The DOI matches its Crossref record; 120 of the 121 references it cites were found in a registry or an index.
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.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“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]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
The Epidemiology and Impact of Traumatic Brain Injury: A Brief Overview
Langlois, J., Rutland-Brown, W., & Wald, M. (2006) · The journal of head trauma rehabilitation · doi:10.1097/00001199-200609000-00001 · Cited by 3,893
McCrory, P. R., Meeuwisse, W. H., Aubry, M., Cantu, B., Dvořák, J., Echemendía, R. J., Engebretsen, L., Johnston, K., Kutcher, J., Raftery, M., et al. (2013) · Physical Therapy in Sport · doi:10.1016/j.ptsp.2013.03.002 · Cited by 2,141
Guskiewicz, K. M., McCrea, M., Marshall, S. W., Cantu, R. C., Randolph, C., Barr, W., Onate, J. A., & Kelly, J. P. (2003) · JAMA · doi:10.1001/jama.290.19.2549 · Cited by 1,712
American Medical Society for Sports Medicine position statement: concussion in sport
Harmon, K. G., Drezner, J. A., Gammons, M. R., Guskiewicz, K. M., Halstead, M., Herring, S. A., Kutcher, J. S., Pana, A., Putukian, M., & Roberts, W. O. (2012) · British Journal of Sports Medicine · doi:10.1136/bjsports-2012-091941 · Cited by 1,433
The New Neurometabolic Cascade of Concussion
Giza, C. C., & Hovda, D. A. (2014) · Neurosurgery · doi:10.1227/neu.0000000000000505 · Cited by 1,353
Unreported Concussion in High School Football Players: Implications for Prevention
McCrea, M., Hammeke, T., Olsen, G., Leo, P., & Guskiewicz, K. (2004) · Clinical Journal of Sport Medicine · doi:10.1097/00042752-200401000-00003 · Cited by 1,220
Epidemiology of Concussions Among United States High School Athletes in 20 Sports
Marar, M., McIlvain, N. M., Fields, S. K., & Comstock, R. D. (2012) · The American Journal of Sports Medicine · doi:10.1177/0363546511435626 · Cited by 955
Giza, C. C., Kutcher, J. S., Ashwal, S., Barth, J. T., Getchius, T. S. D., Gioia, G. A., Gronseth, G., Guskiewicz, K. M., Mandel, S. M., Manley, G. T., et al. (2013) · Neurology · doi:10.1212/wnl.0b013e31828d57dd · Cited by 933
Epidemiology of Concussion in Collegiate and High School Football Players
Guskiewicz, K. M., Weaver, N. L., Padua, D. A., & Garrett, W. E. J. (2000) · The American Journal of Sports Medicine · doi:10.1177/03635465000280050401 · Cited by 851
Concussions Among United States High School and Collegiate Athletes
Cantu, R. C. (2009) · Yearbook of Sports Medicine · doi:10.1016/s0162-0908(08)79294-8 · Cited by 787
Research works printed but not linked: 5
- Wallerson, Youth participation weakens in basketball, football, baseball, soccer: fewer children play team sports, Wall Street Journal
- Ommaya, 1985, Biomechanics of head injury: experimental aspects, The Biomechanics of Trauma, 245
- Shorten, 2003, Sports surfaces and the risk of traumatic brain injury, Sports Surfaces
- Guskiewicz, 2011, Biomechanics of sport concussion: quest for the elusive injury threshold, Exerc Sport Sci Rev, 39, 4, 10.1097/JES.0b013e318201f53e · DOI
- Belson, Ivy League moves to eliminate tackling at football practices, New York Times
Cited by
Sorted by citations
Items 101–200 of 209
Du, W., Wang, S., Chi, H., Chen, X., Li, W., Wan, H., Hou, D., & Cao, Y. (2024) · Sensors and Actuators A Physical · doi:10.1016/j.sna.2024.115443 · Cited by 8
On-Field Evaluation of Mouthpiece-and-Helmet-Mounted Sensor Data from Head Kinematics in Football
Holcomb, T. D., Marks, M. E., Pritchard, N. S., Miller, L. E., Rowson, S., Bullock, G. S., Urban, J. E., & Stitzel, J. D. (2024) · Annals of Biomedical Engineering · doi:10.1007/s10439-024-03583-0 · Cited by 7
“Most notably, the Head Impact Telemetry (HIT) System (Simbex, Lebanon, NH) was the primary sensor system utilized to measure head kinematics resulting from HAEs in practices and competitions for over a decade [30–32, 38, 39].”
MethodSelf-citationEffect of Impact Kinematic Filters on Brain Strain Responses in Contact Sports
Lin, N., Tierney, G. J., & Ji, S. (2024) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2024.3392859 · Cited by 7
“Once validated, these sensors are then instrumented on live humans to record impact kinematics on the field [1], [2], [7], [8], [10], [12], [13], [14], [15], [16].”
BackgroundMethodInfluentialBari, S., Vike, N. L., Stetsiv, K., Walter, A. E., Newman, S. D., Kawata, K., Bazarian, J. J., Papa, L., Nauman, E. A., Talavage, T. M., et al. (2021) · Neuroimage Reports · doi:10.1016/j.ynirp.2021.100032 · Cited by 7
“The sensors consist of accelerometer, gyroscope, and thermometer and provide the number of impacts, impact location, and helmet fit (O ’ Connor et al., 2017).”
Bouvette, V., Petit, Y., Beaumont, L. D., Guay, S., Vinet, S.-A., & Wagnac, É. (2024) · Annals of Biomedical Engineering · doi:10.1007/s10439-024-03514-z · Cited by 6
“This impact duration model was equivalent to that of the most used HIMd (Riddell (BRG Sports, Rosemont, IL) head Impact Telemetry System (HITS) (HITS, Simbex, Lebanon, NH)) [38].”
Gabler, L. F., Patton, D. A., Reynier, K. A., Barnett, I., Miles, A. M., Dau, N. Z., Clugston, J. R., Cobian, D. G., Harmon, K. G., Kontos, A. P., et al. (2025) · BMJ Open Sport & Exercise Medicine · doi:10.1136/bmjsem-2024-002365 · Cited by 6
Dudley, J. A., Slutsky‐Ganesh, A. B., Diekfuss, J. A., Avedesian, J. M., Yuan, W., DiCesare, C. A., Williams, B., Meehan, W. P., III, Hill, D., Panzer, M. B., et al. (2022) · Annals of Biomedical Engineering · doi:10.1007/s10439-022-03023-x · Cited by 6
Sundaram, V., Sundar, V., & Pearce, A. J. (2023) · Journal of Sports Sciences · doi:10.1080/02640414.2023.2231317 · Cited by 6
Fitzpatrick, D., Thompson, P., Kipps, C., & Webborn, N. (2021) · International Journal of Injury Control and Safety Promotion · doi:10.1080/17457300.2021.1905667 · Cited by 6
“At present, these have limited utility in diagnosing concussion clinically but are thought to be an appropriate tool to measure head impact exposure in athletes (O’Connor et al., 2017).”
BackgroundResultConcussion injuries in sports and the role of instrumented mouthguards: a mini review
Chilmeran, Z., Akhtar, M. U., Sharafeldin, A.-B. K., & Gaynor, D. (2025) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2025.1567429 · Cited by 5
“A clinical diagnosis is made through the judgement of a clinician, often using assessment tools such as the Sport Concussion Assessment Tool sixth Edition (SCAT-6) (Echemendia et al., 2023a).”
InfluentialSousa, L. D. S.-D., Espinosa, H. G., Maté‐Muñoz, J. L., Murias-Lozano, R., Iglesias-Muñiz, M., Obregón, F. J. S. S., Solís-Mencía, C., & García-Fernández, P. (2025) · Sports Medicine · doi:10.1007/s40279-025-02228-z · Cited by 5
“This enables researchers to quantify and analyze the biomechanics of head impacts with greater precision than previously [6].”
Hoppes, C. W., Lambert, K. H., Whitney, S. L., Erbele, I. D., Esquivel, C. R., & Yuan, T. T. (2024) · Bioengineering · doi:10.3390/bioengineering11020117 · Cited by 5
“While Suttles [17] commented on the measurement of head impact severity using telemetry, these devices have low specificity in predicting concussion [38].”
BackgroundA Low-Cost Flexible Inkjet-Printed Echo State Network for Impact Localization
Akter, S., ISLAM, S. K., Haider, M. R., Opu, M. M. R., Gardner, S. D., & Pullano, S. A. (2024) · IEEE International Symposium on Medical Measurements and Applications (MeMeA) · doi:10.1109/memea60663.2024.10596722 · Cited by 5
“In athletics or recreation-related activities, collisions or contact sports create significant risks of concussions or impact injuries, making it essential for real-time monitoring and exposure to risk assessment [3].”
BackgroundPatton, D. A., Huber, C. M., Douglas, E. C., Seacrist, T. S., & Arbogast, K. B. (2021) · Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology · doi:10.1177/17543371211063124 · Cited by 5
“Similar to most head impact sensors, the SIM-G sensor tested in the current study comprised a triaxial gyroscope to directly measure angular velocity, 7 but errors are associated with numerical differentiation of gyro-scopic data to obtain angular acceleration.”
MethodReyes, J., Willmott, C., McIntosh, A. S., Howard, T., Clifton, P., Makdissi, M., Harcourt, P. R., Cameron, P. A., Rosenfeld, J. V., Nguyen, J. V. K., et al. (2020) · Physical Therapy in Sport · doi:10.1016/j.ptsp.2020.03.007 · Cited by 5
Future Directions in Sports-Related Concussion Management
Kerr, H. A., Bakken, B. ̧., & House, G. (2020) · Clinics in Sports Medicine · doi:10.1016/j.csm.2020.08.009 · Cited by 6
Group characterization of impact-induced,in vivohuman brain kinematics
Gomez, A. D., Bayly, P. V., Butman, J. A., Pham, D. L., Prince, J. L., & Knutsen, A. K. (2021) · Journal of The Royal Society Interface · doi:10.1098/rsif.2021.0251 · Cited by 5
Design and Characterization of a Helmet-Based Smart Textile Pressure Sensor for ConcussionPreprint
Alkhader, A. S., Saikia, M. J., Driscoll, B., & Mankodiya, K. (2020) · Preprints.org · doi:10.20944/preprints202007.0629.v1 · Cited by 5
A Study of the Impact Response of Discrete Regions of the Human Cadaver Brain
Dutrisac, S. (2020) · doi:10.22215/etd/2020-14173 · Cited by 5
Open-source, real-time, low-cost, wearable head impact monitoring system
Ghazal, A. A., & Ganpule, S. G. (2025) · Measurement Sensors · doi:10.1016/j.measen.2025.101863 · Cited by 4
Longitudinal, prospective study of head impacts in male high school football players
McAlister, K. L., Mack, W. J., BIR, C. A., Baron, D. A., Som, C., Li, K., Chavarria-Garcia, A., Sawardekar, S., Baron, D. A., Toth, Z., et al. (2023) · PLoS ONE · doi:10.1371/journal.pone.0291374 · Cited by 5
“These limits were selected because they were recommended by Riddell’s technical team, and the limits have been employed in prior studies in male football players [24, 28, 48].”
MethodBruce, J. M., Riegler, K. E., Meeuwisse, W. H., Comper, P., Hutchison, M. G., Delaney, J. S., & Echemendía, R. J. (2024) · Sports Medicine · doi:10.1007/s40279-024-02112-2 · Cited by 4
“Though accelerometry has shown limited ability to assist in the diagnosis of concussion [26], integration of accelerometry with visible signs, mechanisms of injury, and concussion history may improve the sensitivity of predictive models.”
Krbavac, B. P., Cutler, J., Lowther, S., Karton, C., Post, A., Robidoux, M. A., Gilchrist, M. D., & Hoshizaki, T. B. (2024) · Journal of Biomechanics · doi:10.1016/j.jbiomech.2024.112370 · Cited by 4
Zhan, X., Liu, Y., Cecchi, N. J., Towns, J., Callan, A. A., Gevaert, O., Zeineh, M., & Camarillo, D. B. (2025) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2025.3581171 · Cited by 4
“An alternative method is to estimate the head impact information according to the head kinematics, which has been widely measured by wearable inertial sensors such as instrumented mouthguards, helmet-based and skin-based sensors [3], [25], [26], [27].”
Magnitude and frequency of head impact among university American football players
Fukuda, T., KOIKE, S., Miyakawa, S., Fujiya, H., & Yamamoto, Y. (2019) · The Journal of Physical Fitness and Sports Medicine · doi:10.7600/jpfsm.8.1 · Cited by 4
Head impact exposure and concussion in women’s collegiate club lacrosse
Cecchi, N. J., Monroe, D. C., Fote, G., Small, S. L., & Hicks, J. W. (2021) · Research in Sports Medicine · doi:10.1080/15438627.2021.1929226 · Cited by 4
Quantitative video analysis of head acceleration events: a review
Aston, T., & Teixeira-Dias, F. (2025) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2025.1658222 · Cited by 7
Association Between Head Impact Biomechanics and Physical Load in College Football
Lauck, B. J., Sinnott, A. M., Kiefer, A. W., Padua, D. A., Powell, J. R., Sledge, H. R., & Mihalik, J. P. (2022) · Annals of Biomedical Engineering · doi:10.1007/s10439-022-03042-8 · Cited by 4
Characterization and selection of a skull surrogate for the development of a biofidelic head model
Tenio, T., & Boakye–Yiadom, S. (2024) · Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials · doi:10.1016/j.jmbbm.2024.106680 · Cited by 3
Sport-related concussion: The role of repetitive head impact exposure
Stemper, B. D. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-823036-7.00023-2 · Cited by 3
Position comparison of sport-related concussions in female youth soccer players
Worrall, H. M., Podvin, C. C., Althoff, C., Chung, J. S., Sugimoto, D., Stokes, M. A., Radel, L. C., Cullum, C. M., Miller, S. M., & Jones, J. C. (2023) · The Physician and Sportsmedicine · doi:10.1080/00913847.2023.2246869 · Cited by 3
“Youth female soccer players have received particular attention because, among female sports, soccer has the highest incidence of SRCs [29].”
Zuleger, T. M., Slutsky‐Ganesh, A. B., Grooms, D. R., Yuan, W., Foss, K. D. B., Howell, D. R., Myer, G. D., & Diekfuss, J. A. (2024) · Brain Research · doi:10.1016/j.brainres.2024.148785 · Cited by 5
Vinet, S.-A., Martens, G., Guay, S., Apinis-Deshaies, A., Merbah, J., Caré, B. R., Corbin‐Berrigan, L., Wagnac, É., & Beaumont, L. D. (2024) · Journal of neurosurgery · doi:10.3171/2023.11.jns231933 · Cited by 3
Beránek, V., Šťastný, P., Bacik, B. S., Bońkowski, T., & Nováček, V. (2024) · Journal of Human Kinetics · doi:10.5114/jhk/192131 · Cited by 3
“…peak force can be related to tissue damage (e.g., bone fracture) (Beranek et al., 2020a), and the area under the force-time curve can determine the possibility of concussion during the head impact (Beranek et al., 2020b; Cournoyer and Hoshizaki, 2019; O’Connor et al., 2017; Svoboda et al., 2016).”
BackgroundClark, J. E., & Sirois, E. (2020) · Journal of Concussion · doi:10.1177/2059700220939404 · Cited by 3
“Events and the impact forces encountered by athletes associated with risk for concussion or sub concussive injuries.(2,10,14,25,35,37,47)”
BackgroundInfluentialTHE EFFECT OF COACHING AND PLAYER POSITION ON HEAD IMPACT EXPOSURE IN YOUTH FOOTBALL PLAYERS.
Campolettano, E. T., Gellner, R. A., Egeli, E., & Rowson, S. (2019) · PubMed · Cited by 3
Self-citationEvaluation of an IMU-Based Wearable Device for ACL Injury Research
Kresie, S. W., & Hawkins, D. A. (2021) · Advances in Orthopedics and Sports Medicine · doi:10.37722/aoasm.2021201 · Cited by 3
Career Head Impact Exposure Profile of Canadian University Football Players
Brooks, J. S., Campbell, K. R., Allison, W., Johnson, A. M., & Dickey, J. P. (2022) · Journal of Applied Biomechanics · doi:10.1123/jab.2020-0228 · Cited by 3
Review of developments in sensor technology for monitoring of health-related conditions
Rahman, A., Kafy, A., Kabir, J. F., Pranto, M. T. A., Akther, A., & Choudhury, I. A. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-96020-5.00062-5 · Cited by 3
Shannon, N., & Patricios, J. (2022) · Chiropractic & Manual Therapies · doi:10.1186/s12998-022-00471-z · Cited by 2
“Furthermore, many biomechanical studies used to establish the findings on rotational acceleration forces rely on modelling used for pedestrian and seated occupants in the automotive industry which lack validity for sport-related head injuries or involve the use of impact sensors which have been found to have limited r…”
BackgroundAdvanced Impact Measurement Method of the Head Using Piezoelectric Sensors
Alnuaimi, H., Umar, M. M., Memon, Q. A., & Ahmad, M. A. (2024) · IEEE Sensors Journal · doi:10.1109/jsen.2024.3409877 · Cited by 2
“The biomechanical research on head impacts is vital for improving preventive and diagnostic measures for head injuries, despite limitations in concussion detection from real-time data [24].”
BackgroundCharacterizing Intimate Partner Violence-Related Head Trauma in Community-Recruited Women
Esopenko, C., Jain, D., Hicks, A. J., Carter, E. E., Carlsson, E., Cwiek, A. P., Dorman, K., Méndez-Fernández, A. P., Read, E. N., Rebuck, E., et al. (2025) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0000000000001062 · Cited by 3
Nicol, D., Patel, M. D., Bhowmik, D., & Oppenheimer, P. G. (2025) · Advanced Sensor Research · doi:10.1002/adsr.202500074 · Cited by 2
Repetitive Head Impacts: Definitional Challenges, Clinical Implications, and Research Directions
Rabinowitz, A. R., Tracey, A. J., & Sergeyenko, Y. (2025) · Current Physical Medicine and Rehabilitation Reports · doi:10.1007/s40141-025-00518-1 · Cited by 3
“Despite advances in head-impact telemetry, wearable sensors still face issues with accuracy, design, and predictive specificity, limiting their clinical reliability and requir - ing cautious interpretation [32].”
The influence of technology on physical activity in adolescents
MacDonald, S., Rizzone, K. H., & Vengal, S. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-817319-0.00008-6 · Cited by 2
Sports-Related Traumatic Brain Injury and Concussion
Martins, D. (2021) · Springer eBooks · doi:10.1007/978-3-030-64316-4_8 · Cited by 2
Head impacts in non-helmeted sports: Measuring and locating the impact force
Sohail, J., Teixeira-Dias, F., & Merriman, S. (2022) · Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology · doi:10.1177/17543371221130894 · Cited by 2
“13,20 Further technological advancements saw the development of instrumented mouthguards, 21–25 such as the one shown in Figure 1, which house a sensor strip that captures kinematic data via a gyroscope and linear accelerometer.”
Pavlovic, N., Clermont, C. A., Cairns, J., Williamson, R. A., Emery, C. A., & Stefanyshyn, D. J. (2022) · Journal of Sports Sciences · doi:10.1080/02640414.2023.2184824 · Cited by 2
“The most common head impact measurement system has been the helmet-embedded system known as the Head Impact Telemetry System (HITS; O’Connor et al., 2017).”
BackgroundMethodCorrelation of King-Devick Test and Helmet Impact Exposures Over a Youth Football Season
Maynard, J. R., Nadwodny, J. P., Haak, I. S., DeMatas, K. F., Rosario‐Concepción, R. A., Seemann, L. L., & Pujalte, G. G. A. (2025) · Sports Health A Multidisciplinary Approach · doi:10.1177/19417381241309956 · Cited by 2
“36 However, head impact detection systems may prove to be a useful tool to identify head impact exposures (HIE) by measuring total subconcussive impacts per game and season.”
Methods for Capturing and Quantifying Contact Events in Collision Sports
Bolger, C., Mara, J. K., Field, B., Pyne, D. B., & McKune, A. J. (2025) · Sports · doi:10.3390/sports13040102 · Cited by 2
Wearable sensors for head impact dosimetry
Ralston, J. D., Meiring, W., Cieslak, M., Asturias, A., & Grafton, S. T. (2017) · Proceedings of IEEE Sensors/Proceedings of IEEE Sensors ... · doi:10.1109/icsens.2017.8234233 · Cited by 2
“A wide range of wearable devices and computerized neurocognitive testing tools has been developed to try and diagnose concussions once they have already occurred [10-12].”
BackgroundOutcomes of a Cross-Disciplinary Concussion Prevention and Diagnosis Workshop Series
Drane, P. J., Wang, X., İnalpolat, M., & Sherwood, J. A. (2018) · Conference of the International Sports Engineering Association (ISEA) · doi:10.3390/proceedings2060268 · Cited by 2
“However, current technologies have been found to be generally unreliable for aiding clinical utility [5].”
BackgroundThe Effect of Football Helmet Facemask Styles on Perceived Player Behavior: A Pilot Study
Swartz, E. E., Register‐Mihalik, J. K., Bartlett, A., & Guskiewicz, K. M. (2019) · Athletic Training & Sports Health Care · doi:10.3928/19425864-20190131-01 · Cited by 2
DiFabio, M. S., & Buckley, T. (2021) · International Journal of Exercise Science · doi:10.70252/msnj4958 · Cited by 3
“) inherent across accelerometer systems (15, 47, 49).”
BackgroundNakarmi, S., Wang, Y., Fawzi, A. L., Franck, C., & Carlsen, R. W. (2024) · Military Medicine · doi:10.1093/milmed/usae309 · Cited by 2
Petetin, M., Valdes-Tamayo, L., Provot, T., Kneblewski, A., Rouillon, O., Rouch, P., & Bourgain, M. (2022) · doi:10.5703/1288284317508 · Cited by 2
“Up to now, developed technologies, such as sensors integrated in a headband or over the skin or instrumented helmets [2] have not been able to quantitatively measure concussion occurrence in-field.”
BackgroundCumulative Mild Head Injury (CMHI) in Contact Sports
Nel, K. A., & Govender, S. (2019) · IntechOpen eBooks · doi:10.5772/intechopen.80668 · Cited by 1
Leadership Lessons in Concussion Management for Team Physicians
Ross, J. D., Cameron, K. L., Colsant, B. J., & Houston, M. N. (2021) · Sports Medicine and Arthroscopy Review · doi:10.1097/jsa.0000000000000326 · Cited by 1
Corbin‐Berrigan, L., Wagnac, É., Vinet, S.-A., Guay, S., Charlebois‐Plante, C., Aussant-Bibeau, M., Godin, D., & Beaumont, L. D. (2024) · Science & Sports · doi:10.1016/j.scispo.2023.10.004 · Cited by 1
Xiong, T., Luo, Q., Chen, Q., Shi, L., Duan, A., Liu, S., & Li, K. (2025) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2025.1548265 · Cited by 1
Quantification of heading in adult football: a systematic review and evidence synthesis
Alexander, J., Gillett, M., Patel, S. J., Riley, P., Green, M., & Rhodes, D. (2025) · British Journal of Sports Medicine · doi:10.1136/bjsports-2024-109462 · Cited by 3
Test–retest reliability of a laboratory-based head acceleration testing protocol
Ivanic, B., Cronström, A., Ryan, N. S., Eckner, J. T., & Ageberg, E. (2026) · Journal of science and medicine in sport · doi:10.1016/j.jsams.2026.01.005 · Cited by 1
A Smart Helmet Sensor System for Continuous Monitoring of Transient Impact Events in Low Power Modes
Choudhary, C., Wang, T., Jeyakanthan, A., Romer, J., Shah, S., Islam, M., Nauman, E. A., Shi, J., & Li, T. (2025) · Proceedings of IEEE Sensors/Proceedings of IEEE Sensors ... · doi:10.1109/sensors59705.2025.11330907 · Cited by 1
“A promising alternative approach for evaluating the severity of injuries is to study the head impact biomechanics to determine the kinematic signature of the impact [5].”
Transforming Pediatric Care: Technological Innovations for Concussion Prevention and Monitoring
Valluri, H. G., & Torres, A. R. (2026) · Seminars in Pediatric Neurology · doi:10.1016/j.spen.2026.101264 · Cited by 1
Bates, D., Shi, Y., Wang, Q., Nathan, R., Wang, L., & Wu, Q. (2026) · Acta Biomaterialia · doi:10.1016/j.actbio.2026.03.042 · Cited by 1
Kent, J. B., Sasser, P., Austin, A. V., & MacKnight, J. M. (2021) · Brain Injury · doi:10.1080/02699052.2021.1917658 · Cited by 1
Management of Sport-Related Ocular Injuries and Concussion
Erickson, G. B. (2021) · Elsevier eBooks · doi:10.1016/b978-0-323-75543-6.00003-6 · Cited by 1
Accelerometer-based head impact detection in soccer - Where are we?
Deju, B., Afzal, H., Basnyat, S., Dali, A., Scott, K. E. J., Delancey, R., & Chopra, N. (2023) · Health Sciences Review · doi:10.1016/j.hsr.2023.100141 · Cited by 1
Edwards, E., Bond, B., Holsgrove, T. P., Hill, J., Baker, R. S., & Williams, G. (2024) · Vibration · doi:10.3390/vibration7040060 · Cited by 1
Traumatic brain injury risk assessment with smart technology
Huang, C., Huang, R. H., & Bani-Yaghoub, M. (2021) · The Journal of Defense Modeling and Simulation Applications Methodology Technology · doi:10.1177/15485129211008529 · Cited by 1
“9 ,6–8 The pronounced lack of clinical utility of modern MEMS sensors indicates that using the SAE J211 coordinate system to process data for mTBI detection may be insufficient.”
MethodCoronel, S. (2022) · Archives in Neurology & Neuroscience · doi:10.33552/ann.2022.12.000793 · Cited by 1
Neuropsychological functioning of children and youth after traumatic brain injury
Perez-Delgadillo, P. K., Ramos‐Usuga, D., Muñoz-Perez, N. L., & Arango‐Lasprilla, J. C. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-823036-7.00022-0 · Cited by 1
A Comparison Between Pee Wee and Bantam Youth Ice Hockey Brain Trauma Profiles
Chen, W. (2018) · uO Research (University of Ottawa) · doi:10.20381/ruor-22798 · Cited by 1
Neck Strength-endurance Assessment: Potential Utility in Sport-related Concussion
Geneau, M. C. (2019) · TSpace (University of Toronto) · Cited by 1
Mez, J. B., Alosco, M. L., Nowinski, C. J., McKee, A. C., & Tripodis, Y. (2021) · Neurology · doi:10.1212/wnl.0000000000012381 · Cited by 1
Soccer Heading Drills and Concussion-Related Deficits in High School Female Athletes
Harper, B., Aron, A., & Soangra, R. (2023) · Journal of Physical Education and Sport · doi:10.7752/jpes.2023.05150 · Cited by 1
O’Connor, K. L. (2018) · British Journal of Sports Medicine · doi:10.1136/bjsports-2018-099543
Self-citationVeiligheid: preventie van ongevallen bij kinderen
Kramer, W. L. M., & van Beeck, E. F. (2019) · Bohn Stafleu van Loghum eBooks · doi:10.1007/978-90-368-1870-4_3
Diagnosis and On-Field Management of Sports-Related Concussion
Buchler, L. T., & Boublik, M. (2019) · Springer eBooks · doi:10.1007/978-3-030-26207-5_4
Bailey, H. G. B., Kirk, C., Mills, R., & Foster, R. J. (2020) · Gait & Posture · doi:10.1016/j.gaitpost.2020.08.105
Brenner, L. A., & Morales, T. I. (2020) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0000000000000623
Watling, S. E. (2019) · TSpace (University of Toronto)
A comparison of sports-related head accelerations with and without direct head impactsPreprint
Raymond, S., Liu, Y., Cecchi, N. J., Rice, E. N., Callan, A. A., Watson, L. P., Sami, S., Zhou, Z., Li, X., Kleiven, S., et al. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2108.08763
“Attaching sensors to players to record their kinematics is one approach that can increase the ability to detect mTBI in sports [7].”
BackgroundTraumatic Brain Injury and Chronic Traumatic Encephalopathy
Aranha, M. R., Coutinho, A. M., Leite, C. D. C., & Buchpiguel, C. A. (2021) · Springer eBooks · doi:10.1007/978-3-030-82367-2_40
Concussions in Boxers: Head Rotations and Neck Stiffness
Huang, C., Husak, K., Vaishnavi, V., & Huang, R. H. (2021) · Neurology and Neuroscience · doi:10.33425/2692-7918.1014
صالح, ه. ع. ا. (2023) · Mağallaẗ Buḥūṯ Al-Tarbiyyaẗ Al-Badaniyyaẗ wa ʿulūm Al-Rīyāḍaẗ · doi:10.21608/osdj.2023.198849.1050
Knockouts are Accompanied by an Immediate Loss of Muscle Tone
Huang, C., Mulkey, C., Garnett, K., Moncure, M., Dyer, K., Young, S., & Huang, R. (2023) · Medical Research Archives · doi:10.18103/mra.v11i6.4007 · Cited by 1
Review of Sensing Modalities for Physical Competency Assessment
Loh, D. M. K., Lim, K. H., Pang, P. K., & Tiong, A. K. W. (2023) · International Conference on Digital Applications, Transformation & Economy (ICDATE) · doi:10.1109/icdate58146.2023.10248218
Price, S. (2024) · Queensland University of Technology · doi:10.5204/thesis.eprints.248138
Price, S. (2024) · Queensland University of Technology · doi:10.5204/thesis.eprints.248138ht
Towards concussion prevention in ice hockey: mechanical metamaterial liners and helmet assessment
Haid, D. (2024) · Sheffield Hallam University · doi:10.7190/shu-thesis-00602
A SPORTS CONCUSSION BASELINE IMPLEMENTED AT THE CONCLUSION OF A COLLEGIATE ATHLETE'S CAREER
Vincent, J. C., Gabbita, R., Mack, A., Kohmescher, K., & Stout, J. (2024) · Journal of Sports and Performance Vision · doi:10.22374/jspv.v6isp1.20
Boltz, A. J., Lempke, L. B., Syrydiuk, R. A., Duma, S. M., Pasquina, P. F., McAllister, T. W., McCrea, M., Chandran, A. S., Broglio, S. P., Kelly, L. A., et al. (2024) · Annals of Biomedical Engineering · doi:10.1007/s10439-024-03575-0
“…SRC. Measuring SRC and multiple head impact-biomechanics among non-helmeted sports remains an ongoing challenge due to technological constraints; accelerometer and gyroscope technology, sensor positioning, and proprietary algorithms all introduce variance in the output variables of interest [26].”
Self-citationAn Affordable Real-Time Wearable Monitoring System for Head Impact Detection
Ghazal, A. A., & Ganpule, S. G. (2024) · IEEE Annual International Computer Software and Applications Conference (COMPSAC) · doi:10.1109/compsac61105.2024.00120
Hassan, N. M. H. M., Johari, N. H., Omar, M. N., & Hassan, M. H. A. (2024) · Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology · doi:10.1177/17543371241288355
“29,30 The ATD was manually recalibrated before each trial.”
Riegler, K. E., Echemendía, R. J., Meeuwisse, W. H., Comper, P., Hutchison, M. G., Delaney, J. S., & Bruce, J. M. (2024) · Orthopaedic Journal of Sports Medicine · doi:10.1177/23259671241285075
Biomechanical Considerations of Concussion
Nyaboga, A. A., & Choe, M. C. (2025) · Clinics in Sports Medicine · doi:10.1016/j.csm.2025.05.009
Metadata
- 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 › Clinical Neurology › Traumatic Brain Injury Research
- Physical Sciences › Engineering › Biomedical Engineering › 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
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review