{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T21:12:56Z","timestamp":1776373976122,"version":"3.51.2"},"reference-count":94,"publisher":"Informa UK Limited","funder":[{"name":"Portuguese Foundation for Science and Technology, I.P","award":["2024.04417.BD"],"award-info":[{"award-number":["2024.04417.BD"]}]}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Performance Analysis in Sport"],"DOI":"10.1080\/24748668.2026.2622759","type":"journal-article","created":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T11:13:23Z","timestamp":1770635603000},"page":"1-62","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":1,"title":["Network analysis to understand variability and patterns of individual and collective behaviour in professional football: a systematic review"],"prefix":"10.1080","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9598-2515","authenticated-orcid":false,"given":"Jos\u00e9","family":"Gama","sequence":"first","affiliation":[{"name":"University of Coimbra","place":["Coimbra, Portugal"]},{"name":"University of Lisbon","place":["Cruz Quebrada-Dafundo, Portugal"]},{"name":"Instituto Polit\u00e9cnico de Coimbra","place":["Coimbra, Portugal"]}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3774-6661","authenticated-orcid":false,"given":"Gon\u00e7alo","family":"Dias","sequence":"additional","affiliation":[{"name":"University of Lisbon","place":["Cruz Quebrada-Dafundo, Portugal"]},{"name":"Instituto Polit\u00e9cnico de Coimbra","place":["Coimbra, Portugal"]},{"name":"Coimbra Education School","place":["Coimbra, Portugal"]},{"name":"SPRINT - Sport Physical Activity and Health Research & Innovation Center","place":["Coimbra, Portugal"]},{"name":"Instituto Polit\u00e9cnico de Coimbra","place":["Coimbra, Portugal"]}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8802-5269","authenticated-orcid":false,"given":"M\u00e1rio","family":"Pereira","sequence":"additional","affiliation":[{"name":"University of Coimbra","place":["Coimbra, Portugal"]}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0621-4881","authenticated-orcid":false,"given":"Rodrigo","family":"Mendes","sequence":"additional","affiliation":[{"name":"University of Coimbra","place":["Coimbra, Portugal"]},{"name":"Coimbra Education School","place":["Coimbra, Portugal"]},{"name":"Instituto Polit\u00e9cnico de Coimbra","place":["Coimbra, Portugal"]}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2433-5193","authenticated-orcid":false,"given":"Rui Sousa","family":"Mendes","sequence":"additional","affiliation":[{"name":"University of Lisbon","place":["Cruz Quebrada-Dafundo, Portugal"]},{"name":"Instituto Polit\u00e9cnico de Coimbra","place":["Coimbra, Portugal"]},{"name":"Coimbra Education School","place":["Coimbra, Portugal"]},{"name":"SPRINT - Sport Physical Activity and Health Research & Innovation Center","place":["Coimbra, Portugal"]},{"name":"Instituto Polit\u00e9cnico de Coimbra","place":["Coimbra, Portugal"]}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8681-0642","authenticated-orcid":false,"given":"Hugo","family":"Sarmento","sequence":"additional","affiliation":[{"name":"University of Coimbra","place":["Coimbra, Portugal"]},{"name":"University of Lisbon","place":["Cruz Quebrada-Dafundo, Portugal"]}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7922-1540","authenticated-orcid":false,"given":"Vasco","family":"Vaz","sequence":"additional","affiliation":[{"name":"University of Coimbra","place":["Coimbra, Portugal"]},{"name":"University of Lisbon","place":["Cruz Quebrada-Dafundo, Portugal"]}]}],"member":"301","published-online":{"date-parts":[[2026,2,9]]},"reference":[{"key":"e_1_3_2_2_1","doi-asserted-by":"publisher","DOI":"10.47197\/retos.v47.94621"},{"key":"e_1_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2025.1659603"},{"key":"e_1_3_2_4_1","doi-asserted-by":"publisher","DOI":"10.18282\/iss735"},{"key":"e_1_3_2_5_1","doi-asserted-by":"publisher","DOI":"10.47197\/retos.v65.110295"},{"key":"e_1_3_2_6_1","doi-asserted-by":"publisher","DOI":"10.1519\/JSC.0000000000002725"},{"key":"e_1_3_2_7_1","doi-asserted-by":"publisher","DOI":"10.1080\/24748668.2019.1689753"},{"key":"e_1_3_2_8_1","volume-title":"Tomada de decis\u00e3o no desporto","author":"Ara\u00fajo D.","year":"2006","unstructured":"Ara\u00fajo, D. (2006). Tomada de decis\u00e3o no desporto. Edi\u00e7\u00f5es FMH."},{"key":"e_1_3_2_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.humov.2017.08.022"},{"key":"e_1_3_2_10_1","doi-asserted-by":"publisher","DOI":"10.3390\/app12136433"},{"key":"e_1_3_2_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2023.113778"},{"issue":"32","key":"e_1_3_2_12_1","first-page":"84","article-title":"Network and collective behavior in professional football teams","volume":"9","author":"Belli R. J.","year":"2017","unstructured":"Belli, R. J., Dias, G. N. F., Gama, J. M. T. V., Vaz, V. P. S., & Silva, C. D. (2017). Network and collective behavior in professional football teams. Revista Brasileira de Futsal e Futebol, 9(32), 84\u201394.","journal-title":"Revista Brasileira de Futsal e Futebol"},{"key":"e_1_3_2_13_1","doi-asserted-by":"publisher","DOI":"10.55860\/e8rafc81"},{"key":"e_1_3_2_14_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-49969-2"},{"key":"e_1_3_2_15_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2018.01900"},{"key":"e_1_3_2_16_1","doi-asserted-by":"publisher","DOI":"10.1080\/14763141.2023.2212664"},{"key":"e_1_3_2_17_1","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph17186649"},{"key":"e_1_3_2_18_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-60183-7"},{"key":"e_1_3_2_19_1","doi-asserted-by":"publisher","DOI":"10.1590\/S1980-65742014000300004"},{"key":"e_1_3_2_20_1","doi-asserted-by":"publisher","DOI":"10.1515\/hukin-2015-0013"},{"key":"e_1_3_2_21_1","doi-asserted-by":"publisher","DOI":"10.14198\/jhse.2016.113.06"},{"issue":"2","key":"e_1_3_2_22_1","first-page":"195","article-title":"Study of the sequence of passes between professional soccer players in home matches during a sporting season: Applicability of social network analysis measures","volume":"12","author":"Clemente F. M.","year":"2017","unstructured":"Clemente, F. M., & Martins, F. M. L. (2017a). Study of the sequence of passes between professional soccer players in home matches during a sporting season: Applicability of social network analysis measures. Revista Iberoamericana de Psicolog\u00eda del Ejercicio y el Deporte, 12(2), 195\u2013202.","journal-title":"Revista Iberoamericana de Psicolog\u00eda del Ejercicio y el Deporte"},{"key":"e_1_3_2_23_1","doi-asserted-by":"publisher","DOI":"10.1515\/ijcss-2017-0003"},{"key":"e_1_3_2_24_1","doi-asserted-by":"publisher","DOI":"10.1080\/\/24748668.2015.11868778"},{"key":"e_1_3_2_25_1","doi-asserted-by":"publisher","DOI":"10.1080\/24748668.2015.11868778"},{"key":"e_1_3_2_26_1","doi-asserted-by":"publisher","DOI":"10.26582\/k.48.1.5"},{"key":"e_1_3_2_27_1","doi-asserted-by":"publisher","DOI":"10.4321\/S1578-84232014000300015"},{"key":"e_1_3_2_28_1","doi-asserted-by":"publisher","DOI":"10.7752\/jpes.2016.03148"},{"key":"e_1_3_2_29_1","doi-asserted-by":"publisher","DOI":"10.1080\/24748668.2015.11868825"},{"key":"e_1_3_2_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.109625"},{"key":"e_1_3_2_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11424-013-2291-2"},{"key":"e_1_3_2_32_1","doi-asserted-by":"publisher","DOI":"10.1007\/S40279-016-0549-2"},{"key":"e_1_3_2_33_1","doi-asserted-by":"publisher","DOI":"10.4103\/sja.SJA_543_18"},{"key":"e_1_3_2_34_1","doi-asserted-by":"publisher","DOI":"10.1177\/1471082X18808628"},{"key":"e_1_3_2_35_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0010937"},{"key":"e_1_3_2_36_1","doi-asserted-by":"publisher","DOI":"10.1177\/17479541251315948"},{"key":"e_1_3_2_37_1","first-page":"85","article-title":"Small-world networks in professional football: Conceptual model and data","volume":"35","author":"Gama J. C.","year":"2015","unstructured":"Gama, J. C., Dias, M., & Vaz, G. (2015). Small-world networks in professional football: Conceptual model and data. European Journal of Human Movement, 35, 85\u2013113.","journal-title":"European Journal of Human Movement"},{"issue":"2","key":"e_1_3_2_38_1","first-page":"75","article-title":"Networks and centroid metrics for understanding football","volume":"38","author":"Gama J.","year":"2016","unstructured":"Gama, J., Dias, G., Couceiro, M., Belli, R., Vaz, V., Ribeiro, J., & Figueiredo, A. (2016). Networks and centroid metrics for understanding football. South African Journal for Research in Sport, Physical Education and Recreation, 38(2), 75\u201390.","journal-title":"South African Journal for Research in Sport, Physical Education and Recreation"},{"key":"e_1_3_2_39_1","doi-asserted-by":"publisher","DOI":"10.1002\/cplx.21813"},{"key":"e_1_3_2_40_1","volume-title":"Novos m\u00e9todos para observar e analisar o jogo de futebol","author":"Gama J.","year":"2017","unstructured":"Gama, J., Dias, G., Couceiro, M., & Vaz, V. (2017). Novos m\u00e9todos para observar e analisar o jogo de futebol. Primebooks."},{"key":"e_1_3_2_41_1","volume-title":"Observa\u00e7\u00e3o e An\u00e1lise do Jogo: Variabilidade, Constrangimentos e Padr\u00f5es de Comportamento no Futebol","author":"Gama J.","year":"2025","unstructured":"Gama, J., Dias, G., Mendes, R., Martins, F., & Vaz, V. (2025). Observa\u00e7\u00e3o e An\u00e1lise do Jogo: Variabilidade, Constrangimentos e Padr\u00f5es de Comportamento no Futebol. ESE-IPC."},{"issue":"3","key":"e_1_3_2_42_1","first-page":"353","article-title":"Homogeneous distribution of passing between players of a team predicts attempts to shoot at goal in association football: A case study with 10 matches","volume":"24","author":"Gama J. M.","year":"2020","unstructured":"Gama, J. M., Dias, G., Passos, P., & Davids, K. (2020). Homogeneous distribution of passing between players of a team predicts attempts to shoot at goal in association football: A case study with 10 matches. Nonlinear Dynamics, Psychology, and Life Sciences, 24(3), 353\u2013365.","journal-title":"Nonlinear Dynamics, Psychology, and Life Sciences"},{"key":"e_1_3_2_43_1","doi-asserted-by":"publisher","DOI":"10.1080\/24748668.2014.11868752"},{"key":"e_1_3_2_44_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-76835-3"},{"key":"e_1_3_2_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.humov.2015.08.001"},{"key":"e_1_3_2_46_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0171156"},{"key":"e_1_3_2_47_1","doi-asserted-by":"publisher","DOI":"10.5114\/hm.2021.100322"},{"key":"e_1_3_2_48_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2022.112922"},{"key":"e_1_3_2_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.socnet.2012.08.004"},{"key":"e_1_3_2_50_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2021.110973"},{"key":"e_1_3_2_51_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10182-021-00411-x"},{"key":"e_1_3_2_52_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.106997"},{"key":"e_1_3_2_53_1","doi-asserted-by":"publisher","DOI":"10.3389\/fspor.2021.725554"},{"key":"e_1_3_2_54_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2019.01738"},{"key":"e_1_3_2_55_1","doi-asserted-by":"publisher","DOI":"10.30958\/ajspo.11-1-3"},{"key":"e_1_3_2_56_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.109831"},{"key":"e_1_3_2_57_1","doi-asserted-by":"publisher","DOI":"10.3390\/e22020172"},{"key":"e_1_3_2_58_1","doi-asserted-by":"publisher","DOI":"10.3390\/math8091543"},{"key":"e_1_3_2_59_1","doi-asserted-by":"publisher","DOI":"10.3390\/e23081072"},{"key":"e_1_3_2_60_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2018.01.018"},{"key":"e_1_3_2_61_1","doi-asserted-by":"publisher","DOI":"10.2478\/hukin-2020-0052"},{"key":"e_1_3_2_62_1","doi-asserted-by":"publisher","DOI":"10.1080\/1463922X.2017.1290158"},{"key":"e_1_3_2_63_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.humov.2017.10.001"},{"key":"e_1_3_2_64_1","doi-asserted-by":"publisher","DOI":"10.5114\/hm.2018.79416"},{"key":"e_1_3_2_65_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.110369"},{"key":"e_1_3_2_66_1","doi-asserted-by":"publisher","DOI":"10.1515\/hukin-2017-0117"},{"key":"e_1_3_2_67_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCSS.2020.3036546"},{"key":"e_1_3_2_68_1","doi-asserted-by":"publisher","DOI":"10.7566\/JPSJ.84.084003"},{"key":"e_1_3_2_69_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2014.06.037"},{"key":"e_1_3_2_70_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2023.114355"},{"key":"e_1_3_2_71_1","doi-asserted-by":"publisher","DOI":"10.7752\/jpes.2018.s2155"},{"key":"e_1_3_2_72_1","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.n71"},{"key":"e_1_3_2_73_1","doi-asserted-by":"publisher","DOI":"10.1515\/jqas-2022-0010"},{"key":"e_1_3_2_74_1","doi-asserted-by":"publisher","DOI":"10.1080\/24733938.2024.2386359"},{"key":"e_1_3_2_75_1","doi-asserted-by":"publisher","DOI":"10.3758\/BF03193901"},{"key":"e_1_3_2_76_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jsams.2010.10.459"},{"key":"e_1_3_2_77_1","doi-asserted-by":"publisher","DOI":"10.1515\/humo-2017-0044"},{"key":"e_1_3_2_78_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2017.01173"},{"issue":"2","key":"e_1_3_2_79_1","article-title":"Network analysis in small-sided and conditioned soccer games: The influence of additional players and playing position","volume":"49","author":"Pra\u00e7a G. M.","year":"2017","unstructured":"Pra\u00e7a, G. M., Clemente, F. M., Andrade, A. G. P., Morales, J. C. P., & Greco, P. J. (2017). Network analysis in small-sided and conditioned soccer games: The influence of additional players and playing position. Kinesiology, 49(2), 185.193.","journal-title":"Kinesiology"},{"key":"e_1_3_2_80_1","doi-asserted-by":"publisher","DOI":"10.4025\/jphyseduc.v29i1.2938"},{"key":"e_1_3_2_81_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2019.00695"},{"issue":"1","key":"e_1_3_2_82_1","first-page":"1","article-title":"Think smart, not hard, a review of teaching decision making in sport from an ecological rationality perspective","volume":"12","author":"Raab M.","year":"2007","unstructured":"Raab, M. (2007). Think smart, not hard, a review of teaching decision making in sport from an ecological rationality perspective. Physical Education & Sport Pedagogy, 12(1), 1\u201315.","journal-title":"Physical Education & Sport Pedagogy"},{"key":"e_1_3_2_83_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.109676"},{"key":"e_1_3_2_84_1","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-319-99753-7","volume-title":"Ultimate performance analysis tool (uPATO): Implementation of network measures based on adjacency matrices for team sports","author":"Silva F.","year":"2019","unstructured":"Silva, F., Nguyen, Q., Correia, A., Clemente, F., & Martins, F. (2019). Ultimate performance analysis tool (uPATO): Implementation of network measures based on adjacency matrices for team sports. Springer International Publishing."},{"issue":"1","key":"e_1_3_2_85_1","first-page":"12","article-title":"Network - analysis of the interaction and dynamics of the game of football","volume":"14","author":"Vaz V. P. S.","year":"2014","unstructured":"Vaz, V. P. S., Gama, J. V., dos Santos, J. V., Figueiredo, A. J., & Dias, G. F. (2014). Network - analysis of the interaction and dynamics of the game of football. Revista Portuguesa de Ci\u00eancias do Desporto, 14(1), 12\u201325.","journal-title":"Revista Portuguesa de Ci\u00eancias do Desporto"},{"key":"e_1_3_2_86_1","doi-asserted-by":"publisher","DOI":"10.2165\/11596520-000000000-00000"},{"key":"e_1_3_2_87_1","doi-asserted-by":"publisher","DOI":"10.5672\/apunts.2014-0983.es.(2018\/4).134.09"},{"key":"e_1_3_2_88_1","doi-asserted-by":"publisher","DOI":"10.2478\/ijcss-2019-0017"},{"key":"e_1_3_2_89_1","doi-asserted-by":"publisher","DOI":"10.1177\/17479541251377548"},{"key":"e_1_3_2_90_1","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.98.052314"},{"key":"e_1_3_2_91_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0029638"},{"key":"e_1_3_2_92_1","doi-asserted-by":"publisher","DOI":"10.2478\/ijcss-2024-0012"},{"key":"e_1_3_2_93_1","doi-asserted-by":"publisher","DOI":"10.1177\/1747954120905726"},{"key":"e_1_3_2_94_1","doi-asserted-by":"publisher","DOI":"10.1177\/1747954120908822"},{"key":"e_1_3_2_95_1","doi-asserted-by":"publisher","DOI":"10.3390\/app13020845"}],"container-title":["International Journal of Performance Analysis in Sport"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/24748668.2026.2622759","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T11:13:34Z","timestamp":1770635614000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/24748668.2026.2622759"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,9]]},"references-count":94,"alternative-id":["10.1080\/24748668.2026.2622759"],"URL":"https:\/\/doi.org\/10.1080\/24748668.2026.2622759","relation":{},"ISSN":["2474-8668","1474-8185"],"issn-type":[{"value":"2474-8668","type":"print"},{"value":"1474-8185","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,9]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=rpan20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=rpan20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2025-10-29","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-01-22","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-02-09","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}