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Cavedon V, Zuccolotto P, Sandri M, Manisera M, Bernardi M, Peluso I, Milanese C. Optimizing wheelchair basketball lineups: A statistical approach to coaching strategies. PLoS One 2024; 19:e0302596. [PMID: 38748742 PMCID: PMC11095732 DOI: 10.1371/journal.pone.0302596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 04/08/2024] [Indexed: 05/19/2024] Open
Abstract
This study was designed to support the tactical decisions of wheelchair basketball (WB) coaches in identifying the best players to form winning lineups. Data related to a complete regular season of a top-level WB Championship were examined. By analyzing game-related statistics from the first round, two clusters were identified that accounted for approximately 35% of the total variance. Cluster 1 was composed of low-performing athletes, while Cluster 2 was composed of high-performing athletes. Based on data related to the second round of the Championship, we conducted a two-fold evaluation of the clusters identified in the first round with the team's net performance as the outcome variable. The results showed that teams where players belonging to Cluster 2 had played more time during the second round of the championship were also those with the better team performance (R-squared = 0.48, p = 0.035), while increasing the playing time for players from Classes III and IV does not necessarily improve team performance (r2 = -0.14, p = 0.59). These results of the present study suggest that a collaborative approach between coaches and data scientists would significantly advance this Paralympic sport.
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Affiliation(s)
- Valentina Cavedon
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy
| | | | - Marco Sandri
- BODaI-Lab, University of Brescia, Brescia, Italy
| | | | - Marco Bernardi
- Department of Physiology and Pharmacology “V. Erspamer”, Sapienza University of Rome, Rome, Italy
- Italian Wheelchair Basketball Federation, Rome, Italy
| | - Ilaria Peluso
- Research Centre for Food and Nutrition, Council for Agricultural Research and Economics, CREA-AN, Rome, Italy
| | - Chiara Milanese
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy
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Romarate A, Yanci J, Iturricastillo A. Evolution of the internal load and physical condition of wheelchair basketball players during the competitive season. Front Physiol 2023; 14:1106584. [PMID: 37008022 PMCID: PMC10050711 DOI: 10.3389/fphys.2023.1106584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 02/28/2023] [Indexed: 03/17/2023] Open
Abstract
The objectives of this study were to describe differentiated perceived training and match load (dRPE-L) of wheelchair basketball (WB) players during the whole season, to analyze the evolution of players’ physical condition changes during a full season and to analyze the association between dRPE-L and changes in physical condition during a full season. Nineteen Spanish Second Division WB players participated in this study. For a full season (10 months, 26 weeks), dRPE-L was assessed with the session-RPE method, separating respiratory (RPEres-L) and muscular (RPEmus-L) perceived load. The physical condition of the players was also assessed at four different times during the season (T1, T2, T3 and T4). The results showed a significantly higher total and average accumulated muscular RPE load (RPEmusTOT-L and RPEmusAVG-L) than total and average respiratory load (RPEresTOT-L and RPEresAVG-L) (p < 0.01; ES = 0.52–0.55). No significant changes were observed in the physical condition of the players at the different moments of the season. Moreover, a significant association was observed only between RPEresTOT-L and Repeated Sprint Ability standard deviation of 3 m (RSAsdec3m) (r = 0.90, p < 0.05). The results suggest that the competitive season represented considerable neuromuscular involvement in these players.
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Affiliation(s)
- Ander Romarate
- Faculty of Education and Sport, University of the Basque Country (UPV/EHU), Vitoria-Gasteiz, Spain
- *Correspondence: Ander Romarate,
| | - Javier Yanci
- Society, Sports and Physical Exercise Research Group (GIKAFIT), Physical Education and Sport Department, Faculty of Education and Sport, University of the Basque Country, UPV/EHU, Vitoria-Gasteiz, Spain
| | - Aitor Iturricastillo
- Society, Sports and Physical Exercise Research Group (GIKAFIT), Physical Education and Sport Department, Faculty of Education and Sport, University of the Basque Country, UPV/EHU, Vitoria-Gasteiz, Spain
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Iturricastillo A, Garcia-Tabar I, Reina R, Garcia-Fresneda A, Carmona G, Perez-Tejero J, Yanci J. Influence of upper-limb muscle strength on the repeated change of direction ability in international-level wheelchair basketball players. Res Sports Med 2021; 30:383-399. [PMID: 33596718 DOI: 10.1080/15438627.2021.1888110] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
This study aims 1) to compare repeated change of direction ability (rCODA) and bench press (BP) between low (A category, ≤2.5) and high (B category, ≥3.0) sport classes and 2) to analyse the relationships between rCODA and BP performance in a sample of wheelchair basketball (WB) players. Seventeen world-class WB players volunteered participated in this study. All the players undertook two tests: the repeated (x12) Modified Agility T-test (rMAT) to measure the rCODA and the movement velocity in a BP test. No significant differences were observed between categories in the rMAT and BP. For the total sample, BP variables with a mean propulsive velocity of 1 m·s-1 (V1LOAD) largely correlated with all the full rMAT outcomes (r>-0.625; p< 0.05). Having a better BP could be favourable to perform repeated efforts and this seems particularly relevant in fatigue conditions, and especially for the B category players.
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Affiliation(s)
- Aitor Iturricastillo
- Society, Sports and Physical Exercise Research Group (GIKAFIT). Department of Physical Education and Sport. Faculty of Education and Sport, University of the Basque Country (UPV/EHU). Basque Country, Spain.,Bioaraba, GIKAFIT, Vitoria-Gasteiz, Basque CountrySpain
| | - Ibai Garcia-Tabar
- Society, Sports and Physical Exercise Research Group (GIKAFIT). Department of Physical Education and Sport. Faculty of Education and Sport, University of the Basque Country (UPV/EHU). Basque Country, Spain.,Bioaraba, GIKAFIT, Vitoria-Gasteiz, Basque CountrySpain
| | - Raul Reina
- Department of Sports Sciences, Miguel Hernández University, Elche, Spain
| | - Adrian Garcia-Fresneda
- TecnoCampus, College of Health Sciences, University of Pompeu Fabra, Mataró-Maresme, Spain
| | - Gerard Carmona
- TecnoCampus, College of Health Sciences, University of Pompeu Fabra, Mataró-Maresme, Spain
| | - Javier Perez-Tejero
- Sanitas Foundation Chair for Inclusive Sport Studies, Faculty of Physical Activity and Sports Sciences, Universidad Politécnica De Madrid, Madrid, Spain
| | - Javier Yanci
- Society, Sports and Physical Exercise Research Group (GIKAFIT). Department of Physical Education and Sport. Faculty of Education and Sport, University of the Basque Country (UPV/EHU). Basque Country, Spain.,Bioaraba, GIKAFIT, Vitoria-Gasteiz, Basque CountrySpain
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Reina M, García-Rubio J, Esteves PT, Ibáñez SJ. How external load of youth basketball players varies according to playing position, game period and playing time. INT J PERF ANAL SPOR 2020. [DOI: 10.1080/24748668.2020.1818973] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- María Reina
- Grupo de optimización del entrenamiento y rendimiento deportivo , Universidad de Extremadura, Cáceres, Spain
| | - Javier García-Rubio
- Grupo de optimización del entrenamiento y rendimiento deportivo , Universidad de Extremadura, Cáceres, Spain
| | - Pedro T. Esteves
- Grupo de optimización del entrenamiento y rendimiento deportivo, Polytechnic Institute of Guarda, Guarda, Portugal
| | - Sergio J. Ibáñez
- Grupo de optimización del entrenamiento y rendimiento deportivo , Universidad de Extremadura, Cáceres, Spain
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Marszałek J, Gryko K, Kosmol A, Morgulec-Adamowicz N, Mróz A, Molik B. Wheelchair Basketball Competition Heart Rate Profile According to Players' Functional Classification, Tournament Level, Game Type, Game Quarter and Playing Time. Front Psychol 2019; 10:773. [PMID: 31037063 PMCID: PMC6475811 DOI: 10.3389/fpsyg.2019.00773] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2019] [Accepted: 03/21/2019] [Indexed: 11/13/2022] Open
Abstract
Heart rate is a popular parameter observed in team sports to plan training sessions with regard to load and sport specificity. Wheelchair basketball is an intermittent team game for physically impaired players. The study aim was to define heart rate profile of wheelchair basketball players in terms of their functional classification (category A: 1.0-2.5 points, category B: 3.0-4.5 points), tournament level (championships and friendly games), game type (close, balanced, and unbalanced), game quarter (1st, 2nd, 3rd, and 4th) and playing time (40-59%, 60-79%, and 80-100% in a quarter). Heart rate of 18 wheelchair basketball players was monitored in 22 games in four different tournaments, i.e., European Championships 2017, World Championships 2018, two friendly international tournaments of national teams (2017 and 2018). Heart rate (HRmean, HRpeak, %HRpeak, HRR, and %HRR) was monitored by Polar Team Pro (Kempele, Finland) during playing time on the court. Timeouts, quarter breaks, a half break, time on a bench were not taken into account in HR monitoring. The Kolmogorov-Smirnov test, the Mann-Whitney U test and the Kruskal-Wallis test were used. Fourteen players divided according to the classification into category A and B were included in the final calculations (n = 457 cases). Significantly higher HRmean, %HRpeak, HRpeak, and %HRR were noted among category B players, and higher %HRpeak and %HRR among category A players at the highest tournament level compared to friendly games. There were significant differences in %HRR and the percentage of time spent in HR zone I between the players with different playing time (40-59% versus 60-79%) in category B. No significant differences in HR were noted between four quarters. Among category A players, differences in HR in zone II were observed. Among category B players, statistically significant differences in % HRpeak, the percentage of time spent in HR zones I, II, III, and %HRR between close, balanced and unbalanced games were found. In conclusion, the intermittent nature of wheelchair basketball was confirmed. Monitoring heart rate in a game could be helpful in creating exercises with proper loads for better physical preparation of wheelchair basketball players. High intensity training sessions would be more beneficial in preparing players for game demands.
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Affiliation(s)
- Jolanta Marszałek
- Department of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Karol Gryko
- Department of Physical Education, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Andrzej Kosmol
- Department of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Natalia Morgulec-Adamowicz
- Department of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Anna Mróz
- Department of Physical Education, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Bartosz Molik
- Department of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
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Marszałek J, Kosmol A, Morgulec-Adamowicz N, Mróz A, Gryko K, Klavina A, Skucas K, Navia JA, Molik B. Laboratory and Non-laboratory Assessment of Anaerobic Performance of Elite Male Wheelchair Basketball Athletes. Front Psychol 2019; 10:514. [PMID: 30930816 PMCID: PMC6425866 DOI: 10.3389/fpsyg.2019.00514] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2019] [Accepted: 02/21/2019] [Indexed: 11/13/2022] Open
Abstract
Wheelchair basketball is an adaptive Paralympic sport and wheelchair basketball players are under classification in sport. Coaches are looking for useful assessment tools (field-based tests) to evaluate players' anaerobic performance (anaerobic capacity). The aim of this study was to assess the validity of field-based tests for anaerobic performance evaluation for two functional categories of wheelchair basketball players and to create a calculator to predict mean or peak power on the basis of the selected field-based test results. Sixty-one elite male wheelchair basketball players performed the Wingate Anaerobic Test and the following field-based tests: 3 m sprint, 5 m sprint, 10 m sprint, 20 m sprint, basketball chest pass test, medicine ball (3 kg) chest pass test, bilateral handgrip, 3-6-9 m drill test, 30-s sprint test, agility drill test and 10 × 5 m sprint test. The participants were divided into two functional categories: A (classes from 1.0 to 2.5; n = 29) and B (classes from 3.0 to 4.5; n = 32) according to the International Wheelchair Basketball Federation rules. The large effect size (Cohen's d > 0.5) was found in four tests (3 m sprint, 5 m sprint, basketball chest pass test, medicine ball chest pass test; ES 0.90, 0.53, -0.96, -1.05). There were differences between category A and category B players regarding mean power, peak power and relative peak power. Peak power correlated with four tests, while mean power correlated with eight out of eleven tests. The formulas for estimating peak power or mean power in category A and B players were created separately. All the analyses confirmed that 3 m sprint, 5 m sprint, 10 m sprint, 20 m sprint, agility drill test, bilateral handgrip, 3-6-9 m drill test, 30-s sprint test, basketball chest pass test and medicine ball chest pass test are valid for non-laboratory anaerobic performance evaluation. Using the four formulas as a tool to predict mean or peak power on the basis of the selected field-based test results and functional categories will be helpful and will allow coaches and players to prepare pre-season, post-season and in-season conditioning exercises in wheelchair basketball.
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Affiliation(s)
- Jolanta Marszałek
- Department of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Andrzej Kosmol
- Department of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Natalia Morgulec-Adamowicz
- Department of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Anna Mróz
- Department of Physical Education, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Karol Gryko
- Department of Physical Education, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
| | - Aija Klavina
- Department of Sport Medicine and Physiotherapy, Latvian Academy of Sports Education, Riga, Latvia
| | - Kestutis Skucas
- Department of Applied Biology and Rehabilitation, Lithuanian Sports University, Kaunas, Lithuania
| | - José Antonio Navia
- Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, Madrid, Spain
| | - Bartosz Molik
- Department of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
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