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Leonard G, Lu D, Jones M, Whalan M, Duffield R. Injury epidemiology in Australian women's professional football. J Sci Med Sport 2025; 28:358-364. [PMID: 39701838 DOI: 10.1016/j.jsams.2024.11.012] [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: 07/07/2024] [Revised: 09/29/2024] [Accepted: 11/26/2024] [Indexed: 12/21/2024]
Abstract
OBJECTIVE To describe the injury epidemiology of the Australian women's professional football (soccer) league (A-League W) over 7 consecutive seasons. DESIGN Prospective observational cohort study. METHODS Match-loss injury data was collected from each A-League W club (n = 8-9) for each competition round (n = 12/season) over 7 seasons (2013/14-2019/20). Data was collected by the head physiotherapist in each club based on the governing body regulations and after initial familiarisation with collection methods. Injuries were collected weekly through a standardised protocol for all clubs and were classified by setting, mechanism, severity, the type and location on the body based on club, round and season. Generalised Linear Models were used to estimate the injury incidences (injury/round/season), whilst rate ratios were reported for total injuries and within abovementioned injury classifications for the change between seasons. RESULTS Injury incidence rate ranged between 0.68 (95 % CI: 0.27-1.74) and 1.17 (95 % CI: 0.59-2.34) injuries/match/round across the 7 seasons analysed. There was no significant change over time in injuries by occurrence (i.e. match, training or other), mechanism (contact or non-contact), type or region. The most common injuries were joint and ligament injuries (0.24 (95 % CI: 0.05-1.17)-0.85 (95 % CI: 0.38-1.91) injuries/round/season), ankle injuries (0.13 (95 % CI: 0.02-0.95)-0.41 (95 % CI: 0.13-1.32) injuries/round/season) and non-contact mechanisms (0.48 (95 % CI: 0.18-1.27)-1.07 (95 % CI: 0.52-2.2) injuries/round/season). CONCLUSIONS Injury incidence trends did not show a significant change over the seven seasons of the A-League W reported here. Key areas of concern for female players remain injuries to the ankle, thigh and knee. Whilst specific to the Australian environment, these outcomes provide further understanding of the type and rate of injury trends in female footballers.
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Affiliation(s)
| | - Donna Lu
- Football Australia, Australia; School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Australia
| | | | - Matt Whalan
- Football Australia, Australia; Centre of Medical and Exercise Physiology, School of Medicine, University of Wollongong, Australia
| | - Rob Duffield
- Football Australia, Australia; School of Sport, Exercise and Rehabilitation, Faculty of Health, University of Technology Sydney, Australia
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Flore Z, Hambly K, De Coninck K, Welsch G. Time-loss and recurrence rate of lateral ankle sprains in male professional football players depending on the severity grade: do we trivialise LAS? BMJ Open Sport Exerc Med 2025; 11:e002271. [PMID: 39995611 PMCID: PMC11848657 DOI: 10.1136/bmjsem-2024-002271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Accepted: 01/06/2025] [Indexed: 02/26/2025] Open
Abstract
Objectives Lateral ankle sprains (LAS) are among the most common injuries in professional football (soccer). Despite this, the severity and possible long-term consequences of LAS remain trivialised. This multicentre observational study in German elite football provides insights into time-loss and recurrence rates after LAS. Time-loss and recurrence rates are outcome measures vital for the future evaluation of rehabilitation protocols. Methods 798 male football players representing 34 teams from 13 professional German football clubs participated in this study during the 2021-2022 season, followed by a 12-month follow-up period. Data collection and reporting were carried out in accordance with the UEFA recommendations for the standardised collection of data on football injuries. Time-loss, recurrence rate and standardised severity grades (I-III) after LAS were recorded for professionals, U23, U19 and U17, respectively. Results A total of 187 ankle injuries were reported, with 115 out of the total being analysed. The overall time-loss was 29.89 days, with significant differences between youth elite players and professionals (32.96 vs 15.53 days lost; p<0.001). Professional players demonstrated the shortest time-loss in all LAS injury grades. Time-loss decreased with advancing age (R 2=0.03, F(1, 106)=3.16, p=0.078). Grade I LAS's time-loss differs significantly from grades II and III (p<0.001). A recurrent LAS was recorded in 34 players. The overall LAS recurrence rate was 25.6%. Conclusion This study provides data on time-loss and recurrence, which serve as reference values for future evaluation of rehabilitation concepts after LAS in elite football players.
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Affiliation(s)
- Zacharias Flore
- School of Sport and Exercise Sciences, University of Kent, Canterbury, UK
- Hamburger SV Fußball AG, Hamburg, Germany
| | - Karen Hambly
- School of Sport and Exercise Sciences, University of Kent, Canterbury, UK
| | - Kyra De Coninck
- School of Sport and Exercise Sciences, University of Kent, Canterbury, UK
| | - Götz Welsch
- UKE-Athleticum, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Department of Trauma and Orthopaedic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Wilczyński B, Cabaj P, Biały M, Zorena K. Impact of lateral ankle sprains on physical function, range of motion, isometric strength and balance in professional soccer players. BMJ Open Sport Exerc Med 2024; 10:e002293. [PMID: 39720151 PMCID: PMC11667455 DOI: 10.1136/bmjsem-2024-002293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2024] [Accepted: 11/29/2024] [Indexed: 12/26/2024] Open
Abstract
Objective Lateral ankle sprains (LASs) are prevalent in soccer and can affect long-term performance, injury recurrence and risk for chronic ankle instability. This case-control study examined functional impairments associated with LAS in professional soccer players aged 17-21. Methods 40 players were divided into 2 groups: 21 with a history of LAS and 19 healthy matched controls. Functional assessments included the Foot and Ankle Ability Measure (FAAM), Y Balance Test (YBT), Weight Bearing Lunge Test, Heel Rise Test, Side Hop Test, and ankle and hip isometric strength measurements. Results Soccer players with a history of LAS exhibited significant deficits in dynamic balance, particularly in the anterior and composite YBT scores, with moderate effect sizes (p<0.05). FAAM scores also revealed functional limitations in daily activities and sports performance for the LAS group. No significant differences were observed in strength or mobility measures, including the Heel Rise, Side Hop and isometric tests. There were also no differences between injured and non-injured legs in the LAS group in the performance tests. Conclusions These findings highlight the persistent deficits in dynamic balance following LAS, emphasising the need for targeted rehabilitation to mitigate the risk of reinjury and enhance performance in soccer players.
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Affiliation(s)
- Bartosz Wilczyński
- Department of Immunobiology and Environment Microbiology, Medical University of Gdańsk, Gdansk, Poland
| | | | - Maciej Biały
- Institute of Physiotherapy and Health Sciences, The Jerzy Kukuczka Academy of Physical Education, Katowice, Poland
| | - Katarzyna Zorena
- Department of Immunobiology and Environment Microbiology, Medical University of Gdańsk, Gdansk, Poland
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Larruskain J, Lekue JA, Angulo P, Santisteban JM, Diaz-Beitia G, Martin-Garetxana I, Gil SM, Bidaurrazaga-Letona I, Monasterio X. An injury burden heat map of all men's and women's teams of a professional football club over a decade. Res Sports Med 2024; 32:740-750. [PMID: 37358165 DOI: 10.1080/15438627.2023.2228959] [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: 11/25/2022] [Accepted: 06/19/2023] [Indexed: 06/27/2023]
Abstract
The aim was to present a descriptive 10-season summary of injury data from all teams of a professional football club using a heat map approach. Injuries and exposure time were registered according to the FIFA consensus in all men's and women's teams from Athletic Club over 10 seasons. A team-by-injury table was created, showing the incidence, median severity, and burden in each cell. Cells were coloured based on the injury burden value using a green - yellow-red gradient (lowest to highest). The highest overall injury burden was found in the women's 2nd and 1st teams and the men's U(under)17 team (>200 days lost/1000 h). Muscle injury burden demonstrated an increasing pattern with age. Knee joint/ligament injuries, particularly anterior cruciate ligament ruptures, had the highest impact on women's teams, followed by the men's 2nd team. In comparison, ankle joint/ligament injuries had a relatively low injury burden in most teams. Growth-related injuries were the most impactful injuries in the men's U15 and younger teams, and the women's U14 team. In conclusion, epidemiological data on injuries can inform and guide injury management processes. New and improved visualization methods might be important assets when presenting injury data to key decision-makers.
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Affiliation(s)
| | | | - Paco Angulo
- Medical Services, Athletic Club, Lezama, Spain
| | | | | | | | - Susana M Gil
- Department of Physiology, Faculty of Medicine and Nursing, University of the Basque Country (UPV/EHU), Leioa, Spain
| | - Iraia Bidaurrazaga-Letona
- Department of Physiology, Faculty of Medicine and Nursing, University of the Basque Country (UPV/EHU), Leioa, Spain
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Flore Z, Hambly K, De Coninck K, Welsch G. A Rehabilitation Algorithm After Lateral Ankle Sprains in Professional Football (Soccer): An Approach Based on Clinical Practice Guidelines. Int J Sports Phys Ther 2024; 19:910-922. [PMID: 38966831 PMCID: PMC11221331 DOI: 10.26603/001c.120205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 05/20/2024] [Indexed: 07/06/2024] Open
Abstract
Lateral ankle sprain (LAS) is one of the most common types of injury in professional football (soccer) players with high risk of recurrence. The rehabilitation after LAS in professional football players is often still time-based and relies on anecdotal experience of clinicans. There is still a lack of utilization of criteria-based rehabilitation concepts after LAS in professional football. The aims of this clinical commentary are (1) to critically discuss the need for criteria-based rehabilitation concepts after LAS in professional football players, (2) to highlight the current lack of these approaches and (3) to present a novel clinical guideline-based rehabilitation algorithm. Short time-loss (15 days) and high recurrence rate (17%) raise the question of trivialization of LAS in professional football. Despite consequences for many stakeholders involved (players, teams, clubs, insurers), there is still a lack of of criteria-based, step-by-step approaches. The use of a criteria-based rehabilitation approach might reduce the high recurrence rate after LAS in professional football players and will lead, in turn, to increased long-term player availability. Practical experiences of he authors demonstrate the feasibility of such an approach. The effectiveness of this novel rehabilitation algorithm remains to be evaluated in future studies. Level of Evidence: 5.
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Affiliation(s)
- Zacharias Flore
- School of Sport and Exercise SciencesUniversity of Kent
- Medical Department1. FC Magdeburg
| | - Karen Hambly
- School of Sport and Exercise SciencesUniversity of Kent
| | | | - Götz Welsch
- UKE-AthleticumUniversity Medical Center Hamburg-Eppendorf
- Department of Trauma and Orthopaedic SurgeryUniversity Medical Center Hamburg-Eppendorf
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Hansoulle T, Peters-Dickie JL, Mahaudens P, Nguyen AP. Do we underestimate the frequency of ankle sprains in running? A systematic review and meta-analysis. Phys Ther Sport 2024; 68:60-70. [PMID: 38963954 DOI: 10.1016/j.ptsp.2024.06.009] [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: 04/15/2024] [Revised: 06/28/2024] [Accepted: 06/29/2024] [Indexed: 07/06/2024]
Abstract
OBJECTIVE To provide a systematic review and meta-analysis of the proportion of ankle sprains in running practices. DESIGN Systematic review and meta-analysis. MAIN OUTCOME MEASURES We calculated the weighted summary proportion and conducted meta-analyses for runners, considering levels (elite/recreational) and disciplines (distance, track, cross-country, trail, and orienteering). RESULTS 32 studies were included in the systematic review and 19 were included in the meta-analysis with a level of quality ranging from poor to good. Proportion of ankle sprains in runners was 13.69% (95%CI = 7.40-21.54; I2 = 98.58%) in global, 12.20% (95%CI = 5.24-21.53; I2 = 89.31%) in elite, 19.40% (95%CI = 10.05-30.90; I2 = 99.09%) in recreational, 8.51% (95%CI = 4.22-14.12; I2 = 96.15%) in distance, 67.42% (95%CI = 0.50-82.85; I2 = 99.36%) in track, 27.07% (95%CI = 12.48-44.81; I2 = 97.97%) in cross-country, and 25.70% (95%CI = 19.87-32.14; I2 = 0.00) in orienteering. CONCLUSIONS Running practice results in significant proportion rate of ankle sprains. Recreational runners exhibit higher proportion than elite. Running disciplines, especially track, cross-country, and orienteering, influence reported ankle sprain rates, surpassing those of distance runners.
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Affiliation(s)
- Thomas Hansoulle
- Université catholique de Louvain, Secteur des Sciences de la Santé, Institut de Recherche Expérimentale et Clinique, Neuro Musculo Skeletal Lab (NMSK), Avenue Mounier 52, B-1200, Brussels, Belgium.
| | - Jean-Louis Peters-Dickie
- Université catholique de Louvain, Secteur des Sciences de la Santé, Institut de Recherche Expérimentale et Clinique, Neuro Musculo Skeletal Lab (NMSK), Avenue Mounier 52, B-1200, Brussels, Belgium; Katholieke Universiteit Leuven, Musculoskeletal Rehabilitation Research Group, Department of Rehabilitation Sciences, Spoorwegstraat 12, B-8200, Sint-Michiels, Belgium; KU Leuven, Universitary Hospital Pellenberg, Clinical Motion Analysis Laboratorium (CMAL), Weligerveld 1, B-3212, Lubbeek, Belgium.
| | - Philippe Mahaudens
- Université catholique de Louvain, Secteur des Sciences de la Santé, Institut de Recherche Expérimentale et Clinique, Neuro Musculo Skeletal Lab (NMSK), Avenue Mounier 52, B-1200, Brussels, Belgium.
| | - Anh Phong Nguyen
- Université catholique de Louvain, Secteur des Sciences de la Santé, Institut de Recherche Expérimentale et Clinique, Neuro Musculo Skeletal Lab (NMSK), Avenue Mounier 52, B-1200, Brussels, Belgium; The Running Clinic, lac Beauport, Quebec, Canada.
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Elsner A, Klemmer K, Vordemvenne T, Wähnert D. [Treatment of acute ankle distortion in footballers : Are we doing it particularly right or particularly wrong?]. ORTHOPADIE (HEIDELBERG, GERMANY) 2024; 53:393-403. [PMID: 38787408 DOI: 10.1007/s00132-024-04506-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 04/16/2024] [Indexed: 05/25/2024]
Abstract
BACKGROUND Despite the high incidence of ankle sprains, the ideal treatment is controversial and a significant percentage of patients who have suffered an ankle sprain never fully recover. Even professional athletes are affected by this post-traumatic complication. There is strong evidence that permanent impairment after an ankle injury is often due to an inadequate rehabilitation and training program and too early return to sport. THERAPY AND REHABILITATION Therefore, athletes should start a criteria-based rehabilitation after ankle sprain and gradually progress through the programmed activities, including e.g. cryotherapy, edema reduction, optimal load management, range of motion exercises to improve ankle dorsiflexion and digital guidance, stretching of the triceps surae with isometric exercises and strengthening of the peroneus muscles, balance and proprioception training, and bracing/taping. The fact that this is professional sport does not exempt it from consistent, stage-appropriate treatment and a cautious increase in load. However, there are a number of measures and tools that can be used in the intensive care of athletes to improve treatment and results.
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Affiliation(s)
- Andreas Elsner
- DIOOS - Deutsches Institut für Orthopädie, Osteopathie und Sportmedizin, Lipper Hellweg 10, 33604, Bielefeld, Deutschland.
- Orthopädische Gemeinschaftspraxis am Bültmannshof, Bielefeld, Deutschland.
| | - Kira Klemmer
- DIOOS - Deutsches Institut für Orthopädie, Osteopathie und Sportmedizin, Lipper Hellweg 10, 33604, Bielefeld, Deutschland
| | - Thomas Vordemvenne
- Medizinische Fakultät und Universitätsklinikum OWL, Evangelisches Klinikum Bethel, Universitätsklinik für Unfallchirurgie und Orthopädie, Universität Bielefeld, Bielefeld, Deutschland
| | - Dirk Wähnert
- Medizinische Fakultät und Universitätsklinikum OWL, Evangelisches Klinikum Bethel, Universitätsklinik für Unfallchirurgie und Orthopädie, Universität Bielefeld, Bielefeld, Deutschland
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Lu SW, Lang BX, Liu JN, Ma XX, Li TT, Du X, Zhang ML. Comparative Efficacy of Micro-Needle-Knife Therapy and Acupuncture in Acute Ankle Sprains: A Randomized Controlled Trial. Med Sci Monit 2024; 30:e944157. [PMID: 38794788 PMCID: PMC11135136 DOI: 10.12659/msm.944157] [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: 03/24/2024] [Indexed: 05/26/2024] Open
Abstract
BACKGROUND Micro-needle knife (MNK) therapy releases the superficial fascia to alleviate pain and improve joint function in patients with acute ankle sprains (AAS). We aimed to evaluate the efficacy and safety of MNK therapy vs that of acupuncture. MATERIAL AND METHODS This blinded assessor, randomized controlled trial allocated 80 patients with AAS to 2 parallel groups in a 1: 1 ratio. The experimental group received MNK therapy; the control group underwent conventional acupuncture treatment at specified acupoints. Clinical efficacy differences between the 2 groups before (time-point 1 [TP1]) and after treatment (TP2) were evaluated using the visual analogue scale (VAS) and Kofoed ankle score. Safety records and evaluations of adverse events were documented. One-month follow-up after treatment (TP3) was conducted to assess the intervention scheme's reliability. RESULTS VAS and Kofoed ankle scores significantly improved in both groups. No patients dropped due to adverse events. At TP1, there were no significant differences between the 2 groups in terms of VAS and Kofoed scores (P>0.05). However, at TP2, efficacy of MNK therapy in releasing the superficial fascia was significantly superior to that of acupuncture treatment (P<0.001). At TP3, no significant differences in scores existed between the groups (P>0.05). CONCLUSIONS This study demonstrates that 6 sessions of MNK therapy to release the superficial fascia safely and effectively alleviated pain and enhanced ankle joint function in patients with AAS, surpassing the efficacy of conventional acupuncture treatment. Future studies should increase the sample size and introduce additional control groups to further validate the superior clinical efficacy of this intervention.
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Affiliation(s)
- Sen-wei Lu
- Department of Orthopedics, The Affiliated Dongyang Hospital of Wenzhou Medical University, Dongyang, Zhejiang, PR
China
| | - Bo-xu Lang
- Department of Orthopedics, Taizhou University Affiliated Municipal Hospital, Taizhou, Zhejiang, PR
China
| | - Jia-na Liu
- Department of Orthopedics, The Affiliated Dongyang Hospital of Wenzhou Medical University, Dongyang, Zhejiang, PR
China
| | - Xiao-xiao Ma
- Department of Orthopedics, The Affiliated Dongyang Hospital of Wenzhou Medical University, Dongyang, Zhejiang, PR
China
| | - Tang-tang Li
- Department of Orthopedics, The Affiliated Dongyang Hospital of Wenzhou Medical University, Dongyang, Zhejiang, PR
China
| | - Xin Du
- Department of Orthopedics, The Affiliated Dongyang Hospital of Wenzhou Medical University, Dongyang, Zhejiang, PR
China
| | - Mao-liang Zhang
- Department of Orthopedics, The Affiliated Dongyang Hospital of Wenzhou Medical University, Dongyang, Zhejiang, PR
China
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Zhang X, Ogasawara I, Konda S, Matsuo T, Uno Y, Miyakawa M, Nishizawa I, Arita K, Liu J, Nakata K. Absorption function loss due to the history of previous ankle sprain explored by unsupervised machine learning. Gait Posture 2024; 109:56-63. [PMID: 38277765 DOI: 10.1016/j.gaitpost.2024.01.021] [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: 08/18/2023] [Revised: 01/12/2024] [Accepted: 01/17/2024] [Indexed: 01/28/2024]
Abstract
BACKGROUND Ankle sprains are common and cause persistent ankle function reduction. To biomechanically evaluate the ankle function after ankle sprains, the ground reaction force (GRF) measurement during the single-legged landing had been used. However, previous studies focused on discrete features of vertical GRF (vGRF), which largely ignored vGRF waveform features that could better identify the ankle function. PURPOSE To identify how the history of ankle sprain affect the vGRF waveform during the single-legged landing with unsupervised machine learning considering the time-series information of vGRF. METHODS Eighty-seven currently healthy basketball athletes (12 athletes without ankle sprain, 49 athletes with bilateral, and 26 athletes with unilateral ankle sprain more than 6 months before the test day) performed single-legged landings from a 20 centimeters (cm) high box onto the force platform. Totally 518 trials vGRF data were collected from 87 athletes of 174 ankles, including 259 ankle sprain trials (from previous sprain ankles) and 259 non-ankle sprain trials (from without sprain ankles). The first 100 milliseconds (ms) vGRF waveforms after landing were extracted. Principal component analysis (PCA) was applied to the vGRF data, selecting 8 principal components (PCs) representing 96% of the information. Based on these 8 PCs, k-means method (k = 3) clustered the 518 trials into three clusters. Chi-square test assessed significant differences (p < 0.01) in the distribution of ankle sprain and non-ankle sprain trials among clusters. FINDINGS The ankle sprain trials accounted for a significantly larger percentage (63.9%) in Cluster 3, which exhibited rapidly increased impulse vGRF waveforms with larger peaks in a short time. SIGNIFICANCE PCA and k-means method for vGRF waveforms during single-legged landing identified that the history of previous ankle sprains caused a loss of ankle absorption ability lasting at least 6 months from an ankle sprain.
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Affiliation(s)
- Xuemei Zhang
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Issei Ogasawara
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan; Department Sports Medical Biomechanics, Graduate School of Medicine, Osaka University, Osaka, Japan.
| | - Shoji Konda
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan; Department Sports Medical Biomechanics, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Tomoyuki Matsuo
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Yuki Uno
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Motoi Miyakawa
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Izumi Nishizawa
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Kazuki Arita
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Jianting Liu
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Ken Nakata
- Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Osaka, Japan
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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: 0.5] [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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