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Small-Sided Games as Holons in the Football: a hierarchical systems approach

Jogos Reduzidos como Hólons no Futebol: uma abordagem sistêmica hierárquica

abstract

Sports science has showed benefits in the use of small-sided games in the teaching-learning and training processes of football. We propose that such benefits occur because the small-sided games are holons of a hierarchically organized that maintain the same characteristics of game, regardless the reduced complexity. The hierarchical model of football considers the numerical relations of cooperation and opposition in specific spaces of play. It characterizes a nested hierarchy model because it deals with both the parts and the different processes of game. Such a hierarchical model contains five levels, in which the upper level is the football game and the elementary level a game situation, that is, a small-sided game. As any open system of hierarchical organization, the small-sided games present simultaneously invariant characteristics of whole and the specificities of the parts according the context and level of analysis. The adoption of such a hierarchical perspective allows setting goals as well as selecting the teaching-learning and training’s contents at different analysis levels by considering the autonomy-dependency in each one.

Keywords:
Physical Education and Training; Soccer; Systems analysis

resumo

A ciência do esporte traz benefícios na utilização de jogos reduzidos nos processos de ensino-aprendizagem e treinamento do futebol. Nós propomos que tais benefícios ocorrem porque os jogos reduzidos são hólons de um sistema organizado hierarquicamente que mantém as características do jogo, apesar da complexidade reduzida. O modelo hierárquico do jogo de futebol considera as interações de cooperação e oposição entre os jogadores em um espaço específico de jogo. O modelo é caracterizado como uma hierarquia aninhada porque leva em consideração as diferentes partes e processos do jogo. O modelo possui cinco níveis hierárquicos, em que no nível superior se encontra o jogo de futebol como todo e no nível elementar se encontram situações de jogo, que caracterizam os jogos reduzidos enquanto intervenção. Como qualquer sistema aberto organizado hierarquicamente, os jogos reduzidos apresentam simultaneamente as características invariáveis ​​do todo e as especificidades das partes de acordo com o contexto e nível de análise. A adoção dessa perspectiva hierárquica permite definir objetivos, bem como selecionar conteúdos no ensino-aprendizagem e treinamento do futebol em diferentes níveis de análise, mantendo a autonomia-dependência de cada um.

Palavras-chave:
Educação Física e treinamento; Futebol; Análise de sistemas

introduction

Over the past few decades, studies about small-sided games have been increasingly developed in the sport pedagogy and physical education fields, including on the sport of football11 Machado J, Barreira D, Teoldo I, Travassos B, Bosco J Jr, Santos J, et al. How does the adjustment of training task difficulty level influence tactical behavior in soccer? Res Q Exerc Sport 2019;90(3):403-16. http://dx.doi.org/10.1080/02701367.2019.1612511. PMid:31157599.
http://dx.doi.org/10.1080/02701367.2019....
. Overall, the literature seek to understanding the benefits of small-sided games on teaching-learning and training in football by considering they enable (i) proximity to real football actions and situations, (ii) player relate technical (how to do) and tactics (reason to do), (iii) learning rules, and (iv) learning transfer22 Davids K, Araújo D, Correia V, Vilar L. How small-sided and conditioned games enhance acquisition of movement and decision-making skills. Exerc Sport Sci Rev 2013;41(3):154-61. http://dx.doi.org/10.1097/JES.0b013e318292f3ec. PMid:23558693.
http://dx.doi.org/10.1097/JES.0b013e3182...
.

The small-sided games involves two important characteristics: complexity and difficulty. The latter refers to the level of proficiency demanded by players in the performance of the motor skills to solve the game problems11 Machado J, Barreira D, Teoldo I, Travassos B, Bosco J Jr, Santos J, et al. How does the adjustment of training task difficulty level influence tactical behavior in soccer? Res Q Exerc Sport 2019;90(3):403-16. http://dx.doi.org/10.1080/02701367.2019.1612511. PMid:31157599.
http://dx.doi.org/10.1080/02701367.2019....
, whereas complexity is related to the number of components and their mode of interaction33 Corrêa UC, Alegre FA, Freudenheim AM, Dos Santos S, Tani G. The game of futsal as an adaptive process. Nonlinear Dynamics Psychol Life Sci 2012;16(2):185-203. PMid:22452932..

In this paper, we propose that the foregoing benefits occur because the small-sided games are holons of a hierarchically organized open system. We explain this starting from its definition as a system: the small-sided, conditioned, or reduced games refer to a system of reduced complexity in relation to the formal game, but that maintains its nature22 Davids K, Araújo D, Correia V, Vilar L. How small-sided and conditioned games enhance acquisition of movement and decision-making skills. Exerc Sport Sci Rev 2013;41(3):154-61. http://dx.doi.org/10.1097/JES.0b013e318292f3ec. PMid:23558693.
http://dx.doi.org/10.1097/JES.0b013e3182...
. This occurs by maintenance of cooperation and opposition interactions among players, which allow the emergence, persistence and change of team patterns44 Araújo D, Davids K. Team synergies in sport: theory and measures. Front Psychol 2016;7:1449. http://dx.doi.org/10.3389/fpsyg.2016.01449. PMid:27708609.
http://dx.doi.org/10.3389/fpsyg.2016.014...
.

the systemic nature of football

In team sports, teams have been conceived as open complex systems22 Davids K, Araújo D, Correia V, Vilar L. How small-sided and conditioned games enhance acquisition of movement and decision-making skills. Exerc Sport Sci Rev 2013;41(3):154-61. http://dx.doi.org/10.1097/JES.0b013e318292f3ec. PMid:23558693.
http://dx.doi.org/10.1097/JES.0b013e3182...
,33 Corrêa UC, Alegre FA, Freudenheim AM, Dos Santos S, Tani G. The game of futsal as an adaptive process. Nonlinear Dynamics Psychol Life Sci 2012;16(2):185-203. PMid:22452932.. This is because they are composed by several players who interact with each other in a cooperation way. The openness characteristic of the system is based on the fact the cooperation occurs in function to another type of interaction: opposition55 McGarry T, Anderson D, Wallace S, Hughes M, Franks I. Sport competition as a dynamical self-organizing system. J Sports Sci 2002;20(10):771-81. http://dx.doi.org/10.1080/026404102320675620. PMid:12363294.
http://dx.doi.org/10.1080/02640410232067...
,66 von Bertalanffy L. The theory of open systems in physics and biology. Science. 1950;111(2872):23-9. http://dx.doi.org/10.1126/science.111.2872.23. PMid:15398815.
http://dx.doi.org/10.1126/science.111.28...
.

The fact the players cooperate to as a team oppose to another team in order to achieve the objective of the game also makes the football a dynamic system44 Araújo D, Davids K. Team synergies in sport: theory and measures. Front Psychol 2016;7:1449. http://dx.doi.org/10.3389/fpsyg.2016.01449. PMid:27708609.
http://dx.doi.org/10.3389/fpsyg.2016.014...
,55 McGarry T, Anderson D, Wallace S, Hughes M, Franks I. Sport competition as a dynamical self-organizing system. J Sports Sci 2002;20(10):771-81. http://dx.doi.org/10.1080/026404102320675620. PMid:12363294.
http://dx.doi.org/10.1080/02640410232067...
. This is because teams exchange information with each other in order to increase certainty to teammates and uncertainties to opponents22 Davids K, Araújo D, Correia V, Vilar L. How small-sided and conditioned games enhance acquisition of movement and decision-making skills. Exerc Sport Sci Rev 2013;41(3):154-61. http://dx.doi.org/10.1097/JES.0b013e318292f3ec. PMid:23558693.
http://dx.doi.org/10.1097/JES.0b013e3182...
,33 Corrêa UC, Alegre FA, Freudenheim AM, Dos Santos S, Tani G. The game of futsal as an adaptive process. Nonlinear Dynamics Psychol Life Sci 2012;16(2):185-203. PMid:22452932.,55 McGarry T, Anderson D, Wallace S, Hughes M, Franks I. Sport competition as a dynamical self-organizing system. J Sports Sci 2002;20(10):771-81. http://dx.doi.org/10.1080/026404102320675620. PMid:12363294.
http://dx.doi.org/10.1080/02640410232067...
, similarly to systems functioning based on interplay of negative and positive feedback mechanisms33 Corrêa UC, Alegre FA, Freudenheim AM, Dos Santos S, Tani G. The game of futsal as an adaptive process. Nonlinear Dynamics Psychol Life Sci 2012;16(2):185-203. PMid:22452932..

Still, the functioning of a team in relation to other could be a process of increasing and decreasing of entropy. This is a measure of disorder and probability of distribution that, according to the second law of thermodynamics, tends to grow in closed systems until reaching a state of thermodynamic equilibrium66 von Bertalanffy L. The theory of open systems in physics and biology. Science. 1950;111(2872):23-9. http://dx.doi.org/10.1126/science.111.2872.23. PMid:15398815.
http://dx.doi.org/10.1126/science.111.28...
,77 Prigogine I. Time, structure, and fluctuations. Science 1978;201(4358):777-85. http://dx.doi.org/10.1126/science.201.4358.777. PMid:17738519.
http://dx.doi.org/10.1126/science.201.43...
. Therefore, a football team would act to increase the entropy of the opposing team in order to bring it to a state of most likely distribution, maximum disorder, so as not to have free energy to functioning. On the other hand, the opposite team would act to diminish the entropy by using free energy to work33 Corrêa UC, Alegre FA, Freudenheim AM, Dos Santos S, Tani G. The game of futsal as an adaptive process. Nonlinear Dynamics Psychol Life Sci 2012;16(2):185-203. PMid:22452932..

Therefore, keep away from thermodynamic equilibrium appears to be an essential feature for the teams can reorganize (adapt) to achieve their goals. It has been proposed that to remain far from equilibrium, a system needs successive exchange between its components at an immediately lower level77 Prigogine I. Time, structure, and fluctuations. Science 1978;201(4358):777-85. http://dx.doi.org/10.1126/science.201.4358.777. PMid:17738519.
http://dx.doi.org/10.1126/science.201.43...
, which implies considering a hierarchical structure of open systems88 Bizarri M, Giuliani A, Pensotti A, Ratti E, Bertolaso M. Co-emergence and collapse: the mesoscopic approach for conceptualizing and investigating the functional integration of organisms. Front Physiol 2019;10:924. http://dx.doi.org/10.3389/fphys.2019.00924. PMid:31427981.
http://dx.doi.org/10.3389/fphys.2019.009...
,99 Wu J. Hierarchy Theory: an overview. In: Rozzi R, Pickett S, Palmer C, Armesto J, Callicott J, organizadores. Linking ecology and ethics for a changing world: values, philosophy, and action. New York: Springer; 2013. p. 281-301. http://dx.doi.org/10.1007/978-94-007-7470-4_24.
http://dx.doi.org/10.1007/978-94-007-747...
.

a model of hierarchical structure of football

A hierarchically organized system is composed of interrelated subsystems, with each subsystem having another hierarchical structure up to an elementary level. To modelling of a hierarchical system, Wu99 Wu J. Hierarchy Theory: an overview. In: Rozzi R, Pickett S, Palmer C, Armesto J, Callicott J, organizadores. Linking ecology and ethics for a changing world: values, philosophy, and action. New York: Springer; 2013. p. 281-301. http://dx.doi.org/10.1007/978-94-007-7470-4_24.
http://dx.doi.org/10.1007/978-94-007-747...
suggests that seven main aspects need to be considered (Table 1). First is the definition of what are the hierarchical levels, layered structures that have one or more subsystems. The subsystems in any level of the hierarchy are named holons - open self-regulating systems that present both the autonomous properties of whole (system) and the dependent properties of its parts1010 Koestler A. The ghost in the machine. New York: Random House; 1967.. Therefore, there is a balance between autonomy and constraint at all levels of the hierarchy. The hierarchical levels are established in vertical (asymmetry between levels) and horizontal structures (symmetry between the subsystems characterizing the level variety), through a descending causation in which the whole restricts the parts, but does not control them88 Bizarri M, Giuliani A, Pensotti A, Ratti E, Bertolaso M. Co-emergence and collapse: the mesoscopic approach for conceptualizing and investigating the functional integration of organisms. Front Physiol 2019;10:924. http://dx.doi.org/10.3389/fphys.2019.00924. PMid:31427981.
http://dx.doi.org/10.3389/fphys.2019.009...
,99 Wu J. Hierarchy Theory: an overview. In: Rozzi R, Pickett S, Palmer C, Armesto J, Callicott J, organizadores. Linking ecology and ethics for a changing world: values, philosophy, and action. New York: Springer; 2013. p. 281-301. http://dx.doi.org/10.1007/978-94-007-7470-4_24.
http://dx.doi.org/10.1007/978-94-007-747...
.

Table 1
Seven main aspects to hierarchically model complex systems adapted from Wu99 Wu J. Hierarchy Theory: an overview. In: Rozzi R, Pickett S, Palmer C, Armesto J, Callicott J, organizadores. Linking ecology and ethics for a changing world: values, philosophy, and action. New York: Springer; 2013. p. 281-301. http://dx.doi.org/10.1007/978-94-007-7470-4_24.
http://dx.doi.org/10.1007/978-94-007-747...
.

The second aspect concerns the ordering of hierarchical levels. This is done based on the frequency and strength of the interactions between the elements of the system, in addition to the process rates on the space-time scale, are fundamental criteria. The ordering of hierarchical levels must consider that higher levels of the system operate more slowly, less frequently, restricting and generating contexts to the lowest levels.

The third aspect concerns the establishment of vertical and horizontal structures. Components with different process rates on the time scale must be grouped into different structures (vertical structure), while elements with similar contributions in the process are arranged at the same hierarchical level (horizontal structure). The vertical coupling of the levels establishes the separation between them, and from top to bottom there are constraining forces from one level to another, while from bottom to top the initiating forces of the system are established. The horizontal coupling determines the dynamic functioning of each holon.

After that, it is important to apply a quasi-decomposition process to attain the simplifying threshold necessary to understand and describe the complexity of the system. The term “quasi” is used in the sense of unpacking balance because the parts of the system cannot be completely decoupled from each other, but they cannot be tightly coupled either.

The fifth aspect is the structuring of the basic triad, in which at least three adjacent hierarchical levels need to be considered to describe the focal level. The upper level explains the operational dynamics of the focal level. The lower level explains the initial processes. This process is followed by applying the correspondence of the hierarchy scale (sixth), which is related to the discontinued changes in patterns and processes from one hierarchical level to the next, since systems are decomposed over space and time.

Finally, the seventh aspect is related to the understanding of the phenomenon observer's role in the hierarchical modeling of the system. A hierarchical system is the product of the interactions between reality and the perception of the phenomenon, but it depends on factors such as expertise, method and data used. Thus, the role of the observer is important, but it should not be emphasized due to subjectivity and arbitrariness.

Based on the above, we present a hierarchical model of football (Figure 1) considering the numerical relations of cooperation and opposition in specific spaces of play. It is a nested hierarchy model, because it deals with both the parts and the different processes of the football game99 Wu J. Hierarchy Theory: an overview. In: Rozzi R, Pickett S, Palmer C, Armesto J, Callicott J, organizadores. Linking ecology and ethics for a changing world: values, philosophy, and action. New York: Springer; 2013. p. 281-301. http://dx.doi.org/10.1007/978-94-007-7470-4_24.
http://dx.doi.org/10.1007/978-94-007-747...
, proposing small-sided games to the elementary level of the model.

Figure 1
Hierarchical model of football game.

At level 5, football game is the whole and its parts are the interactions of cooperation and opposition inside and outside the “game center”. This refers to a game space that has the ball as its epicenter1111 Costa I, Garganta J, Greco P, Mesquita I, Maia J. Sistema de avaliação táctica no Futebol (FUT-SAT): Desenvolvimento e validação preliminar. Motri 2011;7(1):69-83. http://dx.doi.org/10.6063/motricidade.7(1).121.
http://dx.doi.org/10.6063/motricidade.7(...
, since it acts as an attractor in the football game by constraining the recovery and loss of the ball through phase transitions typical of dynamic systems55 McGarry T, Anderson D, Wallace S, Hughes M, Franks I. Sport competition as a dynamical self-organizing system. J Sports Sci 2002;20(10):771-81. http://dx.doi.org/10.1080/026404102320675620. PMid:12363294.
http://dx.doi.org/10.1080/02640410232067...
,1212 Moura FA, van Emmerik R, Santana J, Martins L, Barros R, Cunha S. Coordination analysis of players’ distribution in football using cross-correlation and vector coding techniques. J Sports Sci 2016;34(24):2224-32. http://dx.doi.org/10.1080/02640414.2016.1173222. PMid:27079483.
http://dx.doi.org/10.1080/02640414.2016....
. Therefore, the game center is dynamic according ball localization. Costa et al.1111 Costa I, Garganta J, Greco P, Mesquita I, Maia J. Sistema de avaliação táctica no Futebol (FUT-SAT): Desenvolvimento e validação preliminar. Motri 2011;7(1):69-83. http://dx.doi.org/10.6063/motricidade.7(1).121.
http://dx.doi.org/10.6063/motricidade.7(...
, proposed the game center refers to an imaginary circle with 9.15 meters in radius, but other positional measures can be used to identify the game center from the ball carrier1313 Low B, Coutinho D, Gonçalves B, Rein R, Memmert D, Sampaio J. A systematic review of collective tactical behaviours in football using positional data. Sports Med 2020;50(2):343-85. http://dx.doi.org/10.1007/s40279-019-01194-7. PMid:31571155.
http://dx.doi.org/10.1007/s40279-019-011...
.

At level 4, the inside of the game center becomes whole, while its parts are the motor skills performed with and without the ball possession. At level 3, motor skills with ball possession become whole and its parts are the specific motor skill (pass, reception, dribble, ball control, driving de ball and shot). At level 2, a motor skill becomes whole (e.g. pass), while situations of superiority, equality, and numerical inferiority in which the ball carrier is in the center of the game to perform the action become its parts.

Finally, at level 1, situations of superiority, equality and numerical inferiority become a whole formed by the different numerical interactions of cooperation and opposition as their parts. In situations of numerical superiority, passer would have the same number of passing lines in relation to the number of opponents within the game center (e.g. 2 vs. 1, 3 vs. 2 and 4 vs. 3); in the numerical equality situation passer would have one passing line less in relation to the number of opponents (e.g. 2 vs. 2, 3 vs. 3 and 4 vs. 4); and, in numerical inferiority situations passer would have at least two passing lines less than the number of opponents (e.g. 2 vs. 3, 3 vs. 4 and 4 vs. 5). Importantly, these situations have been extracted from the formal game and used in pedagogical contexts of teaching-learning and training of football, as well as in academic research11 Machado J, Barreira D, Teoldo I, Travassos B, Bosco J Jr, Santos J, et al. How does the adjustment of training task difficulty level influence tactical behavior in soccer? Res Q Exerc Sport 2019;90(3):403-16. http://dx.doi.org/10.1080/02701367.2019.1612511. PMid:31157599.
http://dx.doi.org/10.1080/02701367.2019....
,22 Davids K, Araújo D, Correia V, Vilar L. How small-sided and conditioned games enhance acquisition of movement and decision-making skills. Exerc Sport Sci Rev 2013;41(3):154-61. http://dx.doi.org/10.1097/JES.0b013e318292f3ec. PMid:23558693.
http://dx.doi.org/10.1097/JES.0b013e3182...
.

In this way, the small-sided games may be considered as holons because they preserve the context of the football game (interactions of cooperation and opposition), that is, the invariant characteristics of the whole, however each small-sided game has its particularity, typical of the parts that compose the whole in a determined analysis level of system. For example, a small-sided game 2 vs. 1 request decision-making demand from attacking and defending players like those of the football game, but it is also a part with different characteristics regarding to the same level analysis1414 Laakso T, Davids K, Liukkonen J, Travassos B. Interpersonal dynamics in 2-vs-1 contexts of football: the effects of field location and player roles. Front Psychol 2019;10:1407. http://dx.doi.org/10.3389/fpsyg.2019.01407. PMid:31333525.
http://dx.doi.org/10.3389/fpsyg.2019.014...
.

recommendations for future research and practice implications

From this hierarchical model future research could be developed by considering the players’ numerical relations. For example, level one involves three different configurations of numerical relations among players on the specific game space, superiority, equality and numerical inferiority near ball carrier, which could be considered as independent variables to investigate the effect of the different parts of each whole about a specific motor skill. In addition, understanding how discontinuous changes from one hierarchical level to another take place another possibility for scientific investigation is. For example, identifying how small-sided games in which players inside the game center need to pass the ball to teammate outside the game center affects the players' decision-making as well as tactical and technical behaviors.

Regarding the practical applications, an adoption of such a hierarchical model allows setting goals as well as selecting the teaching-learning and training’s contents at different analysis levels by considering the autonomy-dependency in each one. Besides that, the football coaches/teaches may manipulate task complexity without to loss the coordination among parts of the system (football game). Obviously, as part of the scientific enterprise, our propositions need to be put to the test to guarantee the consistency necessary for generalization.

final comments

Concluding remarks: the small-sided games as a holons

Open systems have long been considered based on a view of hierarchical organization66 von Bertalanffy L. The theory of open systems in physics and biology. Science. 1950;111(2872):23-9. http://dx.doi.org/10.1126/science.111.2872.23. PMid:15398815.
http://dx.doi.org/10.1126/science.111.28...
. However, it has only recently been considered in relation to sports phenomena33 Corrêa UC, Alegre FA, Freudenheim AM, Dos Santos S, Tani G. The game of futsal as an adaptive process. Nonlinear Dynamics Psychol Life Sci 2012;16(2):185-203. PMid:22452932.,1515 Corrêa U, Pinho S, Silva A Fo. Aprendizagem motora e o ensino do futsal. In: Tani G, Corrêa U, organizadores. Aprendizagem motora e o ensino do esporte. São Paulo: Blucher; 2016. p. 163-177.. Conceive football game as a system of hierarchical structure allows:

  • understanding that, despite reduced complexity, small-sided games can maintain the same characteristics of the system (whole) because they are holons;

  • identifying which are the small-sided games of football based on the identification of each holon in the hierarchical structure;

  • knowing that, as holons the small-sided games present simultaneously the invariant characteristics of whole and the specificities of the parts according the context and level of analysis;

  • maintaining the game's functionality at any hierarchical level due to the autonomy-dependency in each one.

  • How to cite this article
    Reis MAM, Corrêa UC. Small-Sided Games as Holons in the Football: a hierarchical systems approach. Rev Bras Cineantropom Desempenho Hum 2021, 23:e74081. DOI: http://doi.org/10.1590/1980-0037.2021v23e74081
  • Funding

    Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES), Ministério da Educação, República Federativa do Brasil. CAPES-PROEX

references

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    Machado J, Barreira D, Teoldo I, Travassos B, Bosco J Jr, Santos J, et al. How does the adjustment of training task difficulty level influence tactical behavior in soccer? Res Q Exerc Sport 2019;90(3):403-16. http://dx.doi.org/10.1080/02701367.2019.1612511 PMid:31157599.
    » http://dx.doi.org/10.1080/02701367.2019.1612511
  • 2
    Davids K, Araújo D, Correia V, Vilar L. How small-sided and conditioned games enhance acquisition of movement and decision-making skills. Exerc Sport Sci Rev 2013;41(3):154-61. http://dx.doi.org/10.1097/JES.0b013e318292f3ec PMid:23558693.
    » http://dx.doi.org/10.1097/JES.0b013e318292f3ec
  • 3
    Corrêa UC, Alegre FA, Freudenheim AM, Dos Santos S, Tani G. The game of futsal as an adaptive process. Nonlinear Dynamics Psychol Life Sci 2012;16(2):185-203. PMid:22452932.
  • 4
    Araújo D, Davids K. Team synergies in sport: theory and measures. Front Psychol 2016;7:1449. http://dx.doi.org/10.3389/fpsyg.2016.01449 PMid:27708609.
    » http://dx.doi.org/10.3389/fpsyg.2016.01449
  • 5
    McGarry T, Anderson D, Wallace S, Hughes M, Franks I. Sport competition as a dynamical self-organizing system. J Sports Sci 2002;20(10):771-81. http://dx.doi.org/10.1080/026404102320675620 PMid:12363294.
    » http://dx.doi.org/10.1080/026404102320675620
  • 6
    von Bertalanffy L. The theory of open systems in physics and biology. Science. 1950;111(2872):23-9. http://dx.doi.org/10.1126/science.111.2872.23 PMid:15398815.
    » http://dx.doi.org/10.1126/science.111.2872.23
  • 7
    Prigogine I. Time, structure, and fluctuations. Science 1978;201(4358):777-85. http://dx.doi.org/10.1126/science.201.4358.777 PMid:17738519.
    » http://dx.doi.org/10.1126/science.201.4358.777
  • 8
    Bizarri M, Giuliani A, Pensotti A, Ratti E, Bertolaso M. Co-emergence and collapse: the mesoscopic approach for conceptualizing and investigating the functional integration of organisms. Front Physiol 2019;10:924. http://dx.doi.org/10.3389/fphys.2019.00924 PMid:31427981.
    » http://dx.doi.org/10.3389/fphys.2019.00924
  • 9
    Wu J. Hierarchy Theory: an overview. In: Rozzi R, Pickett S, Palmer C, Armesto J, Callicott J, organizadores. Linking ecology and ethics for a changing world: values, philosophy, and action. New York: Springer; 2013. p. 281-301. http://dx.doi.org/10.1007/978-94-007-7470-4_24
    » http://dx.doi.org/10.1007/978-94-007-7470-4_24
  • 10
    Koestler A. The ghost in the machine. New York: Random House; 1967.
  • 11
    Costa I, Garganta J, Greco P, Mesquita I, Maia J. Sistema de avaliação táctica no Futebol (FUT-SAT): Desenvolvimento e validação preliminar. Motri 2011;7(1):69-83. http://dx.doi.org/10.6063/motricidade.7(1).121
    » http://dx.doi.org/10.6063/motricidade.7(1).121
  • 12
    Moura FA, van Emmerik R, Santana J, Martins L, Barros R, Cunha S. Coordination analysis of players’ distribution in football using cross-correlation and vector coding techniques. J Sports Sci 2016;34(24):2224-32. http://dx.doi.org/10.1080/02640414.2016.1173222 PMid:27079483.
    » http://dx.doi.org/10.1080/02640414.2016.1173222
  • 13
    Low B, Coutinho D, Gonçalves B, Rein R, Memmert D, Sampaio J. A systematic review of collective tactical behaviours in football using positional data. Sports Med 2020;50(2):343-85. http://dx.doi.org/10.1007/s40279-019-01194-7 PMid:31571155.
    » http://dx.doi.org/10.1007/s40279-019-01194-7
  • 14
    Laakso T, Davids K, Liukkonen J, Travassos B. Interpersonal dynamics in 2-vs-1 contexts of football: the effects of field location and player roles. Front Psychol 2019;10:1407. http://dx.doi.org/10.3389/fpsyg.2019.01407 PMid:31333525.
    » http://dx.doi.org/10.3389/fpsyg.2019.01407
  • 15
    Corrêa U, Pinho S, Silva A Fo. Aprendizagem motora e o ensino do futsal. In: Tani G, Corrêa U, organizadores. Aprendizagem motora e o ensino do esporte. São Paulo: Blucher; 2016. p. 163-177.

Publication Dates

  • Publication in this collection
    21 June 2021
  • Date of issue
    2021

History

  • Received
    20 May 2020
  • Accepted
    25 Jan 2021
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