Biol Sport. 2025;42(3):169–176
1. Hands DE, Janse de Jonge X. Current time-motion analyses of professional football matches in top-level domestic leagues: a systematic review. Int J Perform Anal Sport. 2020; 20(5):747–765.
2.
Torres-Ronda L, Beanland E, Whitehead S, et al. Tracking systems in team sports: a narrative review of applications of the data and sport specific analysis. Sports Med Open. 2022; 8(1):15.
3.
Akenhead R, Nassis GP. Training load and player monitoring in high-level football: current practice and perceptions. Int J Sports Physiol Perform. 2016; 11(5):587–593.
4.
Rago V, Brito J, Figueiredo P, et al. Methods to collect and interpret external training load using microtechnology incorporating GPS in professional football: a systematic review. Res Sports Med. 2020; 28(3):437–458.
5.
Castellano J, Errekagorri I, Los Arcos A, et al. Tell me how and where you play football and I’ll tell you how much you have to run. Biol Sport. 2022; 39(3):607–614.
6.
Oliva-Lozano JM, Rojas-Valverde D, Gómez-Carmona CD, et al. Impact of contextual variables on the representative external load profile of Spanish professional soccer match-play: a full season study. Eur J Sport Sci. 2021; 21(4):497–506.
7.
Casamichana D, Castellano J, Gómez Díaz A, et al. Looking for complementary intensity variables in different training games in football. J Strength Cond Res. 2019; 33(11):1–9.
8.
Weaving D, Beggs C, Dalton-Barron N, et al. Visualizing the complexity of the athlete-monitoring cycle through principal-component analysis. Int J Sports Physiol Perform. 2019; 14(10):1304–1310.
9.
Casal CA, Losada JL, Barreira D. Multivariate exploratory comparative analysis of LaLiga teams: principal component analysis. Int J Environ Res Public Health. 2021; 18(6):3176.
10.
Sheehan WB, Tribolet R, Spurrs R, et al. Simplifying the complexity of assessing physical performance in professional Australian football. Sci Med Football. 2020; 4(4):285–292.
11.
Dalton-Barron N, Palczewska A, Weaving D, et al. Clustering of match running and performance indicators to assess between- and within-playing position similarity in professional rugby league. J Sports Sci. 2022; 40(16):1712–1721.
12.
Gomez-Piqueras P, Gonzalez-Villora S, Castellano J, et al. Relation between the physical demands and success in professional soccer players. J Hum Sport Exerc. 2019; 14(1):141–160.
13.
Errekagorri I, Fernandez-Navarro J, López-Del Campo R, et al. An eight-season analysis of the teams’ performance in the Spanish LaLiga according to the final league ranking. PLoS One. 2024; 19(1).
14.
Castellano, J. (2018). Relación entre indicadores de rendimiento y el éxito en el fútbol profesional. Revista iberoamericana de psicología del ejercicio y el deporte, 13(1), 41–49. https://dial net.unirioja.es/servlet/articulo?codigo =6194992.
15.
Castellano J, Blanco-Villaseñor A, Álvarez D. Contextual variables and time-motion analysis in soccer. Int J Sports Med. 2011; 32(6):415–421.
16.
Castellano J, López-Del Campo R, Hileno R. Tell me how much your opponent team runs and I will tell you how much you should run: a predictive model applied to Spanish high-level football. Biol Sport. 2024; doi: 10.5114/biolsport.2024.132984.
17.
Felipe JL, Garcia-Unanue J, Viejo-Romero D, et al. Validation of a video-based performance analysis system (Mediacoach®) to analyze the physical demands during matches in LaLiga. Sensors. 2019; 19(19):4113.
18.
García-Calvo T, Fernandez-Navarro J, Díaz-García J, et al. The impact of COVID-19 lockdown on soccer positional and physical demands in the Spanish La Liga. Sci Med Football. 2023; 7(2):124–130.
19.
Lago-Peñas C, Lorenzo-Martinez M, López-Del Campo R, et al. Evolution of physical and technical parameters in the Spanish LaLiga 2012–2019. Sci Med Football. 2023; 7(1):41–46.
20.
Weaving D, Dalton NE, Black C, et al. The same story or a unique novel? Within-participant principal-component analysis of measures of training load in professional rugby union skills training. Int J Sports Physiol Perform. 2018; 13(9):1175–1181.
21.
Yuan C, Yang H. Research on K-value selection method of K-means clustering algorithm. J. 2019; 2(3):226–235.
22.
Weaving D, Jones B, Marshall P, et al. Multiple measures are needed to quantify training loads in professional rugby league. Int J Sports Med. 2017; 38(9):735–740.
23.
Zurutuza U, Castellano J, Echeazarra I, et al. Selecting training-load measures to explain variability in football training games. Front Psychol. 2020; 10:1–8.
24.
Castellano J, Echeazarra I. Network-based centrality measures and physical demands in football regarding player position: is there a connection? A preliminary study. J Sports Sci. 2019; 37(24):2631–2638.
25.
Castellano J, Pic M. Identification and preference of game styles in LaLiga associated with match outcomes. Int J Environ Res Public Health. 2019; 16(24):5090.
26.
Chmura P, Liu H, Andrzejewski M, et al. Is there meaningful influence from situational and environmental factors on the physical and technical activity of elite football players? Evidence from the data of 5 consecutive seasons of the German Bundesliga. PLoS One. 2021; 16(2).
27.
Lago-Peñas C, García-Calvo T, López del Campo R, et al. Match running performance is similar in lower and higher competitive standards of Spanish professional soccer accounting for effective playing time. Biol Sport. 2024; 41(1):39–46.
28.
Redwood-Brown AJ, O’Donoghue PG, Nevill AM, et al. Effects of situational variables on the physical activity profiles of elite soccer players in different score line states. Scand J Med Sci Sports. 2018; 28(10):2515–2526.
29.
Zhou C, Lago-Peñas C, Lorenzo A, et al. Long-term trend analysis of playing styles in the Chinese Soccer Super League. J Hum Kinet. 2021; 79:237–247.
30.
Ruan L, Ge H, Gómez M-Á, et al. Analysis of defensive playing styles in the professional Chinese Football Super League. Sci Med Football. 2023; 7(3):279–287.
31.
Martín-Castellanos A, Flores MR, Solana DM, et al. How do the football teams play in LaLiga? Analysis and comparison of playing styles according to the outcome. Int J Perform Anal Sport. 2024; 24(1):18–30.
32.
Morgans R, Radnor J, Fonseca J, et al. Match running performance is influenced by possession and team formation in an English Premier League team. Biol Sport. 2024; 41(2):275–286.
33.
Trewin J, Meylan C, Varley MC, et al. The match-to-match variation of match running in elite female soccer. J Sci Med Sport. 2018; 21(2):196–201.
34.
Ponce-Bordón JC, López-Gajardo MA, Fernández-Navarro J, et al. The effect of coach dismissal on team performance and match physical demands in Spanish professional soccer leagues. Int J Perform Anal Sport. 2024; 24(2):187–203.
35.
González-Rodenas J, Ferrandis J, Moreno-Pérez V, et al. Effect of the phase of the season and contextual variables on match running performance in Spanish LaLiga football teams. Biol Sport. 2024; doi: 10.5114/biolsport.2024.133667.
36.
Carling C. Analysis of physical activity profiles when running with the ball in a professional soccer team. J Sports Sci. 2010; 28(3):319–326.
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