{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T15:06:08Z","timestamp":1775142368467,"version":"3.50.1"},"reference-count":45,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T00:00:00Z","timestamp":1775001600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Funds by FCT\u2014Foundation for Science and Technology","award":["UID\/04045\/2025"],"award-info":[{"award-number":["UID\/04045\/2025"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Intell."],"abstract":"<jats:p>Football refereeing involves rapid decision-making in dynamic, uncertain, and socially demanding environments. This study examined an integrative cognitive-behavioral model of football refereeing performance, focusing on perceptual processing speed (PPS), attentional control (AC), and social intelligence (SI). Sixty-one male football referees (Mage = 30.04, SD = 4.06) enrolled in a national talent development program across multiple competitive seasons participated in the study. At the beginning of each season, referees completed standardized, ability-based assessments of PPS (processing speed task), AC (selective and inhibitory task), and SI (performance-based social intelligence measure). Refereeing performance was operationalized using season-standardized end-of-season officiating ratings assigned by the national refereeing authority. Mediation analyses did not support AC or SI as mechanisms transmitting the effect of PPS on performance. However, moderation analyses revealed a significant PPS \u00d7 AC interaction, indicating that attentional control amplified the positive association between perceptual processing speed and refereeing performance. PPS emerged as a robust predictor of performance, particularly among referees with high attentional control. Social intelligence showed a positive bivariate association with performance but did not function as a mediator or moderator in multivariate models. These findings support an interactive and ecological view of applied intelligence in football refereeing, emphasizing functional coordination highlighting the functional coordination of cognitive resources rather than isolated cognitive abilities as key to performance under real-world competitive demands.<\/jats:p>","DOI":"10.3390\/jintelligence14040058","type":"journal-article","created":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T14:09:54Z","timestamp":1775138994000},"page":"58","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Perceptual Processing Speed, Social Intelligence and Football Refereeing Performance: The Conditional Role of Attentional Control"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4338-553X","authenticated-orcid":false,"given":"Pedro","family":"Teques","sequence":"first","affiliation":[{"name":"Department of Sports Science, Exercise and Health, School of Life Sciences and Environment, University of Tr\u00e1s-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal"},{"name":"Research Center in Sports Sciences, Health Sciences and Human Development\u2014CIDESD, 5000-801 Vila Real, Portugal"},{"name":"Portugal Football School, Portuguese Football Federation, 1495-733 Oeiras, Portugal"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2026,4,1]]},"reference":[{"key":"ref_1","first-page":"1","article-title":"Ecological cognition: Expert decision-making behaviour in sport","volume":"12","author":"Hristovski","year":"2019","journal-title":"International Review of Sport and Exercise Psychology"},{"key":"ref_2","first-page":"157","article-title":"Towards an ecological approach to visual anticipation for expert performance in sport","volume":"39","author":"Kirlik","year":"2008","journal-title":"International Journal of Sport Psychology"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"102935","DOI":"10.1016\/j.psychsport.2025.102935","article-title":"The ecological dynamics of cognizant action in sport","volume":"80","author":"Lopes","year":"2025","journal-title":"Psychology of Sport and Exercise"},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Golden, C. J., and Bennett, R. (2025). WAIS-IV index scores. Clinical integration of neuropsychological test results, Routledge.","DOI":"10.1201\/9781003309604"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1878","DOI":"10.1080\/09515089.2023.2277346","article-title":"Towards an ecological social science? On introducing \u201csocial affordances\u201d to (some) social theory","volume":"37","author":"Birk","year":"2024","journal-title":"Philosophical Psychology"},{"key":"ref_6","unstructured":"Brickenkamp, R., Schmidt-Atzert, L., and Liepmann, D. (2010). d2-R: Test of attention, Hogrefe."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1143","DOI":"10.3758\/s13423-021-02052-2","article-title":"The role of attention control in complex real-world tasks","volume":"29","author":"Draheim","year":"2022","journal-title":"Psychonomic Bulletin & Review"},{"key":"ref_8","first-page":"769","article-title":"Attentional set and explicit expectations of perceptual load","volume":"50","author":"Eayrs","year":"2024","journal-title":"Journal of Experimental Psychology: Human Perception and Performance"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1146\/annurev.psych.47.1.273","article-title":"Expert and exceptional performance","volume":"47","author":"Ericsson","year":"1996","journal-title":"Annual Review of Psychology"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"336","DOI":"10.1037\/1528-3542.7.2.336","article-title":"Anxiety and cognitive performance","volume":"7","author":"Eysenck","year":"2007","journal-title":"Emotion"},{"key":"ref_11","unstructured":"Gibson, J. J. (1979). The ecological approach to visual perception, Houghton Mifflin."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"985","DOI":"10.3758\/s13414-022-02648-3","article-title":"Top-down knowledge surpasses selection history in influencing attentional guidance","volume":"85","author":"Goller","year":"2023","journal-title":"Attention, Perception, & Psychophysics"},{"key":"ref_13","unstructured":"Guilford, J. P. (1967). The nature of human intelligence, McGraw-Hill."},{"key":"ref_14","unstructured":"Hair, J. F., Babin, B. J., Anderson, R. E., and Black, W. C. (2022). Multivariate data analysis, Cengage. [8th ed.]."},{"key":"ref_15","unstructured":"Hayes, A. F. (2022). Introduction to mediation, moderation, and conditional process analysis, Guilford Press. [3rd ed.]."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1080\/02640410310001641502","article-title":"Physical and perceptual-cognitive demands of refereeing","volume":"22","author":"Helsen","year":"2004","journal-title":"Journal of Sports Sciences"},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Helsen, W. F., and Danevski, S. (2024). The acquisition of perceptual-cognitive expertise in sports officials. Managing and developing sports officials, Routledge.","DOI":"10.4324\/9781003370987-16"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1016\/j.ajsep.2022.09.007","article-title":"Perceptual-cognitive expertise in officiating","volume":"3","author":"Helsen","year":"2023","journal-title":"Asian Journal of Sport and Exercise Psychology"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"101736","DOI":"10.1016\/j.psychsport.2020.101736","article-title":"Perception and action in a far-aiming task","volume":"50","author":"Klostermann","year":"2020","journal-title":"Psychology of Sport and Exercise"},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Legg, E., Meerts-Brandsma, L., and Hindman, K. (2025). A socio-ecological analysis of behaviour in sport. Managing Sport and Leisure, 1\u201317.","DOI":"10.1080\/23750472.2025.2538476"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Linson, A., Clark, A., Ramamoorthy, S., and Friston, K. (2018). The active inference approach to ecological perception. Frontiers in Robotics and AI, 5.","DOI":"10.3389\/frobt.2018.00021"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Mangalam, M., Hajnal, A., and Kelty-Stephen, D. G. (2024). The modern legacy of Gibson\u2019s affordances, Routledge.","DOI":"10.4324\/9781003396536"},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Maren, S. (2022). Unrelenting fear under stress. Frontiers in Systems Neuroscience, 16.","DOI":"10.3389\/fnsys.2022.888461"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1007\/s10548-021-00837-1","article-title":"Neuroanatomical correlates of social intelligence","volume":"34","author":"Myznikov","year":"2021","journal-title":"Brain Topography"},{"key":"ref_25","unstructured":"O\u2019Sullivan, M., and Guilford, J. P. (1976). Four factor tests of social intelligence, Sheridan."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1162\/jocn_a_01908","article-title":"The entangled brain","volume":"35","author":"Pessoa","year":"2023","journal-title":"Journal of Cognitive Neuroscience"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"235","DOI":"10.2478\/hukin-2014-0025","article-title":"Executive attention in referees","volume":"40","author":"Pietraszewski","year":"2014","journal-title":"Journal of Human Kinetics"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"2037","DOI":"10.1080\/02640414.2022.2127516","article-title":"Stress and decision-making in referees","volume":"40","author":"Pizzera","year":"2022","journal-title":"Journal of Sports Sciences"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"1278","DOI":"10.1123\/ijspp.2024-0511","article-title":"Focus of attention strategies","volume":"20","author":"Pompa","year":"2025","journal-title":"International Journal of Sports Physiology and Performance"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Raab, M., and Ara\u00fajo, D. (2019). Embodied cognition with and without representations. Frontiers in Psychology, 10.","DOI":"10.3389\/fpsyg.2019.01825"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/S0301-0511(00)00052-1","article-title":"Aging and processing speed","volume":"54","author":"Salthouse","year":"2000","journal-title":"Biological Psychology"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"474","DOI":"10.1080\/20445911.2024.2345407","article-title":"Attention allocation in elite refereeing","volume":"36","author":"Samuel","year":"2024","journal-title":"Journal of Cognitive Psychology"},{"key":"ref_33","first-page":"1","article-title":"Deliberation in intuitive decision-making","volume":"17","author":"Williams","year":"2024","journal-title":"International Review of Sport and Exercise Psychology"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Shangguan, R., and Zha, Z. (2025). Risk-taking under time pressure. Frontiers in Psychology, 16.","DOI":"10.3389\/fpsyg.2025.1573070"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"2599926","DOI":"10.1080\/12460125.2025.2599926","article-title":"VAR and match dynamics","volume":"35","author":"Sun","year":"2026","journal-title":"Journal of Decision Systems"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1016\/j.brainres.2014.03.009","article-title":"Neural effects of mental fatigue","volume":"1561","author":"Tanaka","year":"2014","journal-title":"Brain Research"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Teques, P. (2025). Observation system for referee behaviour. International Journal of Performance Analysis in Sport, 1\u201314.","DOI":"10.1080\/24748668.2025.2592497"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/bs.pbr.2017.06.001","article-title":"The resonant system","volume":"234","author":"Teques","year":"2017","journal-title":"Progress in Brain Research"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Tibbe, T. D., and Montoya, A. K. (2022). Correcting bootstrap bias in mediation. Frontiers in Psychology, 13.","DOI":"10.3389\/fpsyg.2022.810258"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"van Biemen, T., Koedijker, J., Renden, P. G., and Mann, D. L. (2018). Blurred perceptual training in referees. Frontiers in Psychology, 9.","DOI":"10.3389\/fpsyg.2018.01803"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/S0001-6918(02)00150-6","article-title":"Mental fatigue and the control of cognitive processes: Effects on perseveration and planning","volume":"113","author":"Frese","year":"2003","journal-title":"Acta Psychologica"},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Webb, T., Hancock, D. J., Weston, M., Warner, S., Helsen, W. F., MacMahon, C., Brick, N., Samuel, R. D., and Tingle, J. K. (2025). The future of officiating research. Managing Sport and Leisure, 1\u201310.","DOI":"10.1080\/23750472.2025.2468711"},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Wechsler, D. (2008). Wechsler adult intelligence scale\u2014Fourth edition manual, Pearson.","DOI":"10.1037\/t15169-000"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1111\/joop.12470","article-title":"A critical review of the use of cognitive ability testing for selection into graduate and higher professional occupations","volume":"97","author":"Woods","year":"2023","journal-title":"Journal of Occupational and Organizational Psychology"},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Wu, H., and Moln\u00e1r, G. (2022). Complex problem-solving strategies. Journal of Intelligence, 10.","DOI":"10.3390\/jintelligence10030046"}],"container-title":["Journal of Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-3200\/14\/4\/58\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T14:27:35Z","timestamp":1775140055000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-3200\/14\/4\/58"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,1]]},"references-count":45,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2026,4]]}},"alternative-id":["jintelligence14040058"],"URL":"https:\/\/doi.org\/10.3390\/jintelligence14040058","relation":{},"ISSN":["2079-3200"],"issn-type":[{"value":"2079-3200","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4,1]]}}}