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Bourantanis A, Katsos K, Samolis A, Vlachodimitropoulos D, Troupis G, Sakelliadis EI, Wang WW. Forensic investigation into head trauma in combat sports, blunt force homicides, and traditional martial arts. Forensic Sci Int 2024; 365:112269. [PMID: 39500089 DOI: 10.1016/j.forsciint.2024.112269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 05/25/2024] [Accepted: 10/22/2024] [Indexed: 12/09/2024]
Abstract
BACKGROUND The analysis of circumstantial elements in post-mortem examinations is crucial for identifying perpetrators in unarmed close-range homicides. This study explores the forensic analysis of head trauma fatalities related to combat sports, blunt force trauma homicides, and traditional martial arts (TMA), aiming to bridge the gap between historical martial arts documentation and modern forensic pathology. MATERIALS AND METHODS Following PRISMA guidelines, we conducted a systematic literature review and interdisciplinary analysis combining traditional forensic methods with the study of TMA manuscripts and consultations with martial arts experts. RESULTS The research uncovered a high incidence of head injuries in combat sports and identified distinct injury patterns in blunt-force trauma homicides. In martial arts, lethal techniques targeting the cranial region were pinpointed. An algorithm was developed to differentiate between injuries from various sources effectively. CONCLUSION This study offers a framework to distinguish injuries from combat sports, homicides, and martial arts, improving diagnostic accuracy in forensic pathology. It advocates for a detailed protocol that considers the technical aspects of TMA and their forensic implications, enhancing the evaluation of head trauma cases in forensic investigations.
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Affiliation(s)
- Andreas Bourantanis
- Department of Orthopaedic and Trauma Surgery, Institute of Motion Analysis and Research, The Ninewells Hospital and Medical School, The University of Dundee, Dundee, UK
| | - Konstantinos Katsos
- Department of Forensic Medicine and Toxicology, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Alexandros Samolis
- Department of Anatomy, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Dimitrios Vlachodimitropoulos
- Department of Forensic Medicine and Toxicology, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - George Troupis
- Department of Anatomy, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Emmanouil I Sakelliadis
- Department of Forensic Medicine and Toxicology, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece.
| | - Weijie W Wang
- Department of Orthopaedic and Trauma Surgery, Institute of Motion Analysis and Research, The Ninewells Hospital and Medical School, The University of Dundee, Dundee, UK
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Venkatraman J, Abrams MZ, Sherman D, Ortiz-Paparoni M, Bercaw JR, MacDonald RE, Kait J, Dimbath E, Pang D, Gray A, Luck JF, Bass CR, Bir CA. Accuracy of Instrumented Mouthguards During Direct Jaw Impacts Seen in Boxing. Ann Biomed Eng 2024; 52:3219-3227. [PMID: 39028399 DOI: 10.1007/s10439-024-03586-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Accepted: 07/10/2024] [Indexed: 07/20/2024]
Abstract
PURPOSE Measuring head kinematics data is important to understand and develop methods and standards to mitigate head injuries in contact sports. Instrumented mouthguards (iMGs) have been developed to address coupling issues with previous sensors. Although validated with anthropomorphic test devices (ATDs), there is limited post-mortem human subjects (PMHS) data which provides more accurate soft tissue responses. This study evaluated two iMGs (Prevent Biometrics (PRE) and Diversified Technical Systems (DTS) in response to direct jaw impacts. METHODS Three unembalmed male cadaver heads were properly fitted with two different boil-and-bite iMGs and impacted with hook (4 m/s) and uppercut (3 m/s) punches. A reference sensor (REF) was rigidly attached to the base of the skull, impact kinematics were transformed to the head center of gravity and linear and angular kinematic data were compared to the iMGs including Peak Linear Acceleration, Peak Angular Acceleration, Peak Angular Velocity, Head Injury Criterion (HIC), HIC duration, and Brain Injury Criterion. RESULTS Compared to the REF sensor, the PRE iMG underpredicted most of the kinematic data with slopes of the validation regression line between 0.72 and 1.04 and the DTS overpredicted all the kinematic data with slopes of the regression line between 1.4 and 8.7. CONCLUSION While the PRE iMG was closer to the REF sensor compared to the DTS iMG, the results did not support the previous findings reported with use of ATDs. Hence, our study highlights the benefits of using PMHS for validating the accuracy of iMGs since they closely mimic the human body compared to any ATD's mandible.
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Affiliation(s)
- Jay Venkatraman
- Department of Biomedical Engineering, Wayne State University, Detroit, MI, USA.
| | - Mitchell Z Abrams
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Donald Sherman
- Department of Biomedical Engineering, Wayne State University, Detroit, MI, USA
| | | | | | - Robert E MacDonald
- Department of Biomedical Engineering, Wayne State University, Detroit, MI, USA
| | - Jason Kait
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Elizabeth Dimbath
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Derek Pang
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Alexandra Gray
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Jason F Luck
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Cameron R Bass
- Department of Biomedical Engineering, Wayne State University, Detroit, MI, USA
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Cynthia A Bir
- Department of Biomedical Engineering, Wayne State University, Detroit, MI, USA
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Esagoff AI, Shaw JS, Bray MJC, Raj D, Vankara A, Narapareddy BR, Bernick CB, Peters ME. Sleepiness in retired male boxers: daytime sleepiness and its relationship with impulsiveness and depression symptomatology in retired professional male boxers. Int Rev Psychiatry 2024; 36:243-253. [PMID: 39255021 DOI: 10.1080/09540261.2024.2364027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 05/30/2024] [Indexed: 09/11/2024]
Abstract
BACKGROUND Boxing exposes fighters to head impacts and potential traumatic brain injury (TBI). Though research has explored the neuropsychiatric consequences of contact sports, there is limited research into Excessive Daytime Sleepiness (EDS) and its relationship to other outcomes, such as impulsiveness and depression. Therefore, this study aimed to describe EDS in retired boxers using the Epworth Sleepiness Scale (ESS) and to examine how boxing and sleepiness relate to impulsiveness and depression symptomatology. METHODS 86 male retired professional boxers from the Professional Fighters Brain Health Study (PFBHS) met the inclusion criteria. Adjusted multivariable models analyzed relationships between professional boxing bouts, EDS (ESS), impulsiveness (Barratt Impulsiveness Scale Version 11 (BIS-11)), and/or depression (Patient Health Questionnaire-9 (PHQ-9)). A causal mediation analysis was performed to assess whether boxing bouts and ESS scores predicted BIS-11 and PHQ-9 scores. RESULTS Mean age was ∼51 years, fighters averaged ∼36 professional bouts, and ESS mean(SD) was 7.5(5.3). ESS scores were significantly associated with raw BIS-11 (Beta = 1.26, 95%CI = 0.77-1.75, p < 0.001) and ordinal PHQ-9 (OR = 1.20, 95%CI = 1.11-1.31, p < 0.001) scores in adjusted models, and the significant relationship between boxing bouts and BIS-11/PHQ-9 was mediated by ESS. CONCLUSIONS EDS in retired male professional boxers may be strongly associated with other neuropsychiatric sequelae of TBI (impulsiveness and depression).Sleepiness; sleep; boxing; contact sports; impulsiveness; impulsivity; depression; Epworth sleepiness scale box.
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Affiliation(s)
- Aaron I Esagoff
- School of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jacob S Shaw
- School of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Michael J C Bray
- School of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Divyaansh Raj
- School of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ashish Vankara
- School of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Charles B Bernick
- Center for Brain Health, Cleveland Clinic, Lou Ruvo Center for Brain Health, NV USA
| | - Matthew E Peters
- School of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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Kong Y, Duan Z. Boxing behavior recognition based on artificial intelligence convolutional neural network with sports psychology assistant. Sci Rep 2024; 14:7640. [PMID: 38561402 PMCID: PMC10984940 DOI: 10.1038/s41598-024-58518-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2024] [Accepted: 03/30/2024] [Indexed: 04/04/2024] Open
Abstract
The purpose of this study is to deeply understand the psychological state of boxers before the competition, and explore an efficient boxing action classification and recognition model supported by artificial intelligence (AI) technology through these psychological characteristics. Firstly, this study systematically measures the key psychological dimensions of boxers, such as anxiety level, self-confidence, team identity, and opponent attitude, through psychological scale survey to obtain detailed psychological data. Then, based on these data, this study innovatively constructs a boxing action classification and recognition model based on BERT fusion 3D-ResNet, which not only comprehensively considers psychological information, but also carefully considers action characteristics to improve the classification accuracy of boxing actions. The performance evaluation shows that the model proposed in this study is significantly superior to the traditional model in terms of loss value, accuracy and F1 value, and the accuracy reaches 96.86%. Therefore, through the comprehensive application of psychology and deep learning, this study successfully constructs a boxing action classification and recognition model that can fully understand the psychological state of boxers, which provides strong support for the psychological training and action classification of boxers.
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Affiliation(s)
- Yuanhui Kong
- School of Science of Physical Culture and Sports, Kunsan University, Kunsan, 54150, Korea
| | - Zhiyuan Duan
- School of Science of Physical Culture and Sports, Kunsan University, Kunsan, 54150, Korea.
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Da Broi M, Al Awadhi A, Voruz P, Nouri A, Schaller K. The spectrum of acute and chronic consequences of neurotrauma in professional and amateur boxing - A call to action is advocated to better understand and prevent this phenomenon. BRAIN & SPINE 2023; 4:102743. [PMID: 38510617 PMCID: PMC10951782 DOI: 10.1016/j.bas.2023.102743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Revised: 12/22/2023] [Accepted: 12/28/2023] [Indexed: 03/22/2024]
Abstract
Introduction Despite changes in regulations, boxing-related injuries and fatalities are still occurring. The numbers available in the literature regarding mortality and long-term consequences may not accurately represent the actual situation. Indeed, the real extent of this phenomenon remains poorly known. Research question Delineating the spectrum of acute and chronic consequences of boxing-related traumatic brain injuries (TBI). Material and methods Narrative review of the literature concerning acute and chronic boxing-related TBI. Keywords such as mortality, boxing, subdural hematoma were used to search in PubMed and Google scholar. An updated analysis of the Velazquez fatalities collection in boxing was undertaken. Results The Velazquez collection includes 2076 fatalities from 1720 to the present with a death rate of 10 athletes per year. More than half of the deaths (N = 1354, 65.2%) occurred after a knock-out, and nearly 75% happened during professional bouts. In Australia, from 1832 to 2020, 163 fatalities were recorded (75% professional). In Japan, from 1952 to 2016, 38 deaths were recorded with a mean age of 23.9 years. Up to 40% of retired professional boxers in the United States were diagnosed with symptoms of chronic brain injury. Clinical dementia is far more prevalent among professional boxers than in amateurs with an incidence of 20%. Discussion and conclusions A concerted effort to raise awareness and shed light on boxing-related neuro-trauma is required. Similar considerations can be made for other combat sports or contact sports. A call to action to address this knowledge gap, decrease and prevent this phenomenon is advocated.
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Affiliation(s)
- Michele Da Broi
- Division of Neurosurgery, Department of Clinical Neurosciences, Geneva University Hospitals, Geneva, Switzerland
| | - Abdullah Al Awadhi
- Division of Neurosurgery, Department of Clinical Neurosciences, Geneva University Hospitals, Geneva, Switzerland
| | - Philippe Voruz
- Division of Neurosurgery, Department of Clinical Neurosciences, Geneva University Hospitals, Geneva, Switzerland
- Clinical and Experimental Neuropsychology Laboratory, Faculty of Psychology, University of Geneva, Switzerland
| | - Aria Nouri
- Division of Neurosurgery, Department of Clinical Neurosciences, Geneva University Hospitals, Geneva, Switzerland
| | - Karl Schaller
- Division of Neurosurgery, Department of Clinical Neurosciences, Geneva University Hospitals, Geneva, Switzerland
- Department of Neuroscience, University of Geneva, Geneva, Switzerland
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