, C., Vibert, D., Coffinet, L., Longridge, N. S., Dumas, G., Petersen, H., & Perrin, P. (2021) · The Journal of International Advanced Otology · doi:10.5152/iao.2021.21258 · Cited by 16 · see citing works
Sandmo, S. B., Gooijers, J., Seer, C., Kaufmann, D., Bahr, R., Pasternak, O., Lipton, M. L., Tripodis, Y., & Koerte, I. K. (2020) · Research in Sports Medicine · doi:10.1080/15438627.2020.1853541 · Cited by 16 · see citing works
Swartz, E. E., Register‐Mihalik, J. K., Broglio, S. P., Mihalik, J. P., Myers, J. L., Guskiewicz, K. M., Bailes, J. E., & Hoge, M. (2022) · Journal of Athletic Training · doi:10.4085/1062-6050-0062.21 · Cited by 17 · see citing works
Self-citationDiekfuss, J. A., Yuan, W., Dudley, J. A., DiCesare, C. A., Panzer, M. B., Talavage, T. M., Nauman, E. A., Bonnette, S., Slutsky‐Ganesh, A. B., Clark, J. F., et al. (2021) · Annals of Biomedical Engineering · doi:10.1007/s10439-021-02863-3 · Cited by 15 · see citing works
Limb biomechanics in combat sports: insights from wearable sensor technology
Xue, H., Han, C., & Zhu, D. (2025) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2025.1663592 · Cited by 14 · see citing works
“These include an individual ’ s concussion history, age, sex, genetic predispositions, and even the rotational components of the impact, which are particularly dif fi cult to measure accurately (O ’ Connor et al., 2017).”
InfluentialPatterns of head impact exposure in men’s and women’s collegiate club water polo
Cecchi, N. J., Monroe, D. C., Phreaner, J. J., Small, S. L., & Hicks, J. W. (2020) · Journal of science and medicine in sport · doi:10.1016/j.jsams.2020.03.008 · Cited by 14 · see citing works
Laboratory evaluation of a wearable head impact sensor for use in water polo and land sports
Cecchi, N. J., Monroe, D. C., Oros, T. J., Small, S. L., & Hicks, J. W. (2020) · Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology · doi:10.1177/1754337120901974 · Cited by 14 · see citing works
“because many head impact sensors have been demonstrated to suffer from poor accuracy and/or reliability in capturing these kinematic measures relative to biofidelic headforms.(15,16) There are a wide variety of commercially available head impact sensors, including mastoid skin patch sensors, helmet-mounted sensors, mo…”
BackgroundModelling of the Brain for Injury Simulation and Prevention
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An Evaluation of the Emerging Techniques in Sports-Related Concussion
Brown, J. C., Goldszer, I. M., Brooks, M., & Milano, N. J. (2023) · Journal of Clinical Neurophysiology · doi:10.1097/wnp.0000000000000879 · Cited by 13 · see citing works
Quantifying head impacts and neurocognitive performance in collegiate boxers
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“To calculate the injury metrics, researchers have developed wearable sensor technologies to measure head kinematics with systems like the Head Impact Telemetry System (HITS) [10], Xpatch [11], head-band/skullcap mounted sensors [12] and instrumented mouth-guards [13], [14].”
MethodBussey, M. D., Davidson, P. L., Salmon, D., Romanchuk, J., Tong, D., & Sole, G. (2022) · BMJ Open Sport & Exercise Medicine · doi:10.1136/bmjsem-2022-001365 · Cited by 13 · see citing works
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“This inconsistency may be a reflection of the measurement systems used, as head and helmet telemetry sensors have been reported to suffer from errors measuring impact magnitude (Jadischke et al. 2013; O’Connor et al. 2017).”
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“Such systems involve the head impact telemetry system (HITS) [16], Xpatch [17], headband/skullcap mounted sensors [18], and instrumented mouthguards [19], [20] which leverage the accelerometers and gyroscopes to measure the head kinematics.”
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“For example, properly heading a soccer ball produces almost purely linear acceleration but head-tohead collisions in soccer, football, rugby, and other sports can produce significant levels of both angular and linear acceleration [17,24].”
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Smart Textile Impact Sensor for e-Helmet to Measure Head Injury
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“As most impacts occur off alignment of forces and head longitudinal axis, they involve a mixture of AA and LA forces [28].”
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The Biomechanics of Ice Hockey: Health and Performance Using Wearable Technology
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“[16] Head impact and associated acceleration magnitudes.”
Development of a Head Acceleration Event Classification Algorithm for Female Rugby Union
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Fetchko, T. J., Hart, G. J., Aderman, M. J., Ross, J. D., Malvasi, S. R., Roach, M. H., Cameron, K. L., & Rooks, T. F. (2023) · Military Medicine · doi:10.1093/milmed/usad249 · Cited by 8 · see citing works
- Authors
- O'Connor, K. L., Rowson, S., Duma, S. M., & Broglio, S. P.
- Affiliations
- NeuroTrauma Research Laboratory, University of Michigan, Ann Arbor;
- Virginia Tech - Wake Forest University School of Biomedical Engineering & Sciences (US)
- University of Michigan (US)
- Venue
- Journal of Athletic Training
- Published
- 2017-03-01
- Volume
- 52
- Issue
- 3
- Pages
- 206-227
- ISSN
- 1062-6050 (ISSN-L)
- PMC
- PMC5384819
- OpenAlex
- W2605194641
- Cited by
- 210
- References
- 121
- Citations by year
- 2026: 12 · 2025: 18 · 2024: 29 · 2023: 19 · 2022: 31 · 2021: 36 · 2020: 29 · 2019: 19 · 2018: 9 · 2017: 7
- FWCI
- 2.32
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Athletic Training (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Epidemiology › Traumatic Brain Injury Research
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Automotive and Human Injury Biomechanics
- Health Sciences › Medicine › Orthopedics and Sports Medicine › Sports injuries and prevention
- Keywords
- head impact monitoring, sports-related concussion, impact sensors, accelerometer, concussion diagnosis, concussion prevention, angular acceleration, linear acceleration, athlete exposure
- MeSH terms
- Acceleration, Adolescent, Adult, Athletic Injuries, Biomechanical Phenomena, Boxing, Brain Concussion, Child, Female, Football, Head, Head Protective Devices, Hockey, Humans, Male, Soccer, Sports Medicine, Telemetry, Young Adult, Athletes
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