A standardized method for quantifying and characterizing repetitive head impacts in soccer matches using video footage

References

• Andersen TE, Arnason A, Engebretsen L, Bahr R. 2004. Mechanisms of head injuries in elite football. Br J Sports Med. Dec 38(6):690–696. doi:10.1136/bjsm.2003.009357
   Google Scholar
• Bailes JE, Petraglia AL, Omalu BI, Nauman E, Talavage T. 2013. Role of subconcussion in repetitive mild traumatic brain injury. J Neurosurg. Nov 119(5):1235–1245. doi:10.3171/2013.7.JNS121822
   Google Scholar
• Beaudouin F, Aus der Funten K, Tross T, Reinsberger C, Meyer T. 2019. Head injuries in professional male football (soccer) over 13 years: 29% lower incidence rates after a rule change (red card). Br J Sports Med. Aug 53(15):948–952. doi:10.1136/bjsports-2016-097217
   Google Scholar
• Beaudouin F, Gioftsidou A, Larsen MN, Lemmink K, Drust B, Modena R, Espinola JR, Meiu M, Vouillamoz M, Meyer T. 2020. The UEFA heading study: heading incidence in children’s and youth’ football (soccer) in eight European countries. Scand J Med Sci Sports. Aug 30(8):1506–1517. doi:10.1111/sms.13694
   Google Scholar
• Caccese JB, Lamond LC, Buckley TA, Kaminski TW. 2016. Reducing purposeful headers from goal kicks and punts may reduce cumulative exposure to head acceleration. Res Sports Med. Oct-Dec 24(4):407–415. doi:10.1080/15438627.2016.1230549
   Google Scholar
• Cassoudesalle H, Bildet M, Petit H, Dehail P. Head impacts in semiprofessional male soccer players: a prospective video analysis over one season of competitive games. Brain Inj. 2020a Oct 14 34(12):1685–1690. doi:10.1080/02699052.2020.1831067
   Google Scholar
• Cassoudesalle H, Bildet M, Petit H, Dehail P. 2020b Oct. Head impacts in semiprofessional male Soccer players: a prospective video analysis over one season of competitive games. Brain Inj. 18:1–6. doi:10.1080/02699052.2020.1831067.
   Google Scholar
• Cassoudesalle H, Laborde B, Orhant E, Dehail P. Video analysis of concussion mechanisms and immediate management in French men’s professional football (soccer) from 2015 to 2019. Scand J Med Sci Sports. 2020 Oct 10 31(2):465–472. doi:10.1111/sms.13852
   Google Scholar
• Catenaccio E, Caccese J, Wakschlag N, Fleysher R, Kim N, Kim M, Buckley TA, Stewart WF, Lipton RB, Kaminski T, et al. 2016. Validation and calibration of HeadCount, a self-report measure for quantifying heading exposure in soccer players. Res Sports Med. Oct-Dec 24(4):416–425. doi:10.1080/15438627.2016.1234472
   Google Scholar
• Count B. 2006. Statistical summary report by association. Fédération Internationale de Football Association. https://resources.fifa.com/image/upload/big-count-summary-report-association-520044.pdf?cloudid=vrnjcgakvf7nds6sl5rx
   Google Scholar
• Davis GA, Makdissi M, Bloomfield P, Clifton P, Echemendia RJ, Falvey EC, Fuller GW, Green G, Harcourt P, Hill T, et al. 2019. International consensus definitions of video signs of concussion in professional sports. Br J Sports Med. Oct 53(20):1264–1267. doi:10.1136/bjsports-2019-100628
   Google Scholar
• Delaney JS, Al-Kashmiri A, Correa JA. 2014. Mechanisms of injury for concussions in university football, ice hockey, and soccer. Clin J Sport Med. May 24(3):233–237. doi:10.1097/JSM.0000000000000017
   Google Scholar
• Fuller CW, Junge A, Dvorak J. 2005. A six year prospective study of the incidence and causes of head and neck injuries in international football. Br J Sports Med. Aug 39(Suppl 1):i3–9. doi:10.1136/bjsm.2005.018937
   Google Scholar
• Gessel LM, Fields SK, Collins CL, Dick RW, Comstock RD. 2007. Concussions among United States high school and collegiate athletes. J Athl Train. Oct-Dec 42(4):495–503.
   Google Scholar
• Guskiewicz KM, Mihalik JP. 2011. Biomechanics of sport concussion: quest for the elusive injury threshold. Exerc Sport Sci Rev. Jan 39(1):4–11. doi:10.1097/JES.0b013e318201f53e
   Google Scholar
• Harriss A, Johnson AM, Walton DM, Dickey JP. 2019 Apr. Head impact magnitudes that occur from purposeful soccer heading depend on the game scenario and head impact location. Musculoskelet Sci Pract. 40:53–57. doi:10.1016/j.msksp.2019.01.009.
   Google Scholar
• Hartmann DP. 1977. Considerations in the choice of interobserver reliability estimates. J Appl Behav Anal. 10(1):103–116. Spring. doi:10.1901/jaba.1977.10-103.
   Google Scholar
• Hendricks S, O’Connor S, Lambert M, Brown JC, Burger N, Mc Fie S, Readhead C, Viljoen W. 2016. Video analysis of concussion injury mechanism in under-18 rugby. BMJ Open Sport Exerc Med. 2(1):e000053. doi:10.1136/bmjsem-2015-000053.
   Google Scholar
• Huber CM, Patton DA, McDonald CC, Jain D, Simms K, Lallo VA, Margulies SS, Master CL, Arbogast KB. 2021. Sport- and gender-based differences in head impact exposure and mechanism in high school sports. Orthopaedic Journal of Sports Medicine. Mar 9(3):2325967120984423. doi:10.1177/2325967120984423
   Google Scholar
• Hunter LE, Ifrah C, Zimmerman ME, Kim M, Lipton RB, Stewart WF, Lipton ML. 2018. Heading and unintentional head impacts have opposing associations with patient reported outcomes in amateur soccer players. Res Sports Med. Oct-Dec 26(4):390–400. doi:10.1080/15438627.2018.1492396
   Google Scholar
• Hutchison MG, Comper P, Meeuwisse WH, Echemendia RJ. 2014. An observational method to code concussions in the National Hockey League (NHL): the heads-up checklist. Br J Sports Med. Jan 48(2):125–129. doi:10.1136/bjsports-2012-092059
   Google Scholar
• Hutchison MG, Comper P, Meeuwisse WH, Echemendia RJ. 2015a. A systematic video analysis of National Hockey League (NHL) concussions, part I: who, when, where and what? Br J Sports Med. Apr 49(8):547–551. doi:10.1136/bjsports-2013-092234
   Google Scholar
• Hutchison MG, Comper P, Meeuwisse WH, Echemendia RJ. 2015b. A systematic video analysis of National Hockey League (NHL) concussions, part II: how concussions occur in the NHL. Br J Sports Med. Apr 49(8):552–555. doi:10.1136/bjsports-2013-092235
   Google Scholar
• Irick E. 2018. NCAA sports sponsorship and participation rates report. https://ncaaorg.s3.amazonaws.com/research/sportpart/Oct2018RES_2017-18SportsSponsorshipParticipationRatesReport.pdf
   Google Scholar
• Koo TK, Li MY. 2016. A guideline of selecting and reporting intraclass correlation coefficients for reliability research. J Chiropr Med. Jun 15(2):155–163. doi:10.1016/j.jcm.2016.02.012
   Google Scholar
• Krutsch V, Krutsch W, Hartl J, Bloch H, Alt V, Klein C, Reinsberger C, Seiffert R, Huber L, Weber J. 2021. Head injuries in professional football (soccer): results of video analysis verified by an accident insurance registry. PLoS One. 16(8):e0255695. doi:10.1371/journal.pone.0255695.
   Google Scholar
• Kuo C, Wu L, Loza J, Senif D, Anderson SC, Camarillo DB. 2018. Comparison of video-based and sensor-based head impact exposure. PLoS One. 13(6):e0199238. doi:10.1371/journal.pone.0199238.
   Google Scholar
• Lamond LC, Caccese JB, Buckley TA, Glutting J, Kaminski TW. 2018. Linear acceleration in direct head contact across impact type, player position, and playing scenario in collegiate women’s soccer players. J Athl Train. Feb 53(2):115–121. doi:10.4085/1062-6050-90-17
   Google Scholar
• Levitch CF, Zimmerman ME, Lubin N, Kim N, Lipton RB, Stewart WF, Kim M, Lipton ML. 2018. Recent and long-term soccer heading exposure is differentially associated with neuropsychological function in amateur players. J Int Neuropsychol Soc. Feb 24(2):147–155. doi:10.1017/S1355617717000790
   Google Scholar
• Lipton ML, Kim N, Zimmerman ME, Kim M, Stewart WF, Branch CA, Lipton RB. 2013. Soccer heading is associated with white matter microstructural and cognitive abnormalities. Radiology. Sep 268(3):850–857. doi:10.1148/radiol.13130545
   Google Scholar
• Maher ME, Hutchison M, Cusimano M, Comper P, Schweizer TA. 2014. Concussions and heading in soccer: a review of the evidence of incidence, mechanisms, biomarkers and neurocognitive outcomes. Brain Inj. 28(3):271–285. doi:10.3109/02699052.2013.865269.
   Google Scholar
• Marar M, McIlvain NM, Fields SK, Comstock RD. 2012. Epidemiology of concussions among United States high school athletes in 20 sports. Am J Sports Med. Apr 40(4):747–755. doi:10.1177/0363546511435626
   Google Scholar
• Matser EJ, Kessels AG, Lezak MD, Jordan BD, Troost J. Neuropsychological impairment in amateur soccer players. JAMA. 1999 Sep 8 282(10):971–973. doi:10.1001/jama.282.10.971
   Google Scholar
• McHugh ML. 2012. Interrater reliability: the kappa statistic. Biochem Med (Zagreb). 22(3):276–282. doi:10.11613/BM.2012.031.
   Google Scholar
• Moore RD, Lepine J, Ellemberg D. 2017 Feb. The independent influence of concussive and sub-concussive impacts on soccer players’ neurophysiological and neuropsychological function. Int J Psychophysiol. 112:22–30. doi:10.1016/j.ijpsycho.2016.11.011.
   Google Scholar
• Naunheim RS, Bayly PV, Standeven J, Neubauer JS, Lewis LM, Genin GM. 2003. Linear and angular head accelerations during heading of a soccer ball. Med Sci Sports Exerc. Aug 35(8):1406–1412. doi:10.1249/01.MSS.0000078933.84527.AE
   Google Scholar
• Nunnally JC, Bernstein IH. 1994. Psychometric Theory. 3rd ed. McGraw-Hill: McGraw-Hill series in psychology.
   Google Scholar
• Patton DA. 2016. A review of instrumented equipment to investigate head impacts in sport. Appl Bionics Biomech. 2016:7049743. doi:10.1155/2016/7049743
   Google Scholar
• Patton DA, Huber CM, Jain D, Myers RK, McDonald CC, Margulies SS, Master CL, Arbogast KB. 2020. Head impact sensor studies in sports: a systematic review of exposure confirmation methods. Ann Biomed Eng. Nov 48(11):2497–2507. doi:10.1007/s10439-020-02642-6
   Google Scholar
• Peek K, Meyer T, Beaudouin F, McKay M. 2020a. Heading incidence in boys’ football over three seasons. Sci. Med. Football. 11/15. doi:10.1080/24733938.2020.1849783
   Google Scholar
• Peek K, Vella T, Meyer T, Beaudouin F, McKay M. 2020b Dec. The incidence and characteristics of purposeful heading in male and female youth football (soccer) within Australia. J Sci Med Sport. 26. doi:10.1016/j.jsams.2020.12.010.
   Google Scholar
• Sandmo SB, McIntosh AS, Andersen TE, Koerte IK, Bahr R. 2019. Evaluation of an in-ear sensor for quantifying head impacts in youth soccer. Am J Sports Med. Mar 47(4):974–981. doi:10.1177/0363546519826953
   Google Scholar
• Saunders TD, Le RK, Breedlove KM, Bradney DA, Bowman TG. 2020 Apr. Sex differences in mechanisms of head impacts in collegiate soccer athletes. Clin Biomech (Bristol, Avon). 74:14–20. doi:10.1016/j.clinbiomech.2020.02.003.
   Google Scholar
• Shrout PE. 1998. Measurement reliability and agreement in psychiatry. Stat Methods Med Res. Sep 7(3):301–317. doi:10.1177/096228029800700306
   Google Scholar
• Sokol-Randell D, Rotundo MP, Tierney G, Deasy C, Cusimano MD. 2021 Mar. Characteristics of potential concussive events in elite male Gaelic football players: a descriptive video-analysis. J Sports Sci. 15:1–9. doi:10.1080/02640414.2021.1896455.
   Google Scholar
• Stewart WF, Kim N, Ifrah C, Sliwinski M, Zimmerman ME, Kim M, Lipton RB, Lipton ML. 2018. Heading frequency is more strongly related to cognitive performance than unintentional head impacts in amateur soccer players. Front Neurol. 9:240. doi:10.3389/fneur.2018.00240
   Google Scholar
• Stewart WF, Kim N, Ifrah CS, Lipton RB, Bachrach TA, Zimmerman ME, Kim M, Lipton ML. Symptoms from repeated intentional and unintentional head impact in soccer players. Neurology. 2017 Feb 28 88(9):901–908. doi:10.1212/WNL.0000000000003657
   Google Scholar
• Tierney GJ, Higgins B, Simms C. The incidence and mechanism of heading in European professional football players over three seasons. Scand J Med Sci Sports. 2020 Dec 6 31(1):124–131. doi:10.1111/sms.13900
   Google Scholar
• Tysvaer AT, Lochen EA. 1991. Soccer injuries to the brain. A neuropsychologic study of former soccer players. Am J Sports Med. Jan-Feb 19(1):56–60. doi:10.1177/036354659101900109
   Google Scholar
• Weber AE, Trasolini NA, Bolia IK, Rosario S, Prodromo JP, Hill C, Romano R, Liu CY, Tibone JE, Gamradt SC. 2020. Epidemiologic assessment of concussions in an NCAA division i women’s soccer team. Orthop J Sports Med. May 8(5):2325967120921746. doi:10.1177/2325967120921746
   Google Scholar
• Zuckerman SL, Kerr ZY, Yengo-Kahn A, Wasserman E, Covassin T, Solomon GS. 2015. Epidemiology of sports-related concussion in NCAA athletes from 2009-2010 to 2013-2014: incidence, recurrence, and mechanisms. Am J Sports Med. Nov 43(11):2654–2662. doi:10.1177/0363546515599634
   Google Scholar