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Lee JW, Song S, Kim Y, Park SB, Han DH. Soccer's AI transformation: deep learning's analysis of soccer's pandemic research evolution. Front Psychol 2023; 14:1244404. [PMID: 37908810 PMCID: PMC10613686 DOI: 10.3389/fpsyg.2023.1244404] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 09/13/2023] [Indexed: 11/02/2023] Open
Abstract
Introduction This paper aims to identify and compare changes in trends and research interests in soccer articles from before and during the COVID-19 pandemic. Methods We compared research interests and trends in soccer-related journal articles published before COVID-19 (2018-2020) and during the COVID-19 pandemic (2021-2022) using Bidirectional Encoder Representations from Transformers (BERT) topic modeling. Results In both periods, we categorized the social sciences into psychology, sociology, business, and technology, with some interdisciplinary research topics identified, and we identified changes during the COVID-19 pandemic period, including a new approach to home advantage. Furthermore, Sports science and sports medicine had a vast array of subject areas and topics, but some similar themes emerged in both periods and found changes before and during COVID-19. These changes can be broadly categorized into (a) Social Sciences and Technology; (b) Performance training approaches; (c) injury part of body. With training topics being more prominent than match performance during the pandemic; and changes within injuries, with the lower limbs becoming more prominent than the head during the pandemic. Conclusion Now that the pandemic has ended, soccer environments and routines have returned to pre-pandemic levels, but the environment that have changed during the pandemic provide an opportunity for researchers and practitioners in the field of soccer to detect post-pandemic changes and identify trends and future directions for research.
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Affiliation(s)
- Jea Woog Lee
- Intelligent Information Processing Lab, Chung-Ang University, Seoul, Republic of Korea
| | - Sangmin Song
- Department of Artificial Intelligence, Chung-Ang University, Seoul, Republic of Korea
| | - YoungBin Kim
- Graduate School of Advanced Imaging Science, Multimedia and Film, Chung-Ang University, Seoul, Republic of Korea
| | - Seung-Bo Park
- Graduate School of Sports Medicine, CHA University, Seongnam-si, Republic of Korea
| | - Doug Hyun Han
- Department of Psychiatry, Chung Ang University Hospital, Seoul, Republic of Korea
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2
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Haase FK, Prien A, Douw L, Feddermann-Demont N, Junge A, Reinsberger C. Cortical thickness and neurocognitive performance in former high-level female soccer and non-contact sport athletes. Scand J Med Sci Sports 2023; 33:921-930. [PMID: 36746873 DOI: 10.1111/sms.14324] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 01/03/2023] [Accepted: 01/31/2023] [Indexed: 02/08/2023]
Abstract
BACKGROUND Long-term effects of playing soccer (football) on the brain structure and function of the brain are vividly debated. While some studies showed differences in neurocognitive performance and structural brain changes in retired male players, data on female players are scarce. The present study compares cortical thickness and neurocognitive performance in former high-level female soccer (SOC) and non-contact sport athletes (CON). METHODS 3 T T1-weighted 3D MPRAGE MRI was performed, and vertex-wise cortical thickness was analyzed using FreeSurfer (v. 6.0.0). Neurocognitive performance in seven domains of SOC and CON was assessed. A multivariate linear model was used to analyze interactions with respect to heading frequency and a history of concussion. RESULTS SOC (n = 15, mean age 38.3 ± 5.1 years) and CON (n = 16, mean age 36.6 ± 5.8 years) had a similar cortical thickness and performed similarly in the neurocognitive tests except for verbal memory and psychomotor speed, where SOC performed significantly worse than CON. Moderate headers had a significantly larger cortical thickness than rare headers in the right inferior parietal region. Visual memory and cortical thickness were positively correlated in the group of frequent headers and negatively correlated in CON, but not in the other header groups. PERSPECTIVE In contrast to previous reports in male soccer players, female players did not reveal cortical thinning in comparison with control athletes, whereas neurocognitive profiles of female soccer players might not significantly differ from male athletes. Small sample sizes, subjective header assessment, and the case-control study design require a cautious interpretation.
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Affiliation(s)
| | - Annika Prien
- Institute of Interdisciplinary Exercise Science and Sports Medicine, MSH Medical School Hamburg, Hamburg, Germany.,Amsterdam Collaboration on Health & Safety in Sports, Department of Public and Occupational Health, Amsterdam Movement Sciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Linda Douw
- Department of Anatomy and Neurosciences, Amsterdam University Medical Centers, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.,Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Nina Feddermann-Demont
- Department of Neurology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Astrid Junge
- Institute of Interdisciplinary Exercise Science and Sports Medicine, MSH Medical School Hamburg, Hamburg, Germany
| | - Claus Reinsberger
- Institute of Sports Medicine, Paderborn University, Paderborn, Germany
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Kepka S, Lersy F, Godet J, Blanc F, Bilger M, Botzung A, Kleitz C, Merignac J, Ohrant E, Garnier F, Pietra F, Noblet V, Deck C, Willinger R, Kremer S. Cerebral and cognitive modifications in retired professional soccer players: TC-FOOT protocol, a transverse analytical study. BMJ Open 2022; 12:e060459. [PMID: 36351716 PMCID: PMC9664284 DOI: 10.1136/bmjopen-2021-060459] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
INTRODUCTION Soccer is the most popular sport in the world. This contact sport carries the risk of exposure to repeated head impacts in the form of subconcussions, defined as minimal brain injuries following head impact, with no symptom of concussion. While it has been suggested that exposure to repetitive subconcussive events can result in long-term neurophysiological modifications, and the later development of chronic traumatic encephalopathy, the consequences of these repeated impacts remain controversial and largely unexplored in the context of soccer players. METHODS AND ANALYSIS This is a prospective, single-centre, exposure/non-exposure, transverse study assessing the MRI and neuropsychological abnormalities in professional retired soccer players exposed to subconcussive impacts, compared with high-level athletes not exposed to head impacts. The primary outcome corresponds to the results of MRI by advanced MRI techniques (diffusion tensor, cerebral perfusion, functional MRI, cerebral volumetry and cortical thickness, spectroscopy, susceptibility imaging). Secondary outcomes are the results of the neuropsychological tests: number of errors and time to complete tests. We hypothesise that repeated subconcussive impacts could lead to morphological lesions and impact on soccer players' cognitive skills in the long term. ETHICS AND DISSEMINATION Ethics approval has been obtained and the study was approved by the Comité de Protection des Personnes (CPP) No 2021-A01169-32. Study findings will be disseminated by publication in a high-impact international journal. Results will be presented at national and international imaging meetings. TRIAL REGISTRATION NUMBER NCT04903015.
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Affiliation(s)
- Sabrina Kepka
- Emergency Department, University Hospital Centre Strasbourg, Strasbourg, France
- ICube, UMR 7357, University of Strasbourg-CNRS, Strasbourg, France
| | - François Lersy
- Imaging Department, University Hospital Centre Strasbourg, Strasbourg, France
| | - Julien Godet
- ICube, UMR 7357, University of Strasbourg-CNRS, Strasbourg, France
- Public Health Unit, University Hospital of Strasbourg, Strasbourg, France
| | - Frederic Blanc
- ICube, UMR 7357, University of Strasbourg-CNRS, Strasbourg, France
- Geriatrics and Neurology Departments, Research and Resources Memory Center (CM2R), University Hospital of Strasbourg, Strasbourg, France
| | - Mathias Bilger
- Neuropsychology Department, University Hospital Centre Strasbourg, Strasbourg, France
| | - Anne Botzung
- Geriatrics and Neurology Departments, Research and Resources Memory Center (CM2R), University Hospital of Strasbourg, Strasbourg, France
| | - Catherine Kleitz
- Neuropsychology Department, University Hospital Centre Strasbourg, Strasbourg, France
| | - Jeanne Merignac
- Geriatrics and Neurology Departments, Research and Resources Memory Center (CM2R), University Hospital of Strasbourg, Strasbourg, France
| | | | - Franck Garnier
- School of Osteopathy, College COS Strasbourg, Strasbourg, France
- Medical Sport Center of Strasbourg, CMSM, Strasburg, France
| | | | - Vincent Noblet
- ICube, UMR 7357, University of Strasbourg-CNRS, Strasbourg, France
| | - Caroline Deck
- ICube, UMR 7357, University of Strasbourg-CNRS, Strasbourg, France
| | - Remy Willinger
- ICube, UMR 7357, University of Strasbourg-CNRS, Strasbourg, France
| | - Stéphane Kremer
- ICube, UMR 7357, University of Strasbourg-CNRS, Strasbourg, France
- Imaging Department, University Hospital Centre Strasbourg, Strasbourg, France
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Effects of dabigatran versus warfarin on 2-year cognitive outcomes in old patients with atrial fibrillation: results from the GIRAF randomized clinical trial. BMC Med 2022; 20:374. [PMID: 36284318 PMCID: PMC9598018 DOI: 10.1186/s12916-022-02563-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Accepted: 09/12/2022] [Indexed: 12/01/2022] Open
Abstract
BACKGROUND Observational studies support a role for oral anticoagulation to reduce the risk of dementia in atrial fibrillation patients, but conclusive data are lacking. Since dabigatran offers a more stable anticoagulation, we hypothesized it would reduce cognitive decline when compared to warfarin in old patients with atrial fibrillation. METHODS The GIRAF trial was a 24-month, randomized, parallel-group, controlled, open-label, hypothesis generating trial. The trial was done in six centers including a geriatric care unit, secondary and tertiary care cardiology hospitals in São Paulo, Brazil. We included patients aged ≥ 70 years and CHA2DS2-VASc score > 1. The primary endpoint was the absolute difference in cognitive performance at 2 years. Patients were assigned 1:1 to take dabigatran (110 or 150 mg twice daily) or warfarin, controlled by INR and followed for 24 months. Patients were evaluated at baseline and at 2 years with a comprehensive and thorough cognitive evaluation protocol of tests for different cognitive domains including the Montreal Cognitive Assessment (MoCA), Mini-Mental State Exam (MMSE), a composite neuropsychological test battery (NTB), and computer-generated tests (CGNT). RESULTS Between 2014 and 2019, 5523 participants were screened and 200 were assigned to dabigatran (N = 99) or warfarin (N = 101) treatment. After adjustment for age, log of years of education, and raw baseline score, the difference between the mean change from baseline in the dabigatran group minus warfarin group was - 0.12 for MMSE (95% confidence interval [CI] - 0.88 to 0.63; P = 0.75), 0.05 (95% CI - 0.07 to 0.18; P = 0.40) for NTB, - 0.15 (95% CI - 0.30 to 0.01; P = 0.06) for CGNT, and - 0.96 (95% CI - 1.80 to 0.13; P = 0.02) for MoCA, with higher values suggesting less cognitive decline in the warfarin group. CONCLUSIONS For elderly patients with atrial fibrillation, and without cognitive compromise at baseline that did not have stroke and were adequately treated with warfarin (TTR of 70%) or dabigatran for 2 years, there was no statistical difference at 5% significance level in any of the cognitive outcomes after adjusting for multiple comparisons. TRIAL REGISTRATION Cognitive Impairment Related to Atrial Fibrillation Prevention Trial (GIRAF), NCT01994265 .
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Nowak MK, Ejima K, Quinn PD, Bazarian JJ, Mickleborough TD, Harezlak J, Newman SD, Kawata K. ADHD May Associate With Reduced Tolerance to Acute Subconcussive Head Impacts: A Pilot Case-Control Intervention Study. J Atten Disord 2022; 26:125-139. [PMID: 33161816 PMCID: PMC8102643 DOI: 10.1177/1087054720969977] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To test our hypothesis that individuals with ADHD would exhibit reduced resiliency to subconcussive head impacts induced by ten soccer headings. METHOD We conducted a case-control intervention study in 51 adults (20.6 ± 1.7 years old). Cognitive assessment, using ImPACT, and plasma levels of neurofilament-light (NF-L), Tau, glial-fibrillary-acidic protein (GFAP), and ubiquitin-C-terminal hydrolase-L1 (UCH-L1) were measured. RESULTS Ten controlled soccer headings demonstrated ADHD-specific transient declines in verbal memory function. Ten headings also blunted learning effects in visual memory function in the ADHD group while the non-ADHD counterparts improved both verbal and visual memory functions even after ten headings. Blood biomarker levels of the ADHD group were sensitive to the stress induced by ten headings, where plasma GFAP and UCH-L1 levels acutely increased after 10 headings. Variance in ADHD-specific verbal memory decline was correlated with increased levels of plasma GFAP in the ADHD group. CONCLUSIONS These data suggest that ADHD may reduce brain tolerance to repetitive subconcussive head impacts.
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Affiliation(s)
| | - Keisuke Ejima
- Department of Epidemiology and Biostatistics, Indiana University-Bloomington, USA
| | - Patrick D. Quinn
- Department of Applied Health, Indiana University-Bloomington, USA
| | - Jeffrey J. Bazarian
- Department of Emergency Medicine, University of Rochester Medical Center, USA
| | | | - Jaroslaw Harezlak
- Department of Epidemiology and Biostatistics, Indiana University-Bloomington, USA
| | - Sharlene D. Newman
- Department of Psychological and Brain Sciences, Indiana University-Bloomington, USA
| | - Keisuke Kawata
- Department of Kinesiology, Indiana University-Bloomington, USA
- Program in Neuroscience, Indiana University-Bloomington, USA
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Forcione M, Chiarelli AM, Perpetuini D, Davies DJ, O’Halloran P, Hacker D, Merla A, Belli A. Tomographic Task-Related Functional Near-Infrared Spectroscopy in Acute Sport-Related Concussion: An Observational Case Study. Int J Mol Sci 2020; 21:E6273. [PMID: 32872557 PMCID: PMC7503954 DOI: 10.3390/ijms21176273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Revised: 08/26/2020] [Accepted: 08/28/2020] [Indexed: 12/04/2022] Open
Abstract
Making decisions regarding return-to-play after sport-related concussion (SRC) based on resolution of symptoms alone can expose contact-sport athletes to further injury before their recovery is complete. Task-related functional near-infrared spectroscopy (fNIRS) could be used to scan for abnormalities in the brain activation patterns of SRC athletes and help clinicians to manage their return-to-play. This study aims to show a proof of concept of mapping brain activation, using tomographic task-related fNIRS, as part of the clinical assessment of acute SRC patients. A high-density frequency-domain optical device was used to scan 2 SRC patients, within 72 h from injury, during the execution of 3 neurocognitive tests used in clinical practice. The optical data were resolved into a tomographic reconstruction of the brain functional activation pattern, using diffuse optical tomography. Moreover, brain activity was inferred using single-subject statistical analyses. The advantages and limitations of the introduction of this optical technique into the clinical assessment of acute SRC patients are discussed.
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Affiliation(s)
- Mario Forcione
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre (NIHR-SRMRC), University Hospitals Birmingham NHS Foundation Trust, Mindelsohn Way, Birmingham B15 2TH, UK; (D.J.D.); (A.B.)
- Neuroscience & Ophthalmology Research Group, Institute of Inflammation & Ageing, College of Medical and Dental Sciences, University of Birmingham, Edgbaston, Birmingham B15 2TT, UK;
| | - Antonio Maria Chiarelli
- Imaging and Clinical Sciences, Department of Neuroscience, University G. D’Annunzio of Chieti-Pescara, Institute for Advanced Biomedical Technologies, Via Luigi Polacchi 13, 66100 Chieti, Italy; (A.M.C.); (D.P.); (A.M.)
| | - David Perpetuini
- Imaging and Clinical Sciences, Department of Neuroscience, University G. D’Annunzio of Chieti-Pescara, Institute for Advanced Biomedical Technologies, Via Luigi Polacchi 13, 66100 Chieti, Italy; (A.M.C.); (D.P.); (A.M.)
| | - David James Davies
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre (NIHR-SRMRC), University Hospitals Birmingham NHS Foundation Trust, Mindelsohn Way, Birmingham B15 2TH, UK; (D.J.D.); (A.B.)
- Neuroscience & Ophthalmology Research Group, Institute of Inflammation & Ageing, College of Medical and Dental Sciences, University of Birmingham, Edgbaston, Birmingham B15 2TT, UK;
| | - Patrick O’Halloran
- Neuroscience & Ophthalmology Research Group, Institute of Inflammation & Ageing, College of Medical and Dental Sciences, University of Birmingham, Edgbaston, Birmingham B15 2TT, UK;
| | - David Hacker
- Clinical Neuropsychology, University Hospitals Birmingham NHS Foundation Trust, Mindelsohn Way, Birmingham B15 2TH, UK;
| | - Arcangelo Merla
- Imaging and Clinical Sciences, Department of Neuroscience, University G. D’Annunzio of Chieti-Pescara, Institute for Advanced Biomedical Technologies, Via Luigi Polacchi 13, 66100 Chieti, Italy; (A.M.C.); (D.P.); (A.M.)
| | - Antonio Belli
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre (NIHR-SRMRC), University Hospitals Birmingham NHS Foundation Trust, Mindelsohn Way, Birmingham B15 2TH, UK; (D.J.D.); (A.B.)
- Neuroscience & Ophthalmology Research Group, Institute of Inflammation & Ageing, College of Medical and Dental Sciences, University of Birmingham, Edgbaston, Birmingham B15 2TT, UK;
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7
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Smirl JD, Peacock D, Wright AD, Bouliane KJ, Dierijck J, Burma JS, Kennefick M, Wallace C, van Donkelaar P. An Acute Bout of Soccer Heading Subtly Alters Neurovascular Coupling Metrics. Front Neurol 2020; 11:738. [PMID: 32849205 PMCID: PMC7396491 DOI: 10.3389/fneur.2020.00738] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Accepted: 06/16/2020] [Indexed: 01/22/2023] Open
Abstract
Objective: The current investigation examined how a bout of soccer heading may impact brain function. Design: Semi-randomized crossover cohort. Setting: Controlled soccer heading. Participants: Seven male soccer players (24.1 ± 1.5 years). Intervention: 40 successful soccer headers were performed in 20 min (25 m, launch velocity ~80 km/h). X2 xPatch recorded linear and rotational head accelerations during each impact. A contact control “sham” condition – ball made body contact, but not by the head; and a no activity time “control” condition were also completed. Main Outcome Measures: Posterior and middle cerebral artery (PCA and MCA, respectively), cerebral blood velocity (CBV) was recorded during a visual task (neurovascular coupling: NVC) alongside SCAT3 symptoms scores pre/post a controlled bout of soccer heading. Results: Cumulative linear and rotational accelerations were 1,574 ± 97.9 g and 313,761 ± 23,966 rads/s2, respectively, during heading and changes in SCAT3 symptom number (pre: 2.6 ± 3.0; post: 6.7 ± 6.2, p = 0.13) and severity (pre: 3.7 ± 3.6, post: 9.4 ± 7.6, p = 0.11) were unchanged. In the PCA, no NVC differences were observed, including: relative CBV increase (28.0 ± 7.6%, p = 0.71) and total activation (188.7 ± 68.1 cm, p = 0.93). However, MCA-derived NVC metrics were blunted following heading, demonstrating decreased relative CBV increase (7.8 ± 3.1%, p = 0.03) and decreased total activation (26.7 ± 45.3 cm, p = 0.04). Conclusion: Although an acute bout of soccer heading did not result in an increase of concussion-like symptoms, there were alterations in NVC responses within the MCA during a visual task. This suggests an acute bout of repetitive soccer heading can alter CBV regulation within the region of the brain associated with the header impacts.
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Affiliation(s)
- Jonathan D Smirl
- Concussion Research Laboratory, University of British Columbia, Kelowna, BC, Canada.,Faculty of Kinesiology, University of Calgary, Calgary, AB, Canada.,Sport Injury Prevention Research Centre, University of Calgary, Calgary, AB, Canada.,Human Performance Laboratory, University of Calgary, Calgary, AB, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.,Integrated Concussion Research Program, University of Calgary, Calgary, AB, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.,Libin Cardiovascular Institute, University of Calgary, Calgary, AB, Canada
| | - Dakota Peacock
- Southern Medical Program, University of British Columbia, Kelowna, BC, Canada
| | - Alexander D Wright
- Concussion Research Laboratory, University of British Columbia, Kelowna, BC, Canada.,Southern Medical Program, University of British Columbia, Kelowna, BC, Canada.,MD/PhD Program, University of British Columbia, Vancouver, BC, Canada.,Experimental Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Kevin J Bouliane
- Concussion Research Laboratory, University of British Columbia, Kelowna, BC, Canada
| | - Jill Dierijck
- Concussion Research Laboratory, University of British Columbia, Kelowna, BC, Canada.,Faculty of Health, School of Physiotherapy, Dalhousie University, Halifax, NS, Canada
| | - Joel S Burma
- Concussion Research Laboratory, University of British Columbia, Kelowna, BC, Canada.,Faculty of Kinesiology, University of Calgary, Calgary, AB, Canada.,Sport Injury Prevention Research Centre, University of Calgary, Calgary, AB, Canada.,Human Performance Laboratory, University of Calgary, Calgary, AB, Canada
| | - Michael Kennefick
- Concussion Research Laboratory, University of British Columbia, Kelowna, BC, Canada
| | - Colin Wallace
- Concussion Research Laboratory, University of British Columbia, Kelowna, BC, Canada
| | - Paul van Donkelaar
- Concussion Research Laboratory, University of British Columbia, Kelowna, BC, Canada
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