1
|
Stellpflug SJ, Dalrymple KA, Dummer MF, Schindler BR, Ashton SV, Bachman DS, Lefevere RC. Cognitive Assessment in Grappling Athletes Following Choke versus Nonchoke Submissions. Med Sci Sports Exerc 2024; 56:1861-1866. [PMID: 39010321 DOI: 10.1249/mss.0000000000003494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/17/2024]
Abstract
PURPOSE Participation in Brazilian jiu-jitsu and mixed martial arts has increased over the last three decades. These sports feature submission attacks, including strangles. These strangles, termed "chokes" in this context, primarily limit blood flow to the brain via compression of neck vasculature. There has been discussion in literature of the possibility of measurable cognitive effects following transient choking episodes. The present study used the King-Devick test (KDT) platform, a tablet-based reaction time and accuracy task designed to measure participants' number recognition, cognition, and verbal expression. This task requires functional vision, saccadic eye movements, comprehension, and expression. METHODS Volunteer participants were screened for exclusion (prior brain injury) criteria and survey information before testing. Athletes were tested with the KDT immediately before a Brazilian jiu-jitsu training session, again immediately after succumbing to either a choke ("Choke" arm) or nonchoke ("Non-Choke" arm) submission while sparring, and again after a 10-min rest period following the postsubmission test. Analysis was done on test failures, total test times, and individual difference scores between baseline and subsequent testing. RESULTS Sixty-two (32 Choke, 30 Non-Choke) participants were analyzed. There was no significant difference between Choke and Non-Choke in test failures ( χ2 (1,62) = 1.25, P = 0.263), total times ( t (60) = 0.62, P = 0.540; 95% CI, -3.44 to 6.51), and individual difference scores ( t (60) = 0.29, P = 0.776; 95% CI, -2.41 to 3.21). CONCLUSIONS There were no significant differences between study arms in any of the three analyzed measures. This suggests that cognitive functioning, as measured by the KDT, is not affected by transient choking episodes.
Collapse
Affiliation(s)
| | | | - Matthew F Dummer
- Department of Emergency Medicine, Regions Hospital, Saint Paul, MN
| | - Broc R Schindler
- Department of Emergency Medicine, Regions Hospital, Saint Paul, MN
| | - Sarah V Ashton
- HealthPartners Critical Care Research Center, Saint Paul, MN
| | - David S Bachman
- HealthPartners Critical Care Research Center, Saint Paul, MN
| | | |
Collapse
|
2
|
Brown DA, Gross G. Assessing the Incidence of Head Trauma in Australian Mixed Martial Arts: A Retrospective Analysis of Fight Outcomes. Sports Health 2024:19417381241263332. [PMID: 39095970 PMCID: PMC11569551 DOI: 10.1177/19417381241263332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2024] Open
Abstract
BACKGROUND Mixed martial arts (MMA) is experiencing a surge in popularity in Australia. Previous research has suggested knockout (KO) and technical knockout (TKO) are frequent outcomes during competition, raising concern about the brain health of athletes. This study aims to describe fight outcomes in Australian MMA and to explore differences in fight-ending outcomes between male and female athletes, amateur and professional competition, and different weight classes. HYPOTHESIS There is no difference in the incidence of KO/TKO between level of competition, sex, and weight class. STUDY DESIGN Descriptive epidemiology study. LEVEL OF EVIDENCE Level 3. METHODS Retrospective analysis of 143 Australian MMA events from 2020 to 2023 was conducted using video replay to assess fight outcomes between sex and level of competition. Binary logistic regression analysis was used to determine relationships between weight class and KO/TKO fight outcomes. RESULTS Male competition (34%) had a significantly greater number of KO/TKO secondary to head strikes fight outcomes compared with female competition (23%) (P = 0.01). The KO/TKO rate secondary to head strikes for amateur and professional male competition was 16.6 and 18.7 per 100 athlete-exposures (AEs), respectively. The amateur and professional female rate was 12.6 and 7.4 per 100 AEs, respectively. Amateur male light heavyweight and heavyweight, and professional male heavyweight were at greater odds of a KO or TKO compared with other weight classes in their equivalent level of competition. CONCLUSION There is a sex and professional level disparity in the incidence of fight-ending head trauma in Australian MMA. The study findings highlight the urgent need for targeted safety protocols and medical oversight, particularly for men in heavier weight classes. CLINICAL RELEVANCE This study highlights the need for enhanced safety protocols and medical oversight in Australian MMA, particularly for male athletes in heavier weight divisions.
Collapse
Affiliation(s)
- Daniel A. Brown
- School of Health Sciences and Social Work, Nathan, Griffith University, Brisbane, Queensland, Australia
| | - Garret Gross
- Griffith Sports Science, Griffith University, Gold Coast, Queensland, Australia
| |
Collapse
|
3
|
Human third-party observers accurately track fighting skill and vigour along their unique paths to victory. Sci Rep 2022; 12:14841. [PMID: 36050502 PMCID: PMC9437099 DOI: 10.1038/s41598-022-19044-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 08/23/2022] [Indexed: 11/09/2022] Open
Abstract
Sexual selection via male-male contest competition has shaped the evolution of agonistic displays, weaponry, and fighting styles, and is further argued to have shaped human psychological mechanisms to detect, process, and respond appropriately to cues of fighting ability. Drawing on the largest fight-specific dataset to date across the sports and biological sciences (N = 2765 fights), we examined how different indicators of fighting ability in humans reflect unique paths to victory and indicate different forms of perceived and actual resource-holding power (RHP). Overall, we discovered that: (1) both striking skill and vigour, and grappling skill and vigour, individually and collectively predict RHP; (2) different RHP indicators are distinguished by a unique path to victory (e.g., striking skill is a knockout-typical strategy, whereas grappling vigour is a submission-typical strategy); and (3) third-party observers accurately track fighting skill and vigour along their unique paths to victory. Our argument that different measures of RHP are associated with unique paths to victory, and third-party observers accurately track fighting vigour and skill along their unique paths to victory, advance our understanding not only of human contest competition, but animal contest theory more broadly.
Collapse
|
4
|
Miarka B, Soto DAS, Aedo-Muñoz EA, Maurício CA, Müller VT, Bragazzi NL, Brito CJ. Concussion vs. resignation by submission: Technical–tactical behavior analysis considering injury in mixed martial arts. Front Neurol 2022; 13:941829. [PMID: 36119707 PMCID: PMC9473287 DOI: 10.3389/fneur.2022.941829] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Accepted: 07/22/2022] [Indexed: 11/15/2022] Open
Abstract
This research study verified the technical–tactical actions during the mixed martial arts (MMA) fights to generate serious enough injury to stop the MMA round, determining technical-tactical potential risk factors for injury in official MMA combats, according to Concussion or Resignation per Submission. A total of 990 rounds with concussions and 627 resignations per submission were considered with severe injury (i.e., a fight ended by a doctor or referee). All injuries were diagnosed and managed by attending ringside physicians during the MMA fights and rounds and had a continuous technical–tactical behavior analysis, p ≤ 0.05. The leading cause of concussion was due to head trauma (~90%), with higher dependence on head strikes scored actions. Comparisons between Concussion and Resignation per Submission combats demonstrated differences between distance head strikes actions [13(6,25) vs. 9(4,18) frequencies], clinch head strikes actions [1(0;4) vs. 1(0;3) frequencies], ground head strikes actions [1(0;8) vs. 2(0;10) frequencies] and takedowns actions [0(0;1) vs. 1(0;2) frequencies]. This information may provide significant evidence regarding the doctor stoppage in concussion combats and when it could be called by officials supervising MMA.
Collapse
Affiliation(s)
- Bianca Miarka
- Laboratory of Psychophysiology and Performance in Combat and Sports, Physical Education Postgraduate Program, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Dany A. Sobarzo Soto
- Escuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Puerto Montt, Chile
- *Correspondence: Dany A. Sobarzo Soto
| | - Esteban A. Aedo-Muñoz
- Department of Physical Education, Sports and Recreation, Universidad Metropolitana de Ciencias de la Educación, Santiago, Chile
| | - Clóvis A. Maurício
- Laboratory of Psychophysiology and Performance in Combat and Sports, Physical Education Postgraduate Program, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Vanessa T. Müller
- Laboratory of Psychophysiology and Performance in Combat and Sports, Physical Education Postgraduate Program, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Nicola L. Bragazzi
- Department of Mathematics and Statistics, Laboratory for Industrial and Applied Mathematics, York University, Toronto, ON, Canada
| | - Ciro José Brito
- Physical Education Postgraduate Program, Juiz de Fora Federal University, Juiz de Fora, Brazil
| |
Collapse
|
5
|
Stellpflug SJ, Dummer MF, Martin CD, Vera JA, LeFevere RC. Cervical Artery Dissections and Ischemic Strokes Associated with Vascular Neck Compression Techniques (Sportive Chokes). J Emerg Med 2022; 63:49-57. [PMID: 35934648 DOI: 10.1016/j.jemermed.2022.04.015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Revised: 01/03/2022] [Accepted: 04/25/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Strangulation as a fight-finishing maneuver in combat sports, termed "choking" in that context, occurs worldwide millions of times yearly. This activity can be trained safely, but devastating injuries can occur. OBJECTIVE Our aim was to present a case series of cervical artery dissections and ischemic strokes associated with sportive choking. Sharing these cases is meant to draw awareness, to assist emergency physicians in caring for these athletes, and to provide a platform for further research. METHODS Institutional Review Board approval was obtained. Participants consented for medical information transfer and anonymous academic reproduction. The minimum medical record information necessary for inclusion was a report of diagnosis-confirming advanced imaging. Participants were contacted for primary information in addition to what the medical records could provide and to confirm some information in the record (e.g., pertinent medical history, demographic characteristics, choking event description, medical care, and commentary on their current health). Medical records and additional first-hand information were reviewed and participants were included if they had a diagnosed dissection or stroke likely associated with a sportive choke. RESULTS Ten cases met all criteria for inclusion. There were 5 cases of carotid artery dissection, 3 cases of vertebral artery dissection, and 2 cases of ischemic stroke without dissection. Nine of 10 participants survived and 3 of 10 have returned to submission grappling training. CONCLUSIONS Cervical artery dissections and ischemic strokes can occur in association with sportive choking. Emergency physicians must be aware of the widespread nature of this activity and must be vigilant in approaching management of patients with symptoms consistent with these injuries.
Collapse
Affiliation(s)
| | - Matthew F Dummer
- Department of Emergency Medicine, Regions Hospital, Saint Paul, Minnesota
| | | | - Joshua A Vera
- Hazel Hawkins Memorial Hospital, Hollister, California
| | - Robert C LeFevere
- Department of Emergency Medicine, Regions Hospital, Saint Paul, Minnesota
| |
Collapse
|
6
|
Su Y, Tian J, Zan X. The Research of Chinese Martial Arts Cross-Media Communication System Based on Deep Neural Network. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022; 2022:2835992. [PMID: 35669654 PMCID: PMC9167069 DOI: 10.1155/2022/2835992] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 04/21/2022] [Accepted: 04/25/2022] [Indexed: 11/17/2022]
Abstract
The spread of Chinese martial arts is crucial for the world to understand Chinese culture. If only relying on one transmission method, it will lead to the difference of transmission and its lack of certain real time. This will lead to differences in the understanding of Chinese martial arts, which is also not conducive to the spread of Chinese glorious culture. Cross-media communication technology can solve this communication difference problem very well. The deep neural network method was used to fuse relevant features of Chinese martial arts, and it also analyzes the feasibility of neural network technology in cross-media communication. At the same time, this study uses deep neural network to study the timeliness of Chinese martial arts in the process of cross-media communication. The research results show that the convolutional neural network can effectively extract the characteristics of Chinese martial arts and carry out effective dissemination. However, the hybrid convolutional neural network with temporal features has higher accuracy in extracting Chinese martial arts features. This hybrid convolutional neural network is more conducive to the dissemination of Chinese martial arts through cross-media technology, which can ensure its timeliness. The maximum error of deep neural network technology in predicting Chinese martial arts culture is only 2.67%. This part of the error comes from the action characteristics of Chinese martial arts culture, which shows that neural network technology has good feasibility.
Collapse
Affiliation(s)
- Yue Su
- Physical Education Department of Tianjin University of Science and Technology, Tianjin, China
| | - Jing Tian
- Physical Education of Tianjin Business Vocational College, Tianjin, China
| | - Xin Zan
- Sports Department of Tianjin Ren'ai College, Tianjin, China
| |
Collapse
|
7
|
Bueno JCA, Faro H, Lenetsky S, Gonçalves AF, Dias SBCD, Ribeiro ALB, da Silva BVC, Filho CAC, de Vasconcelos BM, Serrão JC, Andrade A, Souza-Junior TP, Claudino JG. Exploratory Systematic Review of Mixed Martial Arts: An Overview of Performance of Importance Factors with over 20,000 Athletes. Sports (Basel) 2022; 10:80. [PMID: 35736820 PMCID: PMC9227211 DOI: 10.3390/sports10060080] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 04/03/2022] [Accepted: 04/28/2022] [Indexed: 02/01/2023] Open
Abstract
This review aimed to analyze the findings in the literature related to Mixed Martial Arts (MMA) through an exploratory systematic review and to present the state of the art from a multifactorial perspective. The review was conducted in accordance with the PRISMA statement, with a search performed in the Scopus, PubMed, and Web of Science databases. Participants were competitive athletes (amateurs or professionals) of regional, national, or international levels. Of the 2763 registries identified, 112 studies met the eligibility criteria. The pooled sample size and age were 20,784 participants, with a mean age of 27.7 ± 6 years for male and 28.9 ± 3 years for female, with the vast majority of athletes being male (94.9%). MMA athletes were 17.2% amateurs, 73.8% professionals, and 9% were not reported. The scientific literature related to MMA reported injuries (n = 28), weight loss (n = 21), technical and tactical analysis (n = 23), physical fitness (n = 8), physiological responses and training characteristics (n = 13), psychobiological parameters (n = 12), and interventions applied to MMA athletes (n = 7). Therefore, this exploratory systematic review presents practitioners and researchers with seven broad summaries of each facet of performance of importance in this population of athletes.
Collapse
Affiliation(s)
- João C. A. Bueno
- Research Group on Metabolism, Nutrition and Strength Training, Department of Physical Education, Jardim Botânico Campus, Federal University of Paraná, Curitiba 80210-132, PR, Brazil;
- Sciences Center of Health and Sport, Laboratory of Sport and Exercise Psychology, Physical Education Department, State University of Santa, Catarina 88080-350, FLN, Brazil;
| | - Heloiana Faro
- Associate Graduate Program in Physical Education, Federal University of Paraíba, João Pessoa 58059-900, PB, Brazil;
| | - Seth Lenetsky
- Sport Performance Research Institute New Zealand, School of Sport and Recreation, Auckland University of Technology, Auckland 1010, New Zealand;
- Canadian Sport Institute Pacific, Victoria, BC V9E 2C5, Canada;
| | - Aleksandro F. Gonçalves
- Laboratory of Psychophysiology and Performance in Sports & Combats, School of Physical Education and Sport, Federal University of Rio de Janeiro, Rio de Janeiro 21941-599, RDJ, Brazil;
| | - Stefane B. C. D. Dias
- Exercise and Sport Science Laboratory, Keiser University Orlando, Sports Medicine & Fitness Tech/Exercise Science, 5600 Lake Underhill Road Orlando, Florida, FL 32807, USA;
| | - André L. B. Ribeiro
- Department of Physiology and Product Development Limber Software, Balsam 15140-000, SP, Brazil;
| | - Bruno V. C. da Silva
- Department of Physical Education, University of Itaúna, Highway MG 431-Km 45, Itaúna 35680-142, MG, Brazil;
| | - Carlos A. Cardoso Filho
- Laboratory of Biomechanics, School of Physical Education and Sport, Campus São Paulo, Universidade de São Paulo, São Paulo 05508-030, SAO, Brazil; (C.A.C.F.); (J.C.S.); or (J.G.C.)
- Research and Development Department, LOAD CONTROL, Contagem 32000-000, MG, Brazil
| | | | - Júlio C. Serrão
- Laboratory of Biomechanics, School of Physical Education and Sport, Campus São Paulo, Universidade de São Paulo, São Paulo 05508-030, SAO, Brazil; (C.A.C.F.); (J.C.S.); or (J.G.C.)
| | - Alexandro Andrade
- Sciences Center of Health and Sport, Laboratory of Sport and Exercise Psychology, Physical Education Department, State University of Santa, Catarina 88080-350, FLN, Brazil;
| | - Tácito P. Souza-Junior
- Research Group on Metabolism, Nutrition and Strength Training, Department of Physical Education, Jardim Botânico Campus, Federal University of Paraná, Curitiba 80210-132, PR, Brazil;
| | - João G. Claudino
- Laboratory of Biomechanics, School of Physical Education and Sport, Campus São Paulo, Universidade de São Paulo, São Paulo 05508-030, SAO, Brazil; (C.A.C.F.); (J.C.S.); or (J.G.C.)
- Research and Development Department, LOAD CONTROL, Contagem 32000-000, MG, Brazil
- Center for Health Sciences, Group of Research, Innovation and Technology Applied to Sport (GSporTech), Department of Physical Education, Federal University of Piauí, Teresina 64000-850, PI, Brazil
| |
Collapse
|
8
|
Stellpflug SJ, Weber W, Dietrich A, Springer B, Polansky R, Sachs C, Hsu A, McGuire S, Gwinn C, Strack G, Riviello R. Approach considerations for the management of strangulation in the emergency department. J Am Coll Emerg Physicians Open 2022; 3:e12711. [PMID: 35445212 PMCID: PMC9013263 DOI: 10.1002/emp2.12711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 03/13/2022] [Accepted: 03/14/2022] [Indexed: 11/24/2022] Open
Abstract
Patients with a history of strangulation present to the emergency department with a variety of different circumstances and injury patterns. We review the terminology, pathophysiology, evaluation, management, and special considerations for strangulation injuries, including an overview of forensic considerations and legal framework for strangulation events.
Collapse
Affiliation(s)
| | - William Weber
- Section of Emergency Medicine The University of Chicago Chicago Illinois USA
| | - Ann Dietrich
- Department of Pediatrics and Emergency Medicine University of South Carolina School of Medicine Columbia South Carolina USA
| | - Brian Springer
- Department of Emergency Medicine Wright State University Dayton Ohio USA
| | - Robin Polansky
- Department of Emergency Medicine Cedars-Sinai Medical Center Los Angeles California USA
| | - Carolyn Sachs
- Department of Emergency Medicine University of California, Los Angeles Los Angeles California USA
| | - Antony Hsu
- Department of Emergency Medicine St. Joseph Mercy Hospital Ann Arbor Michigan USA
| | - Sarayna McGuire
- Department of Emergency Medicine The Mayo Clinic Rochester Minnesota USA
| | - Casey Gwinn
- Training Institute on Strangulation Prevention Alliance for Hope International San Diego California USA
| | - Gael Strack
- Training Institute on Strangulation Prevention Alliance for Hope International San Diego California USA
| | - Ralph Riviello
- Department of Emergency Medicine The University of Texas: San Antonio San Antonio Texas USA
| |
Collapse
|
9
|
Tao L. Application of Data Mining in the Analysis of Martial Arts Athlete Competition Skills and Tactics. JOURNAL OF HEALTHCARE ENGINEERING 2021; 2021:5574152. [PMID: 33884158 PMCID: PMC8041537 DOI: 10.1155/2021/5574152] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 03/05/2021] [Accepted: 03/19/2021] [Indexed: 11/17/2022]
Abstract
In martial arts, data mining technologies are used to describe and analyze the moves of athletes and changes in the process and sequences. Martial arts is a process in which athletes use all kinds of strengths and actions to make offensive and defensive changes according to the tactics of opponents. One such martial arts is Wushu arts as it has a long history in reference to Chinese martial arts. During the Wushu competition, Wushu athletes show their adaptability and technical level in complex, random, and nonlinear competitive abilities, organized and systematic skills, tactics, and position movement. Using data mining techniques, in-depth mining a particular type of martial arts competition technology and tactics behind statistical data, and using the data to find the law of change to solve some problems, for martial arts athletes in daily training to develop technology and tactics and improve competition results, is the practical significance of data mining in martial arts athletes competition. This research explored the relationship between goal-oriented and mental intensity and their effect on competitive success outcomes.
Collapse
Affiliation(s)
- Lingrong Tao
- Physical Education Institute, Jimei University, Xiamen 361021, China
| |
Collapse
|