1
|
Karcher C, Font R, Marcos-Jorquera D, Gilart-Iglesias V, Manchado C. Evaluating external load responses to cumulative playing time and position in the European Handball Federation Women's Euro 2022 through an IoT and Big Data architecture approach. Biol Sport 2025; 42:225-235. [PMID: 40182724 PMCID: PMC11963124 DOI: 10.5114/biolsport.2025.144409] [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: 04/24/2024] [Revised: 08/22/2024] [Accepted: 09/30/2024] [Indexed: 04/05/2025] Open
Abstract
The quantification of physical demands placed upon handball players, segmented by their specific roles and duration of play, is crucial for sustaining high performance and minimizing the risk of injury. Leveraging advanced inertial measurement units, this investigation captured and analyzed the external load data of athletes participating in the EHF Women's EURO 2022. The aim of this study was to provide coaching staff with information on fatigue development during periods of high match density. The study evaluated the effects of playing position and cumulative playing time on external load metrics, using linear mixed models that treated individual players as random effects. The study employed a cutting-edge computational framework integrating sensor network technologies, Local Positioning Systems (LPS), and Big Data Analytics within a descriptive analytics methodology. From over half a billion raw records, we distilled 1,013 data entries from 47 matches for analysis. The findings reveal that the wings demonstrated the highest levels of total and high-speed running distances, though they sustained lower PlayerLoad relative to backs. Interestingly, cumulative playing time did not markedly alter load profiles, which may be attributed to strategic substitution decisions by coaches and the players' own pacing strategies. Notable discrepancies within positional demands were observed over time, such as centers displaying increased distance coverage within the 2-3 hour play interval. This study underscores the efficacy of strategic load management and tailored pacing in sustaining player performance throughout high-stakes tournaments. It elucidates the relationship between managerial tactics and player-specific characteristics in the context of external load distribution.
Collapse
Affiliation(s)
- Claude Karcher
- Biomedicine Research Center of Strasbourg (CRBS), Mitochondria, Oxidative Stress, and Muscle Plasticity Laboratory (UR 3072), University of Strasbourg, Strasbourg, France
- European Centre for Education, Research and Innovation in Exercise Physiology (CEERIPE), Faculty of Sport Sciences, University of Strasbourg, Strasbourg, France
- CREPS de Strasbourg, 67200 Strasbourg, France
| | - Roger Font
- Research group in Tecnologia Aplicada a l’Alt Rendiment i la Salut (TAARS), Tecnocampus, Department of Health Sciences, Pompeu Fabra University, Mataró, Spain
- GRCE Research Group, National Institut of Physical Education of Catalonia (INEFC), Barcelona, Spain
| | - Diego Marcos-Jorquera
- Department of Computer Science and Technology, Polytechnic School, University of Alicante, San Vicente del Raspeig, Spain
| | - Virgilio Gilart-Iglesias
- Department of Computer Science and Technology, Polytechnic School, University of Alicante, San Vicente del Raspeig, Spain
| | - Carmen Manchado
- Physical Education and Sports, Faculty of Education, University of Alicante, San Vicente del Raspeig, Spain
- European Handball Federation, Methods Commission, Vienna, Austria
| |
Collapse
|
2
|
Pavlinovic V, Morgans R, Modric T. Temperature-Related Variations in Physical Performance During Elite Soccer Matches. Sports (Basel) 2024; 12:341. [PMID: 39728881 DOI: 10.3390/sports12120341] [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: 11/15/2024] [Revised: 12/03/2024] [Accepted: 12/05/2024] [Indexed: 12/28/2024] Open
Abstract
The aim of this study was to examine the differences in match running performance (MRP) according to the ambient temperature during UEFA Champions League (UCL) matches. Data were collected using an optical tracking system from all teams (n = 32) in all UCL matches (n = 125) during the 2022/23 season, and classified according to the ambient temperature at which matches were played: <5 °C, 6-10 °C, 11-20 °C, and >21 °C. The results revealed the following: (i) less total distance was covered in matches played at ≥21 °C compared to the matches played at 6-10 °C (d = 0.58), (ii) less high-speed running and high-intensity running were covered in matches played at ≥21 °C compared to the matches played at 11-20 °C (d = 0.54 and 0.43, respectively), 6-10 °C (d = 0.89 and 0.8, respectively), and ≤5 °C (d = 0.62 and 0.57, respectively), and (iii) less sprinting was covered in matches played at ≥21 °C compared to the matches played at 6-10 °C (d = 0.22). These findings indicated the significant differences in MRP when UCL matches were played at different ambient temperatures, with notable reductions in overall and high-intensity efforts in warmer conditions.
Collapse
Affiliation(s)
| | - Ryland Morgans
- School of Sport and Health Sciences, Cardiff Metropolitan University, Cardiff CF23 6XD, UK
| | - Toni Modric
- Faculty of Kinesiology, University of Split, 21000 Split, Croatia
- High Performance Sport Center, Croatian Olympic Committee, 10000 Zagreb, Croatia
| |
Collapse
|
3
|
Barreira P, Vaz JR, Ferreira R, Araújo JP, Tavares F. External Training Loads and Soft-Tissue Injury Occurrence During Congested Versus Noncongested Periods in Football. Int J Sports Physiol Perform 2024; 19:1068-1075. [PMID: 39142646 DOI: 10.1123/ijspp.2024-0058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Revised: 05/23/2024] [Accepted: 05/28/2024] [Indexed: 08/16/2024]
Abstract
OBJECTIVE To analyze the influence of congested and noncongested fixture periods during 2 seasons in a professional male football team on soft-tissue injury incidence and external load. METHODS Thirty-three professional football players from a Portuguese Liga I team participated in this study. Weekly external load and soft-tissue injury rate and burden of 2 consecutive seasons (2021-22 and 2022-23) were analyzed. RESULTS Total soft-tissue injury rate and burden for the 2 seasons were 3.9 and 3.2 injuries per 1000 hours and 71.8 and 60.5 days per 1000 hours for congested and noncongested periods, respectively. No significant differences were observed between congested and noncongested periods. Total high-speed running, sprint distance, distance above 80% and 90% of maximal velocity, and meters accelerating and decelerating above 2 m/s2 were significantly higher for noncongested weeks. Match accelerations and decelerations above 3 m/s2 were higher during congested periods and training during noncongested periods. No differences between the 2 periods were observed for the total number of accelerations and decelerations above 3 m/s2. Overall, physical outputs per week were higher for training during noncongested weeks, whereas matches during congested periods registered higher external load. CONCLUSIONS No effect of a congested schedule was observed on soft-tissue injury rates and injury burden. Higher match exposure during congested periods increased external load performed per week, and during noncongested periods, training load was superior to congested weeks.
Collapse
Affiliation(s)
- Paulo Barreira
- Medical and Performance Department, Sporting Clube Portugal SAD, Lisbon, Portugal
| | - João R Vaz
- Egas Moniz Interdisciplinary Research Center, Egas Moniz School of Health and Science, Monte de Caparica, Portugal
| | - Ruben Ferreira
- Medical and Performance Department, Sporting Clube Portugal SAD, Lisbon, Portugal
| | - João Pedro Araújo
- Medical and Performance Department, Sporting Clube Portugal SAD, Lisbon, Portugal
| | - Francisco Tavares
- Medical and Performance Department, Sporting Clube Portugal SAD, Lisbon, Portugal
| |
Collapse
|
4
|
Manuel Clemente F, Pillitteri G, Palucci Vieira LH, Rabbani A, Zmijewski P, Beato M. Balancing the load: A narrative review with methodological implications of compensatory training strategies for non-starting soccer players. Biol Sport 2024; 41:173-185. [PMID: 39416502 PMCID: PMC11475008 DOI: 10.5114/biolsport.2024.139071] [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: 12/19/2023] [Revised: 02/08/2024] [Accepted: 04/03/2024] [Indexed: 10/19/2024] Open
Abstract
New training approaches have emerged advocating for the implementation of compensatory physical training. This approach aims to provide additional training that balances the load typically experienced by non-starters during a match. This may help maintain their readiness and ensures that their physical fitness is not compromised by the reduced exposure to match loads. Thus, this narrative review aims to describe the differences in external loads between starting and non-starting players and describe the studies conducted in compensatory training. Studies examining external load metrics such as total distances covered, high-speed running, and sprinting suggest that, adjusted for playing time, values are often higher in non-starting players. Although not standardized, there is an obvious decrease in exposure for these critical variables in non-starters. Additionally, internal load parameters such as perceived exertion and heart rate tend to be higher in starting players. Regarding the physical fitness impacts, evidence suggests differences observed between starters and non-starters in some aspects of physical performance, although the extent and significance of these differences can vary. The studies on compensatory training are limited, and the typical approach usually centres on running-based exercises and small-sided games, offering differing approaches to address the physical needs. The gap in research underscores the necessity for improved study designs that can shed light on the real impact of compensatory training. Presently, the practice of compensatory training has been adopted, yet a definitive understanding of its genuine influence, particularly in terms of enhancing physical fitness and mitigating injury risks, remains elusive.
Collapse
Affiliation(s)
- Filipe Manuel Clemente
- Escola Superior Desporto e Lazer, Instituto Politécnico de Viana do Castelo, Rua Escola Industrial e Comercial de Nun’Álvares, 4900-347 Viana do Castelo, Portugal
- Sport Physical Activity and Health Research & Innovation Center, 4960-320 Viana do Castelo, Portugal
- Gdansk University of Physical Education and Sport, 80-336 Gdańsk, Poland
| | - Guglielmo Pillitteri
- Sport and Exercise Sciences Research Unit, Department of Psychology, Educational Science and Human Movement, University of Palermo, Palermo, Italy
- PhD Program in Health Promotion and Cognitive Sciences, University of Palermo, Palermo, Italy
| | - Luiz H. Palucci Vieira
- Universidad César Vallejo (UCV), Facultad de Ingeniería y Arquitectura, Escuela Profesional de Ingeniería Industrial, Grupo de investigación en Tecnología aplicada a Seguridad ocupacional, Desempeño y Calidad de vida (GiTaSyC), Campus Callao, 07001 Lima, Perú
| | - Alireza Rabbani
- Sport Science Department, Ittihad Kalba F.C, UAE
- Sport Science Department, OFI Crete F.C, Crete, Greece
| | - Piotr Zmijewski
- Jozef Pilsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Marco Beato
- School of Health and Sports Sciences, University of Suffolk, Ipswich, UK
| |
Collapse
|
5
|
Xiao Z, Zhang H. More substitutions changed team substitution strategy? An analysis of the FIFA World Cup 2002-2022. BMC Sports Sci Med Rehabil 2024; 16:165. [PMID: 39118146 PMCID: PMC11308656 DOI: 10.1186/s13102-024-00956-9] [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: 05/13/2024] [Accepted: 07/31/2024] [Indexed: 08/10/2024]
Abstract
BACKGROUND The increase in the number of substitutions allowed in football from three to five has profoundly influenced the game. The impact of the rule change on the FIFA World Cup needs further verification. METHODS A total of 2,151 team substitution opportunities and 2,410 substitutions in 384 matches from six FIFA World Cups (2002-2022) were analyzed to assess its impact. One-way ANOVA was used to assess differences in average substitution times among the six FIFA World Cups. Factors affecting the time of substitutions were explored using Generalized Linear Mixed Models. RESULTS In each FIFA World Cup, over 92% of substitutions occurred during half-time and the second half, with a higher proportion in knockout stage matches than group stage matches. Group stage substitutions tended to happen earlier, particularly when teams were losing. As allowed substitutions increased, multiple substitutions in one opportunity rose from 4% to 38%. Of the 2,410 substitutions in the six FIFA World Cups, 21.45% were offensive, 63.65% were neutral and 14.90% were defensive. Winning teams made the highest percentage of defensive substitutions, while drawing or losing teams made the highest percentage of offensive substitutions. Match status significantly affected the time of the first three substitutions, and the presence of extra time significantly affected the time of the fourth substitution. CONCLUSION Analysis of substitutions in FIFA World Cups (2002-2022) reveals: Most substitutions occur during halftime and the second half; Substitutions are earlier in group stages, especially for losing teams; Increased allowed substitutions lead to more multiple-player substitutions; Defensive substitutions are more common when winning, while offensive ones are frequent when drawing or losing; Match status, ranking gap, extra time, game round, and substitution rules significantly influence the time of team substitutions.
Collapse
Affiliation(s)
- Zheng Xiao
- Department of Sport Science, College of Education, Zhejiang University, 866 Yuhangtang Road, Hangzhou, Zhejiang Province, 310058, China
| | - Hui Zhang
- Department of Sport Science, College of Education, Zhejiang University, 866 Yuhangtang Road, Hangzhou, Zhejiang Province, 310058, China.
| |
Collapse
|
6
|
Rennie G, Chesson L, Weaving D, Jones B. The effects of rule changes in football-code team sports: a systematic review. SCI MED FOOTBALL 2024:1-14. [PMID: 39052002 DOI: 10.1080/24733938.2024.2375752] [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: 01/18/2024] [Revised: 06/03/2024] [Accepted: 06/26/2024] [Indexed: 07/27/2024]
Abstract
Rule changes within football-code team sports aim to improve performance, enhance player welfare, increase competitiveness, and provide player development opportunities. This manuscript aimed to review research investigating the effects of rule changes in football-code team sports. A systematic search of electronic databases (PubMed, ScienceDirect, CINAHL, MEDLINE, and SPORTDiscus) was performed to August 2023; keywords related to rule changes, football-code team sports, and activity type. Studies were excluded if they failed to investigate a football-code team sport, did not quantify the change of rule, or were review articles. Forty-six studies met the eligibility criteria. Four different football codes were reported: Australian rules football (n = 4), rugby league (n = 6), rugby union (n = 16), soccer (n = 20). The most common category was physical performance and match-play characteristics (n = 22). Evidence appears at a high risk of bias partly due to the quasi-experimental nature of included studies, which are inherently non-randomised, but also due to the lack of control for confounding factors within most studies included. Rule changes can result in unintended consequences to performance (e.g., longer breaks in play) and effect player behaviour (i.e., reduce tackler height in rugby) but might not achieve desired outcome (i.e., unchanged concussion incidence). Coaches and governing bodies should regularly and systematically investigate the effects of rule changes to understand their influence on performance and injury risk. It is imperative that future studies analysing rule changes within football codes account for confounding factors by implementing suitable study designs and statistical analysis techniques.
Collapse
Affiliation(s)
- Gordon Rennie
- Carnegie Applied Rugby Research (CARR) Centre, Carnegie School of Sport, Leeds Beckett University, Leeds, UK
- Catapult Sports, Melbourne, NSW, Australia
| | - Lucy Chesson
- Carnegie Applied Rugby Research (CARR) Centre, Carnegie School of Sport, Leeds Beckett University, Leeds, UK
| | - Dan Weaving
- Carnegie Applied Rugby Research (CARR) Centre, Carnegie School of Sport, Leeds Beckett University, Leeds, UK
- Applied Sports Science and Exercise Testing Laboratory, The University of Newcastle, Ourimbah, Australia
- Department of Physical Activity and Sport, Faculty of Arts and Sciences, Edge Hill University, Ormskirk, UK
| | - Ben Jones
- Carnegie Applied Rugby Research (CARR) Centre, Carnegie School of Sport, Leeds Beckett University, Leeds, UK
- Division of Physiological Sciences and Health Through Physical Activity, Lifestyle and Sport Research Centre, Department of Human Biology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
- School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Brisbane, QLD, Australia
- England Performance Unit, Rugby Football League, Manchester, UK
- Rugby Department, Premiership Rugby, London, UK
| |
Collapse
|
7
|
García-Angulo FJ, Palao JM, Giménez-Egido JM, Ortega-Toro E. Effect of Rule Modifications on Kinematic Parameters Using Maturity Stage as a Moderating Variable in U-10 Football Players. SENSORS (BASEL, SWITZERLAND) 2024; 24:2462. [PMID: 38676078 PMCID: PMC11053628 DOI: 10.3390/s24082462] [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: 03/03/2024] [Revised: 04/06/2024] [Accepted: 04/08/2024] [Indexed: 04/28/2024]
Abstract
The aim of the present study was to analyse the effects of regulatory modifications in competitive situations on cinematic variables, considering maturity stage as a moderating factor, in youth football players. A quasi-experimental study was conducted in which 45 players with a mean age of 9.47 ± 0.54 participated. The independent variable analysed was the modification of rules (playing time, scoring, and specific rules). The dependent variables analysed were cinematic variables. These variables were recorded with WimuTM. The maturity stage was considered a moderating factor in this effect. The main results indicate that the modified competition reduced the total distance covered, maximum acceleration speed, and distance covered in acceleration and deceleration in different speed zones. In addition, the maturity stage was found to moderate the effect of the intervention on the total distance covered, distance covered by accelerating in zone 3, and distance covered by decelerating in zone 3. Thus, the proposed modification appeared to reduce the physical demand for competition. Furthermore, it reduced the differences between players with early maturational development and those with late maturational development.
Collapse
Affiliation(s)
- Francisco Javier García-Angulo
- Department of Physical Activity and Sport, Faculty of Sport Science, University of Murcia, 30720 Murcia, Spain; (F.J.G.-A.); (J.M.G.-E.)
- Sport Performance Analysis Association, 30720 Murcia, Spain;
| | - José Manuel Palao
- Sport Performance Analysis Association, 30720 Murcia, Spain;
- Department of Health, Exercise and Sport Management, University of Wisconsin-Parkside, Kenosha, WI 53144, USA
| | - José María Giménez-Egido
- Department of Physical Activity and Sport, Faculty of Sport Science, University of Murcia, 30720 Murcia, Spain; (F.J.G.-A.); (J.M.G.-E.)
- Sport Performance Analysis Association, 30720 Murcia, Spain;
| | - Enrique Ortega-Toro
- Department of Physical Activity and Sport, Faculty of Sport Science, University of Murcia, 30720 Murcia, Spain; (F.J.G.-A.); (J.M.G.-E.)
- Sport Performance Analysis Association, 30720 Murcia, Spain;
| |
Collapse
|
8
|
Sun R, Wang C, Qin Z, Han C. Temporal features of goals, substitutions, and fouls in football games in the five major European league from 2018 to 2021. Heliyon 2024; 10:e27014. [PMID: 38463781 PMCID: PMC10923682 DOI: 10.1016/j.heliyon.2024.e27014] [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: 07/23/2023] [Revised: 02/22/2024] [Accepted: 02/22/2024] [Indexed: 03/12/2024] Open
Abstract
The "Big Five" European football leagues, comprising England's Premier League, Germany's Bundesliga, Spain's La Liga, Italy's Serie A, and France's Ligue 1, command significant attention. While the occurrence of goals, substitutions, and fouls in football games is often considered random, of the presence of an inherent inevitability is unclear. To investigate, we analyzed a public dataset detailing timing of goals, substitutions, and yellow cards in regular time from WhoScored across three seasons (2018-2019, 2019-2020, 2020-2021) in the top five European football leagues. We employed various mathematical descriptive models (including linear, sigmoid, and gaussian functions) to measure the temporal tendency of goals, substitutions, and yellow cards. Our results indicate that, whether in the first or second half of the match, the temporal distribution of these elements exhibits evenness a (indicative of randomness). However, specific characteristics were discerned through distinct model parameters, capturing novel phenomena that were intuitively illustrated. Furthermore, we explored the interaction of the timing of goals, substitutions, and yellow cards. In this analysis we found that scoring in the second half leads to more substitutions and yellow cards. Changing players in the second half corresponded with more goals, while the impact of yellow card fouls showed no differences in goals in the first and second halves. Our research is the first to systematically study the laws of modern football matches, providing valuable guidance and reference for many football coaches.
Collapse
Affiliation(s)
- Rongkun Sun
- College of P.E. and Sports, Beijing Normal University, Beijing, 100875, China
| | - Changquan Wang
- College of P.E. and Sports, Beijing Normal University, Beijing, 100875, China
| | - Zhe Qin
- College of P.E. and Sports, Beijing Normal University, Beijing, 100875, China
- College of Physical Education Northwest Normal University, Lanzhou, 730070, China
| | - Chuanliang Han
- School of Biomedical Sciences and Gerald Choa Neuroscience Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| |
Collapse
|
9
|
Chen TC, Chou TY, Nosaka K. Adequate Interval between Matches in Elite Female Soccer Players. J Sports Sci Med 2023; 22:614-625. [PMID: 38045739 PMCID: PMC10690515 DOI: 10.52082/jssm.2023.614] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Accepted: 09/11/2023] [Indexed: 12/05/2023]
Abstract
The present study compared four different intervals between three simulated soccer matches for changes in muscle damage and performance parameters. Thirteen well-trained female university soccer players performed three bouts of 90-min Loughborough Intermittent Shuttle Test (LIST) with four different intervals between bouts; one (1d), two (2d), three (3d) and four days (4d), with >12-weeks between conditions in a counterbalanced order. Heart rate, blood lactate, rating of perceived exertion and distance covered in each LIST were measured. Changes in several muscle damage markers (e.g., maximal voluntary isometric torque of the knee extensors: MVC-KE, muscle soreness), performance parameters (e.g., Yo-Yo intermittent recovery test level 1: Yo-Yo IR1), and blood measures (e.g., osmolality, high sensitivity cardiac troponin T) before the first LIST, 1 h after each LIST, and one to five days after the third LIST were compared among the conditions. The total distance covered during the first two LISTs was not different among the conditions, but that during the third LIST was shorter (P < 0.05) for the 1d (9,416 ± 885 m) and 2d conditions (9,737 ± 246 m) than the 3d (10,052 ± 490 m) and 4d conditions (10,432 ± 538 m). Changes in all measures were smaller (P < 0.05) in the 3d and 4d conditions (e.g., the decrease in MVC-KE at one day after the third LIST was -13 ± 4% and -10 ± 3%, respectively) when compared with the 1d and 2d conditions (-20 ± 7%, -18 ± 5%). Performance parameters showed smaller (P < 0.05) changes in the 4d (e.g., the decrease in Yo-Yo IR1 at one day after the third LIST was -9 ± 3%) and 3d (-13 ± 6%) conditions when compared with the 1d (-19 ± 4%) and 2d (-20 ± 8%) conditions. These results suggest that muscle damage and fatigue accumulate when soccer matches are performed three consecutive days or every other day, but if more than three days are inserted between matches, this could be minimized.
Collapse
Affiliation(s)
- Trevor C Chen
- Department of Physical Education and Sport Sciences, National Taiwan Normal University, Taipei City, Taiwan
| | - Tai-Ying Chou
- Department of Athletic Performance, National Taiwan Normal University, Taipei City, Taiwan
| | - Kazunori Nosaka
- Centre for Human Performance, School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
| |
Collapse
|
10
|
Ruscello B, Tozzi M, Apollaro G, Grossi A, Morganti G, Esposito M, Pantanella L, Messina G, Padua E. Effects of the New COVID-19-Induced Rule on Substitutions and Performance in Italian Elite Soccer. Sports (Basel) 2023; 11:208. [PMID: 37999425 PMCID: PMC10674514 DOI: 10.3390/sports11110208] [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: 08/08/2023] [Revised: 10/06/2023] [Accepted: 10/23/2023] [Indexed: 11/25/2023] Open
Abstract
COVID-19 has resulted in widespread changes, including within the realm of sports. Professional soccer has adapted by allowing more substitutions, leading to tactical adjustments and potential physical benefits. Accordingly, this study analyzed the impact of the new rule in Italian top-level soccer, focusing on substitution patterns and performance differences between the pre-COVID (2017-2018, 2018-2019 seasons) and post COVID (2020-2021, 2021-2022 seasons) eras. As such, publicly available data from 1520 matches (760 matches per era) were recorded. The sample included matches played from 40 Italian top division teams in both the pre- and post-COVID eras. Analyses confirmed substitutions follow a consistent temporal pattern throughout the match in both eras, highlighting a slight difference in second-half management, and showed the new rule is still not used to its full potential, thus raising concerns about teams' financial strength, as not all managers possess "deep benches" (i.e., a large number of top-level players available to play). Further analyses revealed a statistically significant increment (p = 0.002) in the quantity of collectively produced sprints in the post-COVID era compared to the pre-COVID one. The results from this study emphasize the need to carefully address sprint preparation and repeated sprint abilities, also considering factors such as the number of substitutes and their skill level.
Collapse
Affiliation(s)
- Bruno Ruscello
- Department of Human Sciences and Promotion of the Quality of Life, San Raffaele Roma Open University, 00166 Rome, Italy; (G.M.); (G.M.); (E.P.)
- School of Sport and Exercise Sciences, Faculty of Medicine and Surgery, Tor Vergata University, 00133 Rome, Italy; (M.T.); (G.A.); (A.G.); (M.E.); (L.P.)
| | - Matteo Tozzi
- School of Sport and Exercise Sciences, Faculty of Medicine and Surgery, Tor Vergata University, 00133 Rome, Italy; (M.T.); (G.A.); (A.G.); (M.E.); (L.P.)
| | - Gennaro Apollaro
- School of Sport and Exercise Sciences, Faculty of Medicine and Surgery, Tor Vergata University, 00133 Rome, Italy; (M.T.); (G.A.); (A.G.); (M.E.); (L.P.)
| | - Alberto Grossi
- School of Sport and Exercise Sciences, Faculty of Medicine and Surgery, Tor Vergata University, 00133 Rome, Italy; (M.T.); (G.A.); (A.G.); (M.E.); (L.P.)
| | - Gabriele Morganti
- Department of Human Sciences and Promotion of the Quality of Life, San Raffaele Roma Open University, 00166 Rome, Italy; (G.M.); (G.M.); (E.P.)
- School of Sport and Exercise Sciences, Faculty of Medicine and Surgery, Tor Vergata University, 00133 Rome, Italy; (M.T.); (G.A.); (A.G.); (M.E.); (L.P.)
| | - Mario Esposito
- School of Sport and Exercise Sciences, Faculty of Medicine and Surgery, Tor Vergata University, 00133 Rome, Italy; (M.T.); (G.A.); (A.G.); (M.E.); (L.P.)
- Faculty of Medicine, University of Ostrava, 703 00 Ostrava, Czech Republic
| | - Laura Pantanella
- School of Sport and Exercise Sciences, Faculty of Medicine and Surgery, Tor Vergata University, 00133 Rome, Italy; (M.T.); (G.A.); (A.G.); (M.E.); (L.P.)
| | - Giuseppe Messina
- Department of Human Sciences and Promotion of the Quality of Life, San Raffaele Roma Open University, 00166 Rome, Italy; (G.M.); (G.M.); (E.P.)
- PLab Research Institute, 90121 Palermo, Italy
| | - Elvira Padua
- Department of Human Sciences and Promotion of the Quality of Life, San Raffaele Roma Open University, 00166 Rome, Italy; (G.M.); (G.M.); (E.P.)
- School of Sport and Exercise Sciences, Faculty of Medicine and Surgery, Tor Vergata University, 00133 Rome, Italy; (M.T.); (G.A.); (A.G.); (M.E.); (L.P.)
| |
Collapse
|
11
|
Marquina M, Lozano D, García-Sánchez C, Sánchez-López S, de la Rubia A. Development and Validation of an Observational Game Analysis Tool with Artificial Intelligence for Handball: Handball.ai. SENSORS (BASEL, SWITZERLAND) 2023; 23:6714. [PMID: 37571498 PMCID: PMC10422213 DOI: 10.3390/s23156714] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 07/18/2023] [Accepted: 07/24/2023] [Indexed: 08/13/2023]
Abstract
Performance analysis based on artificial intelligence together with game-related statistical models aims to provide relevant information before, during and after a competition. Due to the evaluation of handball performance focusing mainly on the result and not on the analysis of the dynamics of the game pace through artificial intelligence, the aim of this study was to design and validate a specific handball instrument based on real-time observational methodology capable of identifying, quantifying, classifying and relating individual and collective tactical behaviours during the game. First, an instrument validation by an expert panel was performed. Ten experts answered a questionnaire regarding the relevance and appropriateness of each variable presented. Subsequently, data were validated by two observers (1.5 and 2 years of handball observational analysis experience) recruited to analyse a Champions League match. Instrument validity showed a high accordance degree among experts (Cohen's kappa index (k) = 0.889). For both automatic and manual variables, a very good intra- ((automatic: Cronbach's alpha (α) = 0.984; intra-class correlation coefficient (ICC) = 0.970; k = 0.917) (manual: α = 0.959; ICC = 0.923; k = 0.858)) and inter-observer ((automatic: α = 0.976; ICC = 0.961; k = 0.874) (manual: α = 0.959; ICC = 0.923; k = 0.831) consistency and reliability was found. These results show a high degree of instrument validity, reliability and accuracy providing handball coaches, analysts, and researchers a novel tool to improve handball performance.
Collapse
Affiliation(s)
- Moises Marquina
- Deporte y Entrenamiento Research Group, Departamento de Deportes, Facultad de Ciencias de la Actividad Física y del Deporte (INEF), Universidad Politécnica de Madrid, C/Martín Fierro 7, 28040 Madrid, Spain; (M.M.); (A.d.l.R.)
| | - Demetrio Lozano
- Health Sciences Faculty, Universidad San Jorge, Autov A23 km 299, Villanueva de Gállego, 50830 Zaragoza, Spain;
| | - Carlos García-Sánchez
- Deporte y Entrenamiento Research Group, Departamento de Deportes, Facultad de Ciencias de la Actividad Física y del Deporte (INEF), Universidad Politécnica de Madrid, C/Martín Fierro 7, 28040 Madrid, Spain; (M.M.); (A.d.l.R.)
| | - Sergio Sánchez-López
- SPORT Research Group (CTS-1024), Centro de Evaluación y Rehabilitación Neuropsicológica, University of Almería, Ctra. Sacramento, s/n, 04120 Almería, Spain;
| | - Alfonso de la Rubia
- Deporte y Entrenamiento Research Group, Departamento de Deportes, Facultad de Ciencias de la Actividad Física y del Deporte (INEF), Universidad Politécnica de Madrid, C/Martín Fierro 7, 28040 Madrid, Spain; (M.M.); (A.d.l.R.)
| |
Collapse
|