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Ju W, Morgans R, Webb J, Cost R, Oliva-Lozano JM. Comparative Analysis of U17, U20, and Senior Football Team Performances in the FIFA World Cup: From Youth to Senior Level. Int J Sports Physiol Perform 2025; 20:549-558. [PMID: 39983741 DOI: 10.1123/ijspp.2024-0343] [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: 08/15/2024] [Revised: 12/03/2024] [Accepted: 12/25/2024] [Indexed: 02/23/2025]
Abstract
PURPOSE This study aimed to investigate differences in match physical and technical/tactical performance of teams across different competitive levels in international soccer: FIFA Men's World Cup Qatar 2022 (MWC), FIFA U20 World Cup Argentina 2023 (U20WC), and FIFA U17 World Cup Indonesia 2023 (U17WC). METHODS From a total of 168 games, 138 games were analyzed (N = 276 game observations) using an optical tracking system. RESULTS On average, the U17WC teams exhibited reduced total running (3% less), high-intensity running (14%-16% less), and sprinting (18%-26% less) distance than the MWC and U20WC teams (P ≤ .0023; effect size [ES]: 0.8-1.5). The MWC teams displayed 4% to 5% higher accuracy in passing and executing line breaks (P ≤ .0188; ES: 0.6-0.7), along with increased offers to receive the ball (53%-118% more) and movements to receive the ball (44%-101% more), and received the ball (61%-137%) more often than the U20WC and U17WC teams (P < .001; ES: 1.1-2.1). Moreover, notable decreases in defensive pressure (-18% to -32%) and forced turnovers (-26% to -32%) were observed in the U17WC than other competitions (P ≤ .0001; ES: 0.8-2.2). Greater variability was observed among the U17WC teams in several metrics, including high-intensity/sprinting distances, attempts at goal, and receptions in the final third. CONCLUSIONS These findings demonstrate that as the competitive level increases, so do the physical demands, advanced technical skills, and tactical fluidity/adaptability. However, caution should be exercised when interpreting match performance of younger age groups, as higher variability was evident in both physical and technical/tactical performance in matches.
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Affiliation(s)
- Wonwoo Ju
- High Performance Group, Korea Football Association, Seoul, Republic of Korea
| | - Ryland Morgans
- School of Sport and Health Sciences, Cardiff Metropolitan University, Cardiff, United Kingdom
| | - Jordan Webb
- United States Soccer Federation, Chicago, IL, USA
| | - Rick Cost
- United States Soccer Federation, Chicago, IL, USA
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Perrotta R, Ungureanu AN, Cherubini D, Brustio PR, Lupo C. Technical, Tactical, and Time-Motion Match Profiles of the Forwards, Midfielders, and Defenders of a Men's Football Serie A Team. Sports (Basel) 2025; 13:28. [PMID: 39997959 PMCID: PMC11860454 DOI: 10.3390/sports13020028] [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: 12/16/2024] [Revised: 01/16/2025] [Accepted: 01/17/2025] [Indexed: 02/26/2025] Open
Abstract
The present study aimed to verify the (1) differences between players' roles in relation to technical and tactical and time-motion indicators, and the (2) relationships between individual time-motion and technical and tactical indicators for each role in a men's Italian football Serie A team. A total of 227 performances were analyzed (28 players: 8 forwards, FWs; 11 midfielders, MDs; 9 defenders, DFs). Technical and tactical indicators, such as ball possession (played balls, successful passes, successful playing patterns, lost balls, ball possession time), offensive play (total and successful dribbles, crosses, assists), and shooting (total shots, shots on target) were obtained by means of Panini Digital (DigitalSoccer Project S.r.l). In addition, a time-motion analysis included the total distance, distances covered at intensities of 16.0-19.8 km/h, 19.8-25.2 km/h, and over 25.2 km/h, the average recovery time between metabolic power peaks, and burst occurrence, the latter of which was performed by means of a 18 Hz GPS device (GPexe Pro2 system tool) worn by the players. Results showed role-specific differences: MDs covered more distance, while DFs had better ball possession. MDs and DFs had more successful playing patterns, and MDs and FWs performed more dribbles and shots. Strong correlations (p < 0.01, ρ > 0.8) were found between bursts and assists for FWs, high-intensity running and ball possession for MDs, and distance, dribbling, and shots for DFs. These findings highlight the importance of individual and tailored training programs to optimize role-specific performance demands.
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Affiliation(s)
- Rocco Perrotta
- Facultad de Deporte, Catholic University of Murcia (UCAM), 30107 Murcia, Spain; (R.P.); (D.C.)
- Empoli Football Club, 50053 Empoli, Italy
| | - Alexandru Nicolae Ungureanu
- NeuroMuscularFunction|Research Group, School of Exercise and Sport Sciences, SUISM, University of Turin, 10126 Turin, Italy; (A.N.U.); (P.R.B.)
- Department of Life Sciences and Systems Biology, University of Turin, 10126 Turin, Italy
| | - Domenico Cherubini
- Facultad de Deporte, Catholic University of Murcia (UCAM), 30107 Murcia, Spain; (R.P.); (D.C.)
| | - Paolo Riccardo Brustio
- NeuroMuscularFunction|Research Group, School of Exercise and Sport Sciences, SUISM, University of Turin, 10126 Turin, Italy; (A.N.U.); (P.R.B.)
- Department of Clinical and Biological Sciences, University of Turin, 10126 Turin, Italy
| | - Corrado Lupo
- NeuroMuscularFunction|Research Group, School of Exercise and Sport Sciences, SUISM, University of Turin, 10126 Turin, Italy; (A.N.U.); (P.R.B.)
- Department of Medical Sciences, University of Turin, 10126 Turin, Italy
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Cotteret C, González-de-la-Flor Á, Prieto Bermejo J, Almazán Polo J, Jiménez Saiz SL. A Narrative Review of the Velocity and Acceleration Profile in Football: The Influence of Playing Position. Sports (Basel) 2025; 13:18. [PMID: 39852614 PMCID: PMC11769499 DOI: 10.3390/sports13010018] [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: 11/04/2024] [Revised: 12/19/2024] [Accepted: 12/20/2024] [Indexed: 01/26/2025] Open
Abstract
To enhance athletic performance and reduce the risk of injury, load quantification has allowed for a better understanding of the individual characteristics of the physical demands on soccer players during training or competition. In this regard, it appears crucial to summarize scientific evidence to provide useful information and future directions related to the speed and acceleration profiles of male soccer players. This review aims to evaluate the findings reflected in the available literature on both profiles in football, synthesizing and discussing data from scientific articles, while providing insights into quantification methods, employed thresholds, tracking systems, terminology, playing position, and microcycle day. Therefore, it is hoped that this narrative review can support objective decision-making in practice for coaches, sports scientists, and medical teams regarding individualized load management and the appropriate selection of metrics, to explore current trends in soccer player profiles.
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Affiliation(s)
- Charles Cotteret
- Department of Physiotherapy, Faculty of Medicine, Health and Sports, European University of Madrid, 28670 Villaviciosa de Odón, Spain; (C.C.); (Á.G.-d.-l.-F.); (J.A.P.)
| | - Ángel González-de-la-Flor
- Department of Physiotherapy, Faculty of Medicine, Health and Sports, European University of Madrid, 28670 Villaviciosa de Odón, Spain; (C.C.); (Á.G.-d.-l.-F.); (J.A.P.)
| | - Jaime Prieto Bermejo
- Faculty of Economic and Business Sciences, Universidad Rey Juan Carlos, 28032 Madrid, Spain;
| | - Jaime Almazán Polo
- Department of Physiotherapy, Faculty of Medicine, Health and Sports, European University of Madrid, 28670 Villaviciosa de Odón, Spain; (C.C.); (Á.G.-d.-l.-F.); (J.A.P.)
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4
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Sarmento H, Martinho DV, Gouveia ÉR, Afonso J, Chmura P, Field A, Savedra NO, Oliveira R, Praça G, Silva R, Barrera-Díaz J, Clemente FM. The Influence of Playing Position on Physical, Physiological, and Technical Demands in Adult Male Soccer Matches: A Systematic Scoping Review with Evidence Gap Map. Sports Med 2024; 54:2841-2864. [PMID: 39259431 PMCID: PMC11561100 DOI: 10.1007/s40279-024-02088-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/27/2024] [Indexed: 09/13/2024]
Abstract
BACKGROUND There has been an increase in studies examining the demands of soccer relative to each playing position in recent years. Understanding the physical, physiological, and technical demands on soccer players according to their positional role during competitive matches is necessary to understand match requirements and develop position-specific training practices. Thereby, there is a clear need to synthesize the information on the different profiles of each playing position. OBJECTIVE This review aimed to organize the literature investigating physical, physiological, and technical demands according to playing positions and provide a framework to identify gaps and suggestions for future studies. METHODS A systematic search was conducted in October 2023 using four electronic databases: Web of Science, SPORTDiscus, PubMed and Scopus. The review followed PRISMA 2020 guidelines and the PRISMA-ScR extension for Scoping Reviews. The studies were included if the sample comprised adult male soccer players categorized from Tier 3 to Tier 5 (i.e., highly trained/national level, elite/international level, or world class) and compared the physical, physiological, or technical parameters across playing positions. RESULTS A total of 178 studies met the inclusion criteria and were included in the review. The number of teams, players, and matches analyzed per study varied considerably. Although a range of classifications were reported across studies, 59% of studies classified players as central defenders, full-backs, central midfielders, wide midfielders, and forwards. The findings suggests that central and external midfielders, and external defenders cover greater total and high-speed distance than forwards or central defenders. Sprint distance was higher in external midfielders versus all other positions. Defenders and central midfielders perform more passes than external midfielders and forwards. Heart rate was the most commonly reported physiological variable across playing positions. When expressed as a percentage of maximal heart rate, midfielders presented higher mean values than all other playing positions. CONCLUSION This scoping review demonstrates that there are differences in the demands on players across playing positions in soccer. Training practices in soccer should be based on the specific requirements of each positional role to ensure players can fulfill their tactical responsibilities during the game.
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Affiliation(s)
- Hugo Sarmento
- University of Coimbra, Research Unit for Sport and Physical Activity, Faculty of Sport Sciences and Physical Education, Coimbra, Portugal.
| | - Diogo V Martinho
- University of Coimbra, Research Unit for Sport and Physical Activity, Faculty of Sport Sciences and Physical Education, Coimbra, Portugal
- LARSYS, Interactive Technologies Institute, Funchal, Portugal
| | - Élvio R Gouveia
- LARSYS, Interactive Technologies Institute, Funchal, Portugal
- Department of Physical Education and Sport, University of Madeira, Funchal, Portugal
- CIPER, Faculdade de Motricidade Humana, Universidade de Lisboa, Lisbon, Portugal
| | - José Afonso
- Faculty of Sport, Centre of Research, Education, Innovation, and Intervention in Sport (CIFI2D), University of Porto, Porto, Portugal
| | - Paweł Chmura
- Department of Team Games, Wroclaw University of Health and Sport Sciences, 51-612, Wrocław, Poland
| | - Adam Field
- Department of Sport and Exercise Science, Institute of Sport, Manchester Metropolitan University, Manchester, UK
| | - Nestor Ordoñez Savedra
- Research Group in Sports Science and Physical Activity, Faculty of Health Sciences, Sports Science Program, University of Applied and Environmental Sciences, Bogota, Colombia
| | - Rafael Oliveira
- Santarém Polytechnic University, School of Sport, Rio Maior, Portugal
- Research Center in Sport Sciences, Health Sciences and Human Development (CIDESD), Santarém Polytechnic University, Rio Maior, Portugal
| | - Gibson Praça
- Sports Department/UFMG Soccer Science Center/CECA, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Rui Silva
- Escola Superior Desporto e Lazer, Instituto Politécnico de Viana do Castelo, Rua Escola Industrial e Comercial de Nun'Álvares, Viana do Castelo, Portugal
- Sport Physical Activity and Health Research & Innovation Center, 4900-347, Viana do Castelo, Portugal
| | - Joel Barrera-Díaz
- University of Coimbra, Research Unit for Sport and Physical Activity, Faculty of Sport Sciences and Physical Education, Coimbra, Portugal
| | - Filipe Manuel Clemente
- Escola Superior Desporto e Lazer, Instituto Politécnico de Viana do Castelo, Rua Escola Industrial e Comercial de Nun'Álvares, Viana do Castelo, Portugal
- Sport Physical Activity and Health Research & Innovation Center, 4900-347, Viana do Castelo, Portugal
- Gdansk University of Physical Education and Sport, 80-336, Gdańsk, Poland
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Carlos-Vivas J, Franco-García JM, Mendoza-Muñoz DM, Gómez-Pomares S, Pérez-Gómez J. High-Intensity GPS-Derived Parameters in Semi-Professional Soccer: Home vs. Away Roles of the Team and Their Relationship with the Match's Final Score. SENSORS (BASEL, SWITZERLAND) 2024; 24:4891. [PMID: 39123938 PMCID: PMC11314848 DOI: 10.3390/s24154891] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 07/24/2024] [Accepted: 07/25/2024] [Indexed: 08/12/2024]
Abstract
High-intensity activities are related to success in football. We looked at whether high-intensity activity differed between home and away matches and its impact on the final score. Thirty football players (20.3 ± 0.8 years) were recruited from a Spanish semi-professional team. Footballers wore a GPS device to monitor high-intensity parameters from competition matches. The final score of every match was also recorded. Playing at home showed greater total distance (TD) > 24 km/h, >27 km/h, >85% Vmax, and the number of sprints > 24 km/h (all p < 0.05) than playing away. Positive correlations were also found between the match score and high-speed running (HSR) distance covered by the team per minute (r = 0.401), TD > 21 km/h (r = 0.417), TD > 24 km/h (r = 0.343), number of sprints > 24 km/h (r = 0.337), and HSR per minute (r = 0.459) (all p < 0.05). The results suggest that playing at home is associated with greater high-intensity effort than playing away. Moreover, the volume of high-intensity effort influences the final score.
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Affiliation(s)
- Jorge Carlos-Vivas
- Physical Activity for Education, Performance and Health (PAEPH) Research Group, Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain;
| | - Juan Manuel Franco-García
- Health, Economy, Motricity and Education (HEME) Research Group, Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain;
| | | | - Santiago Gómez-Pomares
- Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain; (D.M.M.-M.); (S.G.-P.)
| | - Jorge Pérez-Gómez
- Health, Economy, Motricity and Education (HEME) Research Group, Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain;
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Teixeira JE, Branquinho L, Leal M, Morgans R, Sortwell A, Barbosa TM, Monteiro AM, Afonso P, Machado G, Encarnação S, Ferraz R, Forte P. Match-to-Match Variation on High-Intensity Demands in a Portuguese Professional Football Team. J Funct Morphol Kinesiol 2024; 9:120. [PMID: 39051281 PMCID: PMC11270202 DOI: 10.3390/jfmk9030120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 06/30/2024] [Accepted: 07/01/2024] [Indexed: 07/27/2024] Open
Abstract
The aim of this study was to analyze the match-to-match variation in high-intensity demands from one Portuguese professional football team according to playing positions. Twenty-three male outfield professional football players were observed during eighteen matches of the Portuguese Second League. Time-motion data were collected using Global Positioning System (GPS) technology. Match running performance was analyzed based on the following three playing positions: defenders (DF), midfielders (MF), and forwards (FW). Repeated measures ANOVA was utilized to compare match running performance within each position role, and seasonal running variation. Practical differences were assessed using the smallest worthwhile change (SWC), coefficient of variation (CV), and twice the coefficient of variation (2CV). Significant differences were found among playing positions in total distance covered (F = 15.45, p < 0.001, η2 = 0.33), average speed (F = 12.79, p < 0.001, η2 = 0.29), high-speed running (F = 16.93, p < 0.001, η2 = 0.36), sprinting (F = 13.49, p < 0.001, η2 = 0.31), accelerations (F = 4.69, p = 0.001, η2 = 0.132), and decelerations (F = 12.21, p < 0.001, η2 = 0.284). The match-to-match running performance encompassed TD (6.59%), AvS (8.67%), HSRr (37.83%), SPR (34.82%), ACC (26.92%), and DEC (27.85%). CV values for total distance covered ranged from 4.87-6.82%, with forwards and midfielders exhibiting the greatest and smallest variation, respectively. Midfielders demonstrated the highest match-to-match variation for all other analyzed variables (8.12-69.17%). All playing positions showed significant variation in high-demanding variables (26.94-37.83%). This study presents the initial analysis of match-to-match variation in high-intensity demands within a Portuguese professional football team. Thus, the position's specificity and context can provide a helpful strategy for evaluating match-to-match running performance, and for recommending individualized training exercises based on the peak and high-intensity demands for each player's role within the game.
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Affiliation(s)
- José E. Teixeira
- Department of Sport Sciences, Polytechnic of Guarda, 6300-559 Guarda, Portugal
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (T.M.B.); (A.M.M.); (S.E.); (P.F.)
- SPRINT—Sport Physical Activity and Health Research & Inovation Center, 2001-904 Guarda, Portugal
- Research Center for Active Living and Wellbeing (Livewell), Instituto Politécnico de Bragança, 5300-252 Bragança, Portugal
- Research Centre in Sports Sciences, Health Sciences and Human Development, 5001-801 Vila Real, Portugal; (A.S.); (R.F.)
- CI-ISCE, Higher Institute of Educational Sciences of the Douro (ISCE Douro), 4560-708 Penafiel, Portugal; (L.B.); (M.L.)
| | - Luís Branquinho
- CI-ISCE, Higher Institute of Educational Sciences of the Douro (ISCE Douro), 4560-708 Penafiel, Portugal; (L.B.); (M.L.)
- Life Quality Research Center (LQRC-CIEQV), Complexo Andaluz, Apartado 279, 2001-904 Santarém, Portugal
- Biosciences Scholl of Elvas, Polytechnic Institute of Portalegre, 7300-110 Portalegre, Portugal
| | - Miguel Leal
- CI-ISCE, Higher Institute of Educational Sciences of the Douro (ISCE Douro), 4560-708 Penafiel, Portugal; (L.B.); (M.L.)
| | - Ryland Morgans
- School of Sport and Health Sciences, Cardiff Metropolitan University, Cardiff CF23 6XD, UK;
| | - Andrew Sortwell
- Research Centre in Sports Sciences, Health Sciences and Human Development, 5001-801 Vila Real, Portugal; (A.S.); (R.F.)
- School of Health Sciences and Physiotherapy, University of Notre Dame Australia, Fremantle, WA 6160, Australia
| | - Tiago M. Barbosa
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (T.M.B.); (A.M.M.); (S.E.); (P.F.)
- Research Center for Active Living and Wellbeing (Livewell), Instituto Politécnico de Bragança, 5300-252 Bragança, Portugal
| | - António M. Monteiro
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (T.M.B.); (A.M.M.); (S.E.); (P.F.)
- Research Center for Active Living and Wellbeing (Livewell), Instituto Politécnico de Bragança, 5300-252 Bragança, Portugal
| | - Pedro Afonso
- Department of Sports, Exercise and Health Sciences, University of Trás-os-Montes e Alto Douro, 5001-801 Vila Real, Portugal;
| | - Guilherme Machado
- Department of Athletes’ Integration and Development, Paulista Football Federation (FPF), São Paulo 05614-060, Brazil;
| | - Samuel Encarnação
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (T.M.B.); (A.M.M.); (S.E.); (P.F.)
- Research Center for Active Living and Wellbeing (Livewell), Instituto Politécnico de Bragança, 5300-252 Bragança, Portugal
- Department of Pysical Activity and Sport Sciences, Universidad Autónoma de Madrid, Ciudad Universitaria de Cantoblanco, 28049 Madrid, Spain
| | - Ricardo Ferraz
- Research Centre in Sports Sciences, Health Sciences and Human Development, 5001-801 Vila Real, Portugal; (A.S.); (R.F.)
- Department of Sports Sciences, University of Beria Interior, 6201-001 Covilhã, Portugal
| | - Pedro Forte
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (T.M.B.); (A.M.M.); (S.E.); (P.F.)
- Research Center for Active Living and Wellbeing (Livewell), Instituto Politécnico de Bragança, 5300-252 Bragança, Portugal
- Research Centre in Sports Sciences, Health Sciences and Human Development, 5001-801 Vila Real, Portugal; (A.S.); (R.F.)
- CI-ISCE, Higher Institute of Educational Sciences of the Douro (ISCE Douro), 4560-708 Penafiel, Portugal; (L.B.); (M.L.)
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Morgans R, Kweon D, Ryan B, Ju W, Zmijewski P, Oliveira R, Olthof S. Playing position and match location affect the number of high-intensity efforts more than the quality of the opposition in elite football players. Biol Sport 2024; 41:29-37. [PMID: 38952904 PMCID: PMC11167469 DOI: 10.5114/biolsport.2024.133669] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 12/01/2023] [Accepted: 12/07/2023] [Indexed: 07/03/2024] Open
Abstract
This study aimed to examine the impact of playing position (PP), match location (ML), and opposition standard (OS) on team and individual acceleration (ACC) and deceleration (DEC) efforts. Fifty professional football players were monitored across 24 English Premier Development League matches during the 2020/21 season. High-intensity ACC and DEC thresholds were set at > +3 m · s-2 and < -3 m · s-2, respectively. Players were divided into five PPs: centre backs (CB; n = 68), full-backs (FB; n = 24), centre midfielders (CM; n = 54), wide midfielders (WM; n = 15), centre forwards (CF; n = 27). Opposition standard was categorised as Top (1st-4th), Middle (5th-9th), and Bottom (9th-13th) based on final league ranking of the study season. Each match location was classified as Home or Away. One way analysis of variance (ANOVA) and a multivariate ANOVA analysed the independent effect of PP, ML and OS on ACC and DEC efforts, and the interaction of all contextual factors, respectively. Acceleration efforts were affected by PP and ML. FB performed 22% more ACC than WM. All players performed 6% more ACC actions during home matches compared to away fixtures. DEC efforts were only affected by PP, with FB and CM executing 26% and 32% greater DEC efforts than CB, respectively. When playing against top or middle teams at home, CB, CM, and CF tended to perform more high-intensity actions than when playing away. In contrast, when playing against top teams at home, FB and WM performed fewer high-intensity actions than when playing away. Playing position and ML affected ACC and DEC actions but not OS.
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Affiliation(s)
- Ryland Morgans
- School of Sport and Health Sciences, Cardiff Metropolitan University, Cardiff, UK
| | - Daeeun Kweon
- School of Sport and Health Sciences, Cardiff Metropolitan University, Cardiff, UK
- Brentford FC Football Research Centre, Brentford FC, London, UK
| | - Ben Ryan
- Brentford FC Football Research Centre, Brentford FC, London, UK
| | - Wonwoo Ju
- High Performance Group, Korea Football Association, Republic of Korea
| | - Piotr Zmijewski
- Jozef Pilsudski University of Physical Education in Warsaw, 00-809 Warsaw, Poland
- Research and Development Center Legia Lab, Legia Warszawa, Poland
| | - Rafael Oliveira
- Research Centre in Sports Sciences, Health and Human Development, 5001–801 Vila Real, Portugal
- Sports Science School of Rio Maior – Instituto Politecnico de Santarem, 2040–413 Rio Maior, Portugal
- Life Quality Research Centre, 2040–413 Rio Maior, Portugal
| | - Sigrid Olthof
- Research Institute for Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, UK
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Teixeira JE, Encarnação S, Branquinho L, Morgans R, Afonso P, Rocha J, Graça F, Barbosa TM, Monteiro AM, Ferraz R, Forte P. Data Mining Paths for Standard Weekly Training Load in Sub-Elite Young Football Players: A Machine Learning Approach. J Funct Morphol Kinesiol 2024; 9:114. [PMID: 39051275 PMCID: PMC11270353 DOI: 10.3390/jfmk9030114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 06/24/2024] [Accepted: 06/25/2024] [Indexed: 07/27/2024] Open
Abstract
The aim of this study was to test a machine learning (ML) model to predict high-intensity actions and body impacts during youth football training. Sixty under-15, -17, and -19 sub-elite Portuguese football players were monitored over a 6-week period. External training load data were collected from the target variables of accelerations (ACCs), decelerations (DECs), and dynamic stress load (DSL) using an 18 Hz global positioning system (GPS). Additionally, we monitored the perceived exertion and biological characteristics using total quality recovery (TQR), rating of perceived exertion (RPE), session RPE (sRPE), chronological age, maturation offset (MO), and age at peak height velocity (APHV). The ML model was computed by a feature selection process with a linear regression forecast and bootstrap method. The predictive analysis revealed that the players' MO demonstrated varying degrees of effectiveness in predicting their DEC and ACC across different ranges of IQR. After predictive analysis, the following performance values were observed: DEC (x¯predicted = 41, β = 3.24, intercept = 37.0), lower IQR (IQRpredicted = 36.6, β = 3.24, intercept = 37.0), and upper IQR (IQRpredicted = 46 decelerations, β = 3.24, intercept = 37.0). The player's MO also demonstrated the ability to predict their upper IQR (IQRpredicted = 51, β = 3.8, intercept = 40.62), lower IQR (IQRpredicted = 40, β = 3.8, intercept = 40.62), and ACC (x¯predicted = 46 accelerations, β = 3.8, intercept = 40.62). The ML model showed poor performance in predicting the players' ACC and DEC using MO (MSE = 2.47-4.76; RMSE = 1.57-2.18: R2 = -0.78-0.02). Maturational concerns are prevalent in football performance and should be regularly checked, as the current ML model treated MO as the sole variable for ACC, DEC, and DSL. Applying ML models to assess automated tracking data can be an effective strategy, particularly in the context of forecasting peak ACC, DEC, and bodily effects in sub-elite youth football training.
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Affiliation(s)
- José E. Teixeira
- Department of Sport Sciences, Polytechnic of Guarda, 6300-559 Guarda, Portugal
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (S.E.); (T.M.B.); (A.M.M.)
- SPRINT—Sport Physical Activity and Health Research & Inovation Center, 6300-559 Guarda, Portugal; (J.R.); (F.G.)
- Research Center in Sports, Health and Human Development, 6201-001 Covilhã, Portugal; (L.B.); (R.F.)
- LiveWell—Research Centre for Active Living and Wellbeing, Polytechnic Institute of Bragança, 5300-253 Bragança, Portugal
- CI-ISCE, ISCE Douro, 4560-547 Penafiel, Portugal
| | - Samuel Encarnação
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (S.E.); (T.M.B.); (A.M.M.)
- LiveWell—Research Centre for Active Living and Wellbeing, Polytechnic Institute of Bragança, 5300-253 Bragança, Portugal
- CI-ISCE, ISCE Douro, 4560-547 Penafiel, Portugal
- Department of Pysical Activity and Sport Sciences, Universidad Autónoma de Madrid, Ciudad Universitaria de Cantoblanco, 28049 Madrid, Spain
| | - Luís Branquinho
- Research Center in Sports, Health and Human Development, 6201-001 Covilhã, Portugal; (L.B.); (R.F.)
- Biosciences Higher School of Elvas, Polytechnic Institute of Portalegre, 7300-110 Portalegre, Portugal
- Life Quality Research Center (CIEQV), 4560-708 Penafiel, Portugal
| | - Ryland Morgans
- School of Sport and Health Sciences, Cardiff Metropolitan University, Cardiff CF23 6XD, UK
| | - Pedro Afonso
- Department of Sports, Exercise and Health Sciences, University of Trás-os-Montes e Alto Douro, 5001-801 Vila Real, Portugal;
| | - João Rocha
- SPRINT—Sport Physical Activity and Health Research & Inovation Center, 6300-559 Guarda, Portugal; (J.R.); (F.G.)
| | - Francisco Graça
- SPRINT—Sport Physical Activity and Health Research & Inovation Center, 6300-559 Guarda, Portugal; (J.R.); (F.G.)
| | - Tiago M. Barbosa
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (S.E.); (T.M.B.); (A.M.M.)
- LiveWell—Research Centre for Active Living and Wellbeing, Polytechnic Institute of Bragança, 5300-253 Bragança, Portugal
| | - António M. Monteiro
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (S.E.); (T.M.B.); (A.M.M.)
- LiveWell—Research Centre for Active Living and Wellbeing, Polytechnic Institute of Bragança, 5300-253 Bragança, Portugal
| | - Ricardo Ferraz
- Research Center in Sports, Health and Human Development, 6201-001 Covilhã, Portugal; (L.B.); (R.F.)
- Department of Sports Sciences, University of Beria Interior, 6201-001 Covilhã, Portugal
| | - Pedro Forte
- Department of Sport Sciences, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal; (S.E.); (T.M.B.); (A.M.M.)
- LiveWell—Research Centre for Active Living and Wellbeing, Polytechnic Institute of Bragança, 5300-253 Bragança, Portugal
- CI-ISCE, ISCE Douro, 4560-547 Penafiel, Portugal
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9
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Branquinho L, de França E, Teixeira JE, Titton A, Leite de Barros LF, Campos P, Marinho DA, Forte P, Caperuto EC, Thomatieli dos Santos RV, Ferraz R. Identifying the ideal weekly training load for in-game performance in an elite Brazilian soccer team. Front Physiol 2024; 15:1341791. [PMID: 38505708 PMCID: PMC10948442 DOI: 10.3389/fphys.2024.1341791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 02/19/2024] [Indexed: 03/21/2024] Open
Abstract
Introduction: The purpose of this study was to investigate the ideal training load to be applied during periods of fixture congestion to ensure an adequate dose-response effect for performance maintenance. Methods: Match performance data and corresponding pre-match training load sessions (both N = 498 match performance cases and training-block session cases) were collected (with the catapult system, VECTOR7) from 36 male professional soccer players (23.5 ± 5.2 years; 178 ± 4 cm; 75.5 ± 6.0 kg) belonging to the Brazilian First Division team during the 2022 season. The following data were collected in match and training sessions: jump, acceleration, deceleration, and change of direction (COD); running distance producing metabolic power at different intensities (>20, >20-35, >35-45, >45-55, and >55 W kg-1), total distance (m), relative distance (m/min), running distance at different speeds (>20, >25, and >30 km/h), number of sprints (running >25 km/h), and maximum speed (km/h). Mixed linear model (MLM), decision tree regression (DTR), and cluster K means model (SPSS v.26) approach were performed to identify the most critical variables (and their respective load) in the training sessions that could explain the athlete's match performance. Results: MLM and DTR regression show that training load significantly affects game performance in a specific way. According to the present data, an interference phenomenon can occur when a high load of two different skills (running in a straight line vs COD, deceleration, and jumping) is applied in the same training block of the week. The cluster approach, followed by a chi-squared test, identified significant associations between training load and athlete match performance in a dose-dependent manner. Discussion: The high load values described here have a beneficial effect on match performance, despite the interference between stimuli discussed above. We present a positive training load from a congested season from the Brazilian First Division team. The study suggests that an interference effect occurs when high physical training loads are applied to different specific physical skills throughout the season.
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Affiliation(s)
- Luís Branquinho
- Agrarian School of Elvas, Polytechnic Institute of Portalegre, Portalegre, Portugal
- CI-ISCE–ISCE Douro, Penafiel, Portugal
- Research Center in Sports Sciences, Health Sciences and Human Development, Covilhã, Portugal
| | - Elias de França
- Department of Biosciences, Federal University of São Paulo, São Paulo, Brazil
| | - José E. Teixeira
- Research Center in Sports Sciences, Health Sciences and Human Development, Covilhã, Portugal
- Sport Sciences and Physical Education Department, Polytechnic Institute of Bragança, Bragança, Portugal
- Sport Department, Polytechnic Institute of Guarda, Guarda, Portugal
| | | | | | | | - Daniel A. Marinho
- Research Center in Sports Sciences, Health Sciences and Human Development, Covilhã, Portugal
- University of Beira Interior, Covilhã, Portugal
| | - Pedro Forte
- CI-ISCE–ISCE Douro, Penafiel, Portugal
- Research Center in Sports Sciences, Health Sciences and Human Development, Covilhã, Portugal
- Sport Sciences and Physical Education Department, Polytechnic Institute of Bragança, Bragança, Portugal
- Sport Department, Higher Institute of Educational Sciences of the Douro, Penafiel, Portugal
- LiveWell—Research Centre for Active Living and Wellbeing, Polytechnic Institute of Bragança, Bragança, Portugal
| | | | | | - Ricardo Ferraz
- Research Center in Sports Sciences, Health Sciences and Human Development, Covilhã, Portugal
- University of Beira Interior, Covilhã, Portugal
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10
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Guimarães RDS, García-Calvo T, Raya-González J, Ponce-Bordón JC, Fatela P, Lobo-Triviño D. Effects of Contextual Variables on Match Load in a Professional Soccer Team Attending to the Different Season Periods. SENSORS (BASEL, SWITZERLAND) 2024; 24:679. [PMID: 38276372 PMCID: PMC10820192 DOI: 10.3390/s24020679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Revised: 01/11/2024] [Accepted: 01/17/2024] [Indexed: 01/27/2024]
Abstract
This study aimed to analyze the effects of contextual variables (i.e., match location and match outcome) and season periods on match load (i.e., internal and external load) in professional Brazilian soccer players. Thirty-six professional players from the same soccer team participated in this study. The season was split into four phases: matches 1-16 (i.e., Phase 1 = P1); matches 17-32 (i.e., Phase 2 = P2); matches 33-48, (i.e., Phase 3 = P3); matches 49-65 (i.e., Phase 4 = P4). Considering match outcome, when the team wins, Cognitive load, Emotional load, and Affective load were significantly higher in away vs. home matches (p < 0.05). Considering season phases, in P3, Mental Fatigue was significantly higher in drawing than in losing matches (p < 0.05). Additionally, considering the match outcome, when the team lost, Total Distance (TD)/min and TD > 19 km·h-1/min were significantly lower in P1 than P2 (p < 0.001), P3 (p < 0.001), and P4 (p < 0.001). These results suggest to strength and conditioning coaches the need to consider the outcome and location of the previous game when planning the week, as well as the phase of the season they are in to reduce fatigue and injury risk.
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Affiliation(s)
- Rodrigo dos Santos Guimarães
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| | - Tomás García-Calvo
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| | - Javier Raya-González
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| | - José C. Ponce-Bordón
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| | - Pedro Fatela
- Faculty of Human Kinetics, University of Lisbon, Estr. da Costa, 1495-751 Cruz Quebrada, Portugal;
| | - David Lobo-Triviño
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
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11
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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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12
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Goods PS, Scott BR, Appleby B, Jennings D, Peeling P, Galna B. Physical preparation of the Australian national male field hockey team exceeded the movement demands of the Tokyo 2020 Olympic Games tournament. J Sports Sci 2023:1-7. [PMID: 37310984 DOI: 10.1080/02640414.2023.2225025] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 05/24/2023] [Indexed: 06/15/2023]
Abstract
This investigation explored differences in the pre-tournament preparation period relative to the movement demands of the Tokyo 2020 Olympic Games for the Australian male field-hockey team. Movement data was collected over 7 months prior to and during the 13-day Olympic tournament. Duration, distance (total; >80% individual peak velocity; >5 m.s-1), high-speed decelerations (>3.5 m.s-2), and total accelerations and decelerations (>2.5 m.s-2) were measured during each running-based session. A 13-day moving sum was calculated for each variable and compared to a player-specific "worst-case scenario" (WCS) for intra-tournament total movement demands. Summed 13-day movement demands exceeded the WCS for 6-58% of the preparation period across variables, for the entire squad. During the tournament, midfielders covered significantly greater sprint distance than Defenders (+84%,p = 0.020), with no other positional differences found. Greater variation in tournament movement demands was observed between players for accelerations, decelerations, and high-speed distance (CV = 19-46%) compared to duration and distance (CV = 4-9%). In conclusion, physical preparation exposed athletes to movement demands which surpassed WCS. Additionally, gross measures of training volume (duration and distance) are more generalisable to a squad; however, additional metrics such as sprint distance and high-speed decelerations are needed to better define positional and individual movement demands, and therefore, should be monitored by practitioners.
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Affiliation(s)
- Paul Sr Goods
- Murdoch Applied Sports Science Laboratory, Murdoch University, Perth, WesternAustralia, Australia
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Perth, Western Australia, Australia
| | - Brendan R Scott
- Murdoch Applied Sports Science Laboratory, Murdoch University, Perth, WesternAustralia, Australia
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Perth, Western Australia, Australia
| | - Brendyn Appleby
- High Performance Program, Hockey Australia, Perth, WA, Australia
| | - Denise Jennings
- High Performance Program, Hockey Australia, Perth, WA, Australia
| | - Peter Peeling
- School of Human Sciences (Exercise and Sport Science), The University of Western Australia, Crawley, Perth, WA, Australia
| | - Brook Galna
- Murdoch Applied Sports Science Laboratory, Murdoch University, Perth, WesternAustralia, Australia
- Centre for Healthy Ageing, Health Futures Institute, Murdoch University, Perth, Western Australia, Australia
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13
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Abaïdia AE, Dupont G, Baquet G. Defining Velocity and Acceleration Ranges for Time–Motion Analysis from a 7-Sided Game in U11 Soccer Players Using Global Positioning System Devices: A Case Study. JOURNAL OF SCIENCE IN SPORT AND EXERCISE 2023; 5:167-173. [DOI: 10.1007/s42978-022-00174-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Accepted: 05/31/2022] [Indexed: 09/02/2023]
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14
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Skoki A, Rossi A, Cintia P, Pappalardo L, Štajduhar I. Extended Energy-Expenditure Model in Soccer: Evaluating Player Performance in the Context of the Game. SENSORS (BASEL, SWITZERLAND) 2022; 22:9842. [PMID: 36560210 PMCID: PMC9781885 DOI: 10.3390/s22249842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 12/03/2022] [Accepted: 12/12/2022] [Indexed: 06/17/2023]
Abstract
Every soccer game influences each player's performance differently. Many studies have tried to explain the influence of different parameters on the game; however, none went deeper into the core and examined it minute-by-minute. The goal of this study is to use data derived from GPS wearable devices to present a new framework for performance analysis. A player's energy expenditure is analyzed using data analytics and K-means clustering of low-, middle-, and high-intensity periods distributed in 1 min segments. Our framework exhibits a higher explanatory power compared to usual game metrics (e.g., high-speed running and sprinting), explaining 45.91% of the coefficient of variation vs. 21.32% for high-, 30.66% vs. 16.82% for middle-, and 24.41% vs. 19.12% for low-intensity periods. The proposed methods enable deeper game analysis, which can help strength and conditioning coaches and managers in gaining better insights into the players' responses to various game situations.
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Affiliation(s)
- Arian Skoki
- Department of Computer Engineering, Faculty of Engineering, University of Rijeka, Vukovarska 58, 51000 Rijeka, Croatia
| | - Alessio Rossi
- Department of Computer Science, University of Pisa, Largo B. Pontecorvo 3, 56127 Pisa, Italy
- Institute of Information Science and Technologies (ISTI), National Research Council of Italy (CNR), Giuseppe Moruzzi 1, 56124 Pisa, Italy
| | - Paolo Cintia
- Department of Computer Science, University of Pisa, Largo B. Pontecorvo 3, 56127 Pisa, Italy
| | - Luca Pappalardo
- Department of Computer Science, University of Pisa, Largo B. Pontecorvo 3, 56127 Pisa, Italy
- Institute of Information Science and Technologies (ISTI), National Research Council of Italy (CNR), Giuseppe Moruzzi 1, 56124 Pisa, Italy
| | - Ivan Štajduhar
- Department of Computer Engineering, Faculty of Engineering, University of Rijeka, Vukovarska 58, 51000 Rijeka, Croatia
- Center for Artificial Intelligence and Cybersecurity, University of Rijeka, R. Matejcic 2, 51000 Rijeka, Croatia
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15
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Teixeira JE, Forte P, Ferraz R, Branquinho L, Silva AJ, Monteiro AM, Barbosa TM. Integrating physical and tactical factors in football using positional data: a systematic review. PeerJ 2022; 10:e14381. [PMID: 36405022 PMCID: PMC9671036 DOI: 10.7717/peerj.14381] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 10/21/2022] [Indexed: 11/16/2022] Open
Abstract
Background Positional data have been used to capture physical and tactical factors in football, however current research is now looking to apply spatiotemporal parameters from an integrative perspective. Thus, the aim of this article was to systematically review the published articles that integrate physical and tactical variables in football using positional data. Methods and Materials Following the Preferred Reporting Item for Systematic Reviews and Meta-analyses (PRISMA), a systematic search of relevant English-language articles was performed from earliest record to August 2021. The methodological quality of the studies was evaluated using the modified Downs and Black Quality Index (observational and cross-sectional studies) and the Physiotherapy Evidence Database (PEDro) scale (intervention studies). Results The literature search returned 982 articles (WoS = 495; PubMed = 232 and SportDiscus = 255). After screening, 26 full-text articles met the inclusion criteria and data extraction was conducted. All studies considered the integration of physical and tactical variables in football using positional data (n = 26). Other dimensions were also reported, such as psychophysiological and technical factors, however the results of these approaches were not the focus of the analysis (n = 5). Quasi-experimental approaches considered training sets (n = 20) and match contexts (n = 6). One study analysed both training and play insights. Small sided-games (SSG) were the most common training task formats in the reviewed studies, with only three articles addressing medium-sided (MSG) (n = 1) and large-sided games (LSG) (n = 2), respectively. Conclusions Among the current systematic review, the physical data can be integrated by player's movement speed. Positional datasets can be computed by spatial movement, complex indexes, playing areas, intra-team and inter-team dyads. Futures researches should consider applying positional data in women's football environments and explore the representativeness of the MSG and LSG.
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Affiliation(s)
- José Eduardo Teixeira
- Research Center in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal,Department of Sport Sciences and Physical Education, Instituto Politécnico de Bragança, Bragança, Portugal,Department of Sport Sciences, Polytechnic Institute of Guarda, Guarda, Portugal
| | - Pedro Forte
- Research Center in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal,Department of Sport Sciences and Physical Education, Instituto Politécnico de Bragança, Bragança, Portugal,Department of Sports, Higher Institute of Educational Sciences of the Douro, Penafiel, Portugal
| | - Ricardo Ferraz
- Research Center in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal,Sport Sciences Department, University of Beira Interior, Covilhã, Portugal
| | - Luís Branquinho
- Research Center in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal,Department of Sports, Higher Institute of Educational Sciences of the Douro, Penafiel, Portugal
| | - António José Silva
- Research Center in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal,University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - António Miguel Monteiro
- Research Center in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal,Department of Sport Sciences and Physical Education, Instituto Politécnico de Bragança, Bragança, Portugal
| | - Tiago M. Barbosa
- Research Center in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal,Department of Sport Sciences and Physical Education, Instituto Politécnico de Bragança, Bragança, Portugal
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16
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Caldbeck P, Dos’Santos T. A classification of specific movement skills and patterns during sprinting in English Premier League soccer. PLoS One 2022; 17:e0277326. [PMID: 36367861 PMCID: PMC9651586 DOI: 10.1371/journal.pone.0277326] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 10/24/2022] [Indexed: 11/13/2022] Open
Abstract
The aim of this study was to quantify and contextualize sprinting actions (≥ 7.0 m/s) of English Premier League (EPL) soccer match-play with respect to the movement skills and patterns employed. Video footage (3.2.6, Premier League DVMS, ChyronHego) and raw video-based locomotor coordinates of 901 sprint efforts from 10 matches of an EPL soccer team (2017-2018), were evaluated using the Football Sprint Movement Classification System pertaining to transition, initiation, and actualisation of sprint movement skills and patterns. The results from a one-way ANOVA or independent t-test revealed that, generally, most sprinting actions begun from a linear initiation position compared to lateral or rear (63%, d = 5.0-5.3, p < 0.01), without a change of direction (COD) (48%, d = 4.9-5.6, p < 0.01) compared to lateral, front-back, back-front, and from forward travelling (linear and diagonal) transition movements (68%, d = 2.1-5.7, p < 0.01) compared to lateral or rear. Additionally, most sprints were initiated with a rolling acceleration (66%, d = 3.2, p < 0.01) compared to explosive acceleration, often performed with a degree of curvature (86%, d = 7.2, p < 0.01) compared to linear, with torso rotation (62%, d = 2.7, p < 0.01) compared to no rotation, and typically end with an action such as duelling with an opponent or involvement with the ball (49%). Additionally, the sprint movement characteristics proportions slightly differed across playing positions. Overall, this study confirms that sprints during EPL soccer matches are initiated from and performed with a variety of different movement skills and patterns in relation to different sport-specific outcomes. This data can be used to assist in the development of more effective physical preparation programmes, inform position-specific contextualized sprinting drills to achieve better specificity and potential transfer of training, while also informing speed testing protocols.
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Affiliation(s)
- Paul Caldbeck
- Sports Science Department, Sportlight Technology LTD, Oxford, United Kingdom
| | - Thomas Dos’Santos
- Department of Sport and Exercise Sciences, Musculoskeletal Science and Sports Medicine Research Centre, Manchester Metropolitan University, Manchester, United Kingdom
- Manchester Institute of Sport, Manchester Metropolitan University, Manchester, United Kingdom
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17
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Morgans R, Bezuglov E, Orme P, Burns K, Rhodes D, Babraj J, Di Michele R, Oliveira RFS. The Physical Demands of Match-Play in Academy and Senior Soccer Players from the Scottish Premiership. Sports (Basel) 2022; 10:150. [PMID: 36287763 PMCID: PMC9608936 DOI: 10.3390/sports10100150] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 10/03/2022] [Accepted: 10/06/2022] [Indexed: 11/20/2022] Open
Abstract
The present study aimed to assess the physical match performance among senior and youth soccer players from an elite Scottish Premiership club during the 2021/2022 season. Twenty-two first team (25.9 ± 4.5 years, 78.3 ± 8.2 kg, 1.82 ± 0.07 cm) and 16 youth players (16.8 ± 0.9 years, 70.1 ± 6.8 kg, 177 ± 5.8 cm) were examined. A selection of physical match performance variables were measured using a global positioning system. Linear mixed-effect regressions revealed for all examined variables no significant differences between first team and U-18 players and no significant differences between playing level by position interaction. Across both teams, Centre Backs compared to Wing Backs, showed a 295 m (p < 0.01) lower high-intensity distance, and performed on average 36 fewer very-high intensity decelerations (p = 0.03). Comparing to Wide Midfielders, Centre Backs showed lower total (1297 m, p = 0.01), high-intensity (350 m, p = 0.01), and sprint (167 m, p < 0.01) distances. Sprint distance was also lower in Centre Backs vs. Strikers (118 m, p = 0.03), and in Central Midfielders vs. both Strikers (104 m, p = 0.03) and Wide Midfielders (154 m, p = 0.01). The present findings highlight the physical match performance of elite Scottish players and provide useful information within the context of understanding how methods of physical development of youth soccer are implemented in different countries.
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Affiliation(s)
- Ryland Morgans
- Department of Sports Medicine and Medical Rehabilitation, Sechenov State Medical University Moscow, 119991 Moscow, Russia
| | - Eduard Bezuglov
- Department of Sports Medicine and Medical Rehabilitation, Sechenov State Medical University Moscow, 119991 Moscow, Russia
- High Performance Sports Laboratory, Moscow Witte University, 115432 Moscow, Russia
| | - Patrick Orme
- Sport Science and Medical Department, Bristol City FC, Bristol BS3 2EJ, UK
| | - Kyler Burns
- Sport Science and Medical Department, Dundee United FC, Dundee DD3 7JW, UK
| | - Dave Rhodes
- Football Performance Hub, School of Sport and Health Sciences, University of Central Lancashire, Preston PR1 2HE, UK
| | - John Babraj
- Division of Sport and Exercise Sciences, School of Applied Sciences, Abertay University, Dundee DD1 1HG, UK
| | - Rocco Di Michele
- Department of Biomedical and Neuromotor Sciences, University of Bologna, 40126 Bologna, Italy
| | - Rafael Franco Soares Oliveira
- Sports Science School of Rio Maior-Polytechnic Institute of Santarém, 2040-413 Rio Maior, Portugal
- Life Quality Research Centre, 2040-413 Rio Maior, Portugal
- Research Centre in Sport Sciences, Health Sciences and Human Development, 5001-801 Vila Real, Portugal
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18
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Modric T, Versic S, Alexe DI, Gilic B, Mihai I, Drid P, Radulovic N, Saavedra JM, Menjibar RB. Decline in Running Performance in Highest-Level Soccer: Analysis of the UEFA Champions League Matches. BIOLOGY 2022; 11:1441. [PMID: 36290343 PMCID: PMC9598698 DOI: 10.3390/biology11101441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 09/27/2022] [Accepted: 09/29/2022] [Indexed: 11/05/2022]
Abstract
It is widely recognized that there is a decline in match running performance (MRP) towards the end of matches. To clarify whether it is primarily a consequence of fatigue, pacing or situational influences, this study aimed to examine MRP across 15-min match periods for players on different playing positions. Players’ MRP (n = 244) were examined from the UEFA Champions League matches (n = 20) using a semiautomatic optical tracking system. Linear mixed models for repeated measures were adjusted to analyze MRP over the six 15-min match periods while controlling the influence of situational factors. No effects of match outcome, match location, team, and opponent quality on total distance (TD) and high-intensity running (HIR) for players in all playing positions were found (F = 0.03−2.75; all p > 0.05). Significant differences in TD (F = 17.57−53.01; η2 = 0.39−0.52, all large effect sizes) and HIR (F = 3.67−7.64; η2 = 0.05−0.19, small to medium effect sizes) among six 15-minute match periods were found for players in all playing positions. In addition, players in all playing positions covered less TD (d = 1.41−2.15, large to very large effect sizes) and HIR (d = 0.16−0.6, trivial to medium effect sizes) in the last compared to the first 15-min match period. No differences in TD and HIR between the last two match periods in the second half were observed. This study confirmed that soccer players reduce MRP towards the end of matches, and suggest that the decline of MPR in highest-level soccer may be a consequence of pacing strategies.
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Affiliation(s)
- Toni Modric
- Faculty of Kinesiology, University of Split, 21000 Split, Croatia
| | - Sime Versic
- Faculty of Kinesiology, University of Split, 21000 Split, Croatia
| | - Dan Iulian Alexe
- Department of Physical and Occupational Therapy, Faculty of Movement, Sports and Health, Sciences, “Vasile Alecsandri” University of Bacau, 600115 Bacau, Romania
| | - Barbara Gilic
- Faculty of Kinesiology, University of Split, 21000 Split, Croatia
- Faculty of Kinesiology, University of Zagreb, 10000 Zagreb, Croatia
| | - Ilie Mihai
- Department of Physical Education and Sport, Faculty of Science, Physical Education and Informatics, University of Pitesti, 110040 Pitesti, Romania
| | - Patrik Drid
- Faculty of Sport and Physical Education, University of Novi Sad, 21000 Novi Sad, Serbia
| | - Nikola Radulovic
- Faculty of Sport and Physical Education, University of Novi Sad, 21000 Novi Sad, Serbia
| | - Jose M. Saavedra
- Physical Activity, Physical Education, Sport and Health Research Centre, Sports Science Department, School of Social Sciences, Reykjavik University, IS-101 Reykjavik, Iceland
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Teixeira JE, Branquinho L, Ferraz R, Leal M, Silva AJ, Barbosa TM, Monteiro AM, Forte P. Weekly Training Load across a Standard Microcycle in a Sub-Elite Youth Football Academy: A Comparison between Starters and Non-Starters. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph191811611. [PMID: 36141883 PMCID: PMC9517031 DOI: 10.3390/ijerph191811611] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 09/11/2022] [Accepted: 09/13/2022] [Indexed: 05/12/2023]
Abstract
Compensatory training sessions have been highlighted as useful strategies to solve the differential weekly training load between the players' starting status. However, the influence of the players' starting status is still understudied in sub-elite youth football. Thus, the aim of this study was to compare the weekly training load on a standard microcycle in starters and non-starters of a sub-elite youth football academy. The weekly training load of 60 young sub-elite football players was monitored during a 6-week period using an 18 Hz global positioning system (GPS), 1 Hz telemetry heart rate, rating of perceived exertion (RPE), and total quality recovery (TQR). The total distance (TD) covered presented a significant difference between starters and non-starters with a moderate effect (t = -2.38, Δ = -428.03 m, p = 0.018, d = 0.26). Training volume was higher in non-starters than in starter players (TDStarters = 5105.53 ± 1684.22 vs. TDNon-starters = 5533.56 ± 1549.26 m). Significant interactive effects were found between a player's starting status, playing time, and session duration in overall training load variables for within (F = 140.46; η2 = 0.85; p < 0.001) and between-subjects (F = 11.63 to 160.70; η2 = 0.05 to 0.76; p < 0.001). The player's starting status seems to only influence the training volume in sub-elite youth football, unless one considers the covariance of the playing time and session duration. Consequently, coaches should prioritize complementary training to equalize training volume and emphasize similar practice opportunities for non-starters. Future studies should evaluate the gap between training and match load, measuring the impact of recovery and compensatory sessions.
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Affiliation(s)
- José E. Teixeira
- Research Centre in Sports Sciences, Health and Human Development, 5001-801 Vila Real, Portugal
- Departamento de Desporto e Educação Física, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal
- Correspondence:
| | - Luís Branquinho
- Research Centre in Sports Sciences, Health and Human Development, 5001-801 Vila Real, Portugal
- Department of Sports, Higher Institute of Educational Sciences of the Douro, 4560-708 Penafiel, Portugal
| | - Ricardo Ferraz
- Research Centre in Sports Sciences, Health and Human Development, 5001-801 Vila Real, Portugal
- Department of Sports Sciences, University of Beira Interior, 6201-001 Covilhã, Portugal
| | - Miguel Leal
- Department of Sports, Higher Institute of Educational Sciences of the Douro, 4560-708 Penafiel, Portugal
| | - António J. Silva
- Research Centre in Sports Sciences, Health and Human Development, 5001-801 Vila Real, Portugal
- Department of Sports, Exercise and Health Sciences, University of Trás-os-Montes e Alto Douro, 5001-801 Vila Real, Portugal
| | - Tiago M. Barbosa
- Research Centre in Sports Sciences, Health and Human Development, 5001-801 Vila Real, Portugal
- Departamento de Desporto e Educação Física, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal
| | - António M. Monteiro
- Research Centre in Sports Sciences, Health and Human Development, 5001-801 Vila Real, Portugal
- Departamento de Desporto e Educação Física, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal
| | - Pedro Forte
- Research Centre in Sports Sciences, Health and Human Development, 5001-801 Vila Real, Portugal
- Departamento de Desporto e Educação Física, Instituto Politécnico de Bragança, 5300-253 Bragança, Portugal
- Department of Sports, Higher Institute of Educational Sciences of the Douro, 4560-708 Penafiel, Portugal
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20
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Barreira J, Nakamura FY, Ferreira R, Pereira J, Aquino R, Figueiredo P. Season Match Loads of a Portuguese Under-23 Soccer Team: Differences between Different Starting Statuses throughout the Season and Specific Periods within the Season Using Global Positioning Systems. SENSORS (BASEL, SWITZERLAND) 2022; 22:s22176379. [PMID: 36080835 PMCID: PMC9460033 DOI: 10.3390/s22176379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 08/19/2022] [Accepted: 08/21/2022] [Indexed: 05/12/2023]
Abstract
This study aimed to quantify the external match loads (EMLs) of a Portuguese u-23 soccer team, competing at the highest national level for the age group, comparing players with different starting status throughout a competitive season and specific blocks. Thirty-five outfield soccer players were split into three groups for the entire season analysis and for each 3-month block, based on the percentage of games played as a starter. The three groups consisted of “starters” (≥55% of the games as a starter), “fringe” (30−54%), and “non-starters” (<30%). EMLs were recorded using 10 Hz GPS technology throughout the whole season (26 matches). Differences (p < 0.05) were found for total distance (TD), exposure time, and the number of accelerations and decelerations between starters and non-starters throughout the season (d = 0.73 to 1.08), and within each block (d = 0.59 to 1.68). Differences were also found between starters and fringe players for the number of accelerations in Block 2 (p = 0.03; d = 0.69), and TD (p = 0.006; d = 1) and exposure time (p = 0.006; d = 0.95) in Block 3. Differences in the EML were almost always accompanied by large differences in game time. Our results highlight the differences in the EML of starters and non-starters, emphasizing the need for compensatory training, especially with players that obtain significantly less playing time, to prepare the players for match demands (e.g., high-intensity efforts such as sprinting, accelerations, and decelerations).
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Affiliation(s)
- João Barreira
- Research Center in Sports Sciences, Health Sciences and Human Development (CIDESD), University of Maia, 4475-690 Maia, Portugal
| | - Fábio Y. Nakamura
- Research Center in Sports Sciences, Health Sciences and Human Development (CIDESD), University of Maia, 4475-690 Maia, Portugal
| | - Ricardo Ferreira
- Departamento de Apoio ao Rendimento, Vitória Sport Clube, 4810-914 Guimaraes, Portugal
| | - João Pereira
- Departamento de Apoio ao Rendimento, Vitória Sport Clube, 4810-914 Guimaraes, Portugal
| | - Rodrigo Aquino
- LabSport, Department of Sports, Center of Physical Education and Sports (CEFD), Federal University of Espírito Santo, Vitória 29075810, Brazil
| | - Pedro Figueiredo
- Physical Education Department, College of Education, United Arab Emirates University, Al Ain P.O. Box 15551, Abu Dhabi, United Arab Emirates
- Portugal Football School, Portuguese Football Federation, 4711-852 Oeiras, Portugal
- Research Center in Sports Sciences, Health Sciences and Human Development (CIDESD), 5001-801 Vila Real, Portugal
- Correspondence:
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21
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Shah S, Collins K, Macgregor LJ. The Influence of Weekly Sprint Volume and Maximal Velocity Exposures on Eccentric Hamstring Strength in Professional Football Players. Sports (Basel) 2022; 10:125. [PMID: 36006091 PMCID: PMC9414047 DOI: 10.3390/sports10080125] [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: 06/22/2022] [Revised: 08/16/2022] [Accepted: 08/17/2022] [Indexed: 11/16/2022] Open
Abstract
Background: Hamstring strains are the most common moderate-major severity injuries in football. The majority of hamstring injuries occur during sprinting, with low eccentric hamstring strength being associated with an elevated risk. Objective: To examine the relationship between sprinting and eccentric hamstring strength by monitoring total weekly sprint distance and weekly efforts > 90% and >95% of maximum velocity. Methods: Fifty-eight professional male footballers were observed over one-and-a-half seasons. Players’ running was monitored during training and matches using GPS, and eccentric hamstring strength was measured weekly. Results: Weekly sprint distance (ρ = −0.13, p < 0.01) and weekly efforts >90% of maximum velocity (ρ = −0.08, p = 0.01) both displayed significant inverse relationships with the percentage change in eccentric hamstring strength; weekly efforts >95% of maximum velocity showed no relationship with hamstring strength (ρ = −0.02, p = 0.45). Only weekly efforts >90% of maximum velocity significantly influenced the mean percentage change in eccentric hamstring force, F(3,58) = 3.71, p = 0.01, with significant differences occurring when comparing 7−8 sprint efforts with 0−2 efforts (0.11%, p = 0.03) and 5−6 efforts (0.12%, p = 0.03). Conclusions: Eccentric hamstring strength levels significantly decrease when 7−8 weekly sprint efforts are completed at >90% of maximum velocity. Monitoring weekly sprint loading at velocities > 90% of maximum velocity may be valuable to help to reduce the risk of hamstring injuries in professional football.
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Affiliation(s)
- Sunnan Shah
- Faculty of Health Sciences and Sport, University of Stirling, Stirling FK9 4LA, UK
| | - Kieran Collins
- Gaelic Sports Research Centre, Institute of Technology Tallaght, D24 FKT9 Dublin, Ireland
| | - Lewis J. Macgregor
- Faculty of Health Sciences and Sport, University of Stirling, Stirling FK9 4LA, UK
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22
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Modeling the Major Influencing Factor on Match Running Performance during the In-Season Phase in a Portuguese Professional Football Team. Sports (Basel) 2022; 10:sports10080121. [PMID: 36006088 PMCID: PMC9412666 DOI: 10.3390/sports10080121] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 08/08/2022] [Accepted: 08/10/2022] [Indexed: 01/14/2023] Open
Abstract
The aim of this study was two-fold: (1) to analyze the influence of season phase (i.e., the start of the in-season and mid-in-season) on match running performance in a Portuguese professional football team; (2) to determine and model the main factor influencing match running performance during the in-season in this specific football team. Eighteen matches were collected by an 18 Hz global positioning system (GPS) from a professional Portuguese football team during the start of the in-season and mid-in-season. The match running performance was analyzed according to season phases, presenting significant differences in total distance (TD) (tlowerbound = 4.71, p < 0.001; tupperbound = −2.22, p = 0.002), average speed (AvS) (tlowerbound = 359.45, p < 0.001; tupperbound = −359.87, p < 0.001), and relative high speed running (rHSR) (tlowerbound = 13.10, p < 0.001; tupperbound = −10.21, p < 0.001). The logistic regression showed TD (β = −1.59, z = −2.84, p = 0.005) and AvS (β = 2.68, z = −2.84, p = 0.007) as the major factors influencing match running performance during seasonal variation. Sprints and accelerations showed no significance for predicting match running performance during the season phases (β = −0.05 to 1.07, z = −0.95 to 1.07, p = 0.29 to 0.72). Current research confirms that lower and upper bounds should be used to quantify seasonal differences on match running performance. TD and AvS were described as the main factors influencing match running performance during the in-season phase. Thus, it is important to highlight the pace and volume of the game to maximize match running performance.
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Hasan S, Kandasamy G, Alyahya D, Alonazi A, Jamal A, Iqbal A, Unnikrishnan R, Muthusamy H. Effect of plyometric training and neuromuscular electrical stimulation assisted strength training on muscular, sprint, and functional performances in collegiate male football players. PeerJ 2022; 10:e13588. [PMID: 35782092 PMCID: PMC9245565 DOI: 10.7717/peerj.13588] [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: 01/10/2022] [Accepted: 05/24/2022] [Indexed: 01/17/2023] Open
Abstract
Background The study's objective was to analyze the influence of an 8-week neuromuscular electrical stimulation (NMES) with a plyometric (PT) and strength training (ST) program on muscular, sprint, and functional performances in collegiate male football players. Methods Sixty collegiate male football players participated in this randomized controlled trial single-blind study. All the participants were randomly divided into two groups: (1) NMES group (Experimental, n = 30) who received NMES assisted ST and (2) sham NMES group (Control, n = 30) who received sham NMES assisted ST. In addition, participants from both groups received a PT program; both groups received intervention on three days a week for 8-weeks. The study's outcomes, such as muscular, sprint, and functional performances, were assessed using a strength test (STN) for quadriceps muscle, sprint test (ST), and single-leg triple hop test (SLTHT), respectively, at baseline pre-intervention and 8-week post-intervention. The interaction between group and time was identified using a mixed design (2 × 2) ANOVA. Results Significant difference found across the two time points for the scores of STN: F (1.58) = 5,479.70, p < 0.05; SLTHT: F (1.58) = 118.17, p < 0.05; and ST: F (1.58) = 201.63, p < 0.05. Similarly, the significant differences were found between groups averaged across time for the scores of STN: F (1.58) = 759.62, p < 0.05 and ST: F (1.58) = 10.08, p < 0.05. In addition, after 8-week of training, Cohen's d observed between two groups a large to medium treatment's effect size for the outcome STN (d = 10.84) and ST (d = 1.31). However, a small effect size was observed only for the SLTHT (d = 0.613). Conclusions Findings suggest that the effect of PT and ST with either NMES or sham NMES are equally capable of enhancing muscular, sprint, and functional performances in collegiate male football players. However, PT and ST with NMES have shown an advantage over PT and ST with sham NMES in improving muscular performance and sprint performance among the same participants.
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Affiliation(s)
- Shahnaz Hasan
- Physical Therapy Department, College of Applied Medical Sciences, Majmaah University, Al Majmaah, Saudi Arabia
| | | | - Danah Alyahya
- Physical Therapy Department, College of Applied Medical Sciences, Majmaah University, Al Majmaah, Saudi Arabia
| | - Asma Alonazi
- Physical Therapy Department, College of Applied Medical Sciences, Majmaah University, Al Majmaah, Saudi Arabia
| | - Azfar Jamal
- Department of Biology, College of Science, Al-Zulfi-, Majmaah University, Al Majmaah, Riyadh Region, Saudi Arabia,Health and Basic Science Research Centre, Majmaah University, Al Majmaah, Saudi Arabia
| | - Amir Iqbal
- Rehabilitation Research Chair, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
| | - Radhakrishnan Unnikrishnan
- Physical Therapy Department, College of Applied Medical Sciences, Majmaah University, Al Majmaah, Saudi Arabia
| | - Hariraja Muthusamy
- Physical Therapy Department, College of Applied Medical Sciences, Majmaah University, Al Majmaah, Saudi Arabia
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24
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Teixeira JE, Alves AR, Ferraz R, Forte P, Leal M, Ribeiro J, Silva AJ, Barbosa TM, Monteiro AM. Effects of Chronological Age, Relative Age, and Maturation Status on Accumulated Training Load and Perceived Exertion in Young Sub-Elite Football Players. Front Physiol 2022; 13:832202. [PMID: 35432006 PMCID: PMC9010324 DOI: 10.3389/fphys.2022.832202] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Accepted: 03/07/2022] [Indexed: 01/12/2023] Open
Abstract
The aims of this study were 1) to analyze the influence of chronological age, relative age, and biological maturation on accumulated training load and perceived exertion in young sub-elite football players and 2) to understand the interaction effects amongst age grouping, maturation status, and birth quartiles on accumulated training load and perceived exertion in this target population. A 6-week period (18 training sessions and 324 observation cases) concerning 60 young male sub-elite football players grouped into relative age (Q1 to Q4), age group (U15, U17, and U19), and maturation status (Pre-peak height velocity (PHV), Mid-PHV, and Post-PHV) was established. External training load data were collected using 18 Hz global positioning system technology (GPS), heart-rate measures by a 1 Hz short-range telemetry system, and perceived exertion with total quality recovery (TQR) and rating of perceived exertion (RPE). U17 players and U15 players were 2.35 (95% CI: 1.25–4.51) and 1.60 (95% CI: 0.19–4.33) times more likely to pertain to Q1 and Q3, respectively. A negative magnitude for odds ratio was found in all four quartile comparisons within maturation status (95% CI: 6.72–0.64), except for Mid-PHV on Q2 (95% CI: 0.19–4.33). Between- and within-subject analysis reported significant differences in all variables on age group comparison measures (F = 0.439 to 26.636, p = 0.000 to 0.019, η2 = 0.003–0.037), except for dynamic stress load (DSL). Between-subject analysis on maturity status comparison demonstrated significant differences for all training load measures (F = 6.593 to 14.424, p = 0.000 to 0.037, η2 = 0.020–0.092). Interaction effects were found for age group x maturity band x relative age (Λ Pillai’s = 0.391, Λ Wilk’s = 0.609, F = 11.385, p = 0.000, η2 = 0.391) and maturity band x relative age (Λ Pillai’s = 0.252, Λ Wilk’s = 0.769, F = 0.955, p = 0.004, η2 = 0.112). Current research has confirmed the effects of chronological age, relative age, and biological maturation on accumulated training load. Perceived exertion does not seem to show any differences concerning age group or maturity status. Evidence should be helpful for professionals to optimize the training process and young football players’ performance.
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Affiliation(s)
- José Eduardo Teixeira
- Research Centre in Sports Sciences, Health and Human Development, Vila Real, Portugal
- Department of Sports, Exercise and Health Sciences, University of Trás-os-Montes e Alto Douro, Vila Real, Portugal
- Department of Sport Sciences, Instituto Politécnico de Bragança, Bragança, Portugal
- *Correspondence: José Eduardo Teixeira,
| | - Ana Ruivo Alves
- Research Centre in Sports Sciences, Health and Human Development, Vila Real, Portugal
- Department of Sport Sciences, University of Beira Interior, Covilhã, Portugal
| | - Ricardo Ferraz
- Research Centre in Sports Sciences, Health and Human Development, Vila Real, Portugal
- Department of Sport Sciences, University of Beira Interior, Covilhã, Portugal
| | - Pedro Forte
- Research Centre in Sports Sciences, Health and Human Development, Vila Real, Portugal
- Department of Sport Sciences, Instituto Politécnico de Bragança, Bragança, Portugal
- Department of Sports, Douro Higher Institute of Educational Sciences, Penafiel, Portugal
| | - Miguel Leal
- Department of Sports, Douro Higher Institute of Educational Sciences, Penafiel, Portugal
| | - Joana Ribeiro
- Department of Sports, Douro Higher Institute of Educational Sciences, Penafiel, Portugal
| | - António J. Silva
- Research Centre in Sports Sciences, Health and Human Development, Vila Real, Portugal
- Department of Sports, Exercise and Health Sciences, University of Trás-os-Montes e Alto Douro, Vila Real, Portugal
| | - Tiago M. Barbosa
- Research Centre in Sports Sciences, Health and Human Development, Vila Real, Portugal
- Department of Sport Sciences, Instituto Politécnico de Bragança, Bragança, Portugal
| | - António M. Monteiro
- Research Centre in Sports Sciences, Health and Human Development, Vila Real, Portugal
- Department of Sport Sciences, Instituto Politécnico de Bragança, Bragança, Portugal
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25
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Miguel M, Oliveira R, Brito JP, Loureiro N, García-Rubio J, Ibáñez SJ. External Match Load in Amateur Soccer: The Influence of Match Location and Championship Phase. Healthcare (Basel) 2022; 10:healthcare10040594. [PMID: 35455772 PMCID: PMC9030506 DOI: 10.3390/healthcare10040594] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 03/12/2022] [Accepted: 03/18/2022] [Indexed: 01/10/2023] Open
Abstract
Assessment of the physical dimension implicit in the soccer match is crucial for the improvement and individualization of training load management. This study aims to: (a) describe the external match load at the amateur level, (b) analyze the differences between playing positions, (c) verify whether the home/away matches and if (d) the phase (first or second) of the championship influence the external load. Twenty amateur soccer players (21.5 ± 1.9 years) were monitored using the global positioning system. The external load was assessed in 23 matches, where 13 were part of the first phase of the competition (seven home and six away matches) and the other 10 matches belonged to the second (and final) phase of the championship (five home and five away matches). A total of 173 individual match observations were analyzed. The results showed significant differences between playing positions for all the external load measures (p < 0.001). There were higher values observed in the total distance covered for central defenders (p = 0.037; ES = 0.70) and in high-intensity decelerations for forwards (p = 0.022; ES = 1.77) in home matches than in away matches. There were higher values observed in the total distance (p = 0.026; ES = 0.76), relative distance (p = 0.016; ES = 0.85), and moderate-intensity accelerations (p = 0.008; ES = 0.93) for central defenders, in very high-speed running distance for forwards (p = 0.011; ES = 1.97), and in high-intensity accelerations (p = 0.036; ES = 0.89) and moderate-intensity decelerations (p = 0.006; ES = 1.11) for wide midfielders in the first phase than in the second phase of the championship. Match location and championship phase do not appear to be major contributing factors to influence the external load while the playing position should be used as the major reference for planning the external training load.
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Affiliation(s)
- Mauro Miguel
- Training Optimization and Sports Performance Research Group (GOERD), Sport Science Faculty, University of Extremadura, 10003 Cáceres, Spain; (J.G.-R.); (S.J.I.)
- Sport Sciences School of Rio Maior, Polytechnic Institute of Santarém, 2040-413 Rio Maior, Portugal; (R.O.); (J.P.B.); (N.L.)
- Life Quality Research Centre (CIEQV), Polytechnic Institute of Santarém, 2001-902 Santarém, Portugal
- Correspondence:
| | - Rafael Oliveira
- Sport Sciences School of Rio Maior, Polytechnic Institute of Santarém, 2040-413 Rio Maior, Portugal; (R.O.); (J.P.B.); (N.L.)
- Life Quality Research Centre (CIEQV), Polytechnic Institute of Santarém, 2001-902 Santarém, Portugal
- Research Centre in Sport Sciences, Health Sciences and Human Development, 5001-801 Vila Real, Portugal
| | - João Paulo Brito
- Sport Sciences School of Rio Maior, Polytechnic Institute of Santarém, 2040-413 Rio Maior, Portugal; (R.O.); (J.P.B.); (N.L.)
- Life Quality Research Centre (CIEQV), Polytechnic Institute of Santarém, 2001-902 Santarém, Portugal
- Research Centre in Sport Sciences, Health Sciences and Human Development, 5001-801 Vila Real, Portugal
| | - Nuno Loureiro
- Sport Sciences School of Rio Maior, Polytechnic Institute of Santarém, 2040-413 Rio Maior, Portugal; (R.O.); (J.P.B.); (N.L.)
- Life Quality Research Centre (CIEQV), Polytechnic Institute of Santarém, 2001-902 Santarém, Portugal
| | - Javier García-Rubio
- Training Optimization and Sports Performance Research Group (GOERD), Sport Science Faculty, University of Extremadura, 10003 Cáceres, Spain; (J.G.-R.); (S.J.I.)
| | - Sergio Jose Ibáñez
- Training Optimization and Sports Performance Research Group (GOERD), Sport Science Faculty, University of Extremadura, 10003 Cáceres, Spain; (J.G.-R.); (S.J.I.)
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26
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Grgic J, Mikulic I, Mikulic P. Negative Effects of Mental Fatigue on Performance in the Yo-Yo Test, Loughborough Soccer Passing and Shooting Tests: A Meta-Analysis. J Funct Morphol Kinesiol 2022; 7:10. [PMID: 35076572 PMCID: PMC8788439 DOI: 10.3390/jfmk7010010] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 01/06/2022] [Accepted: 01/10/2022] [Indexed: 11/16/2022] Open
Abstract
We aimed to examine the effects of mental fatigue on the Yo-Yo test and Loughborough soccer passing and shooting tests performance using a meta-analysis. The search for studies was performed through eight bibliographic databases (Academic Search Elite, AUSPORT, Cochrane Library, PsycInfo, PubMed/MEDLINE, Scopus, SPORTDiscus, and Web of Science). The methodological quality of the included studies was assessed using the PEDro checklist. A random-effects meta-analysis was performed for data analysis. After reviewing 599 search results, seven studies with a total of ten groups were included in the review. All studies were classified as being of good methodological quality. Mental fatigue reduced the distance covered in the Yo-Yo test (Cohen's d: -0.49; 95% confidence interval [CI]: -0.66, -0.32). In the Loughborough soccer passing test, mental fatigue increased the original time needed to complete the test (Cohen's d: -0.24; 95% CI: -0.46, -0.03), increased penalty time (Cohen's d: -0.39; 95% CI: -0.46, -0.31), and decreased performance time (Cohen's d: -0.52; 95% CI: -0.80, -0.24). In the Loughborough soccer shooting test, mental fatigue decreased points per shot (Cohen's d: -0.37; 95% CI: -0.70, -0.04) and shot speed (Cohen's d: -0.35; 95% CI: -0.64, -0.06). Overall, the findings presented in this review demonstrated that mental fatigue negatively impacts endurance-based running performance as well as soccer passing and shooting skills.
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Affiliation(s)
- Jozo Grgic
- Institute for Health and Sport, Victoria University, Melbourne, VIC 3011, Australia
| | - Ivan Mikulic
- Faculty of Kinesiology, University of Zagreb, 10000 Zagreb, Croatia; (I.M.); (P.M.)
| | - Pavle Mikulic
- Faculty of Kinesiology, University of Zagreb, 10000 Zagreb, Croatia; (I.M.); (P.M.)
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The Effect of High-Intensity Accelerations and Decelerations on Match Outcome of an Elite English League Two Football Team. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18189913. [PMID: 34574836 PMCID: PMC8471310 DOI: 10.3390/ijerph18189913] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 09/14/2021] [Accepted: 09/16/2021] [Indexed: 11/30/2022]
Abstract
Objectives: Previous research has highlighted the frequency of high-intensity accelerations and decelerations in elite football. The influence of these actions on match performance outcomes has not been established. The aim of the present study was to identify the influence of high-intensity accelerations and decelerations on match performance outcomes (i.e., win, draw, lost). Comparisons were also made between team and positional high-intensity accelerations and decelerations recorded within the games. Methods: 26 elite outfield footballers from an elite English Football League (EFL) Two team completed the present study. Global Positioning System (GPS) technology was utilised to quantify high-intensity accelerations and decelerations during 45 games in a competitive season. Magnitude analysis and the effects of results, positions and fixture periods were observed. Results: Significant effects of results, periods and positions were observed (p ≤ 0.05), with the highest outputs observed in games won. Positionally, fullbacks and centre forwards in a 4–3–3 formation exhibited the greatest frequency of high-intensity accelerations and decelerations. Very large differences were observed between the frequency of high-intensity decelerations compared to accelerations in games won (g = 2.37), drawn (g = 2.99) and lost (g = 3.59). The highest team frequencies of high-intensity accelerations (n = 3330) and decelerations (n = 6482) were completed in games won. Conclusions: The frequency of high-intensity accelerations and decelerations has a significant impact on match performance outcomes in an elite English League Two football team. Consideration needs to be given to specific conditioning and recovery strategies to optimise high-intensity acceleration and deceleration performance in games. Caution should be taken as these findings are representative of one team within the EFL.
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