journal article·2023-08-23Open access

JudgED: Comparison between Kickboxing Referee Performance at a Novel Serious Game for Judging Improvement and at World Championships

Dominik Hoelbling, Andre Salmhofer, Cebrail Gencoglu, René Baranyi, Karl Pinter, Serhat Özbay, Süleyman Ulupinar, Abdullah Bora Ozkara, Thomas Grechenig

Applied Sciences· Volume 13· Issue 17

Abstract

The particular responsibility of referees in combat sports lies in their decision-making to enforce the rules of the sport, which requires considerable experience and a multitude of skills, including perception, categorization, memory processing, and information integration. As a cost-effective alternative to in-tournament training, this research aims to evaluate the novel video-based serious game called “JudgED” to train martial arts referees’ decision-making processes through immediate feedback. The effectiveness of the JudgED game was assessed by (a) measuring decision accuracy and specific reaction time, (b) calculating a theoretical probability of correct scoring, and (c) comparing these results with real competition judging agreement data. A field study was conducted to analyze the performance of 16 kickboxing referees. The study involved two video-based tests in the serious game. The performance data for JudgED were obtained via a procedure that compares the players’ inputs in the serious game with expert-defined decisions. The results were compared to real-competition data gathered through qualitative analysis of kickboxing fights (n = 400 fights/1200 bouts) at the WAKO World Championships 2021. The findings showed an average decision accuracy of 43.011% and an average reaction time of 1.022 s. For further comparison, binominal distribution for the probability of correct final decisions (between 15.3% and 67.2%) in JudgED and Fleiss’ Kappa interrater reliability for JudgED (Ring: κ = 0.371; Tatami: κ = 0.398; p < 0.001) and tournament decisions (by bout: κ = 0.114; by fight κ = 0.063; by outcome κ = 0.166; p < 0.001) were calculated. The results suggest that more training is required to improve referee decision accuracy, and JudgED bears the potential to work as a suitable supporting system.
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Research context

OpenAlex topics: Martial Arts: Techniques, Psychology, and Education · Sport Psychology and Performance · Sports Performance and Training

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Research Group for Industrial Software (INSO), TU Wien, 1040 Vienna, Austria

Research Industrial Systems Engineering (RISE), Concorde Business Park F, 2320 Schwechat, Austria

Department of Physical Education and Sport, Faculty of Sport Sciences, Erzurum Technical University, Erzurum 25070, Turkey

Human & Digital, 1040 Vienna, Austria

Department of Physical Education, Karadeniz Technical University, Trabzon 61080, Turkey

References (50)

Show source-provided references
1. MacMahon, C., and Strauss, B. (2014). Routledge Companion to Sport and Exercise Psychology, Routledge.
2. Williams, A.M., and Jackson, R.C. (2019). Anticipation and Decision Making in Sport, Routledge.10.4324/9781315146270 ↗
3. Hölbling, D., Baca, A., and Dabnichki, P. (2020). A kinematic model for assessment of hip joint range-of-motion in fast sport movements using spreading angles. Sport. Biomech., 1–13.10.1080/14763141.2020.1795237 ↗
4. Sequential action, power generation and balance characteristics of a martial arts kick combination10.1080/24748668.2020.1774730 ↗
5. The impact of video review in karate kumite during a Premier League competition10.1080/24748668.2020.1794258 ↗
6. Helsen, W.F., MacMahon, C., and Spitz, J. (2019). Anticipation and Decision Making in Sport, Routledge.
7. Decision-making training in sporting officials: Past, present and future10.1016/j.psychsport.2021.102003 ↗
8. The psychological and performance demands of association football refereeing
9. The effect of martial arts training on mental health outcomes: A systematic review and meta-analysis10.1016/j.jbmt.2020.06.017 ↗
10. The influence of playing 3D fighting games in practicing martial arts10.1088/1742-6596/1175/1/012253 ↗
11. World Association of Kickboxing Organizations (WAKO) (2023, May 15). WAKO Kickboxing Rules. Available online: https://wako.sport/wp-content/uploads/2022/10/WAKO-Rules-25.10.2022.-revision-3.pdf.
12. Time-motion analysis of elite male kickboxing competition10.1519/JSC.0000000000000579 ↗
13. The activity profile of elite low-kick kickboxing competition10.1123/ijspp.2015-0659 ↗
14. Technical and tactical analysis of high level kickboxing matches10.1080/24748668.2013.11868649 ↗
15. Bless, H., Fiedler, K., and Strack, F. (2004). Social Cognition: How Individuals Construct Social Reality, Psychology Press.
16. Silva, A.F., Conte, D., and Clemente, F.M. (2020). Decision-making in youth team-sports players: A systematic review. Int. J. Environ. Res. Public Health, 17.10.37766/inplasy2020.4.0207 ↗
17. The theory of decision making10.1037/h0053870 ↗
18. The Interplay between Intuition and Rationality in Strategic Decision Making: A Paradox Perspective10.1177/0170840616655483 ↗
19. Daniel, K. (2012). Thinking, Fast and Slow, Penguin.
20. In AI we trust? Perceptions about automated decision-making by artificial intelligence10.1007/s00146-019-00931-w ↗
21. Cognitive and human factors in legal layperson decision making: Sources of bias in juror decision making10.1177/00258024221080655 ↗
22. Politics in the Courtroom: Political Ideology and Jury Decision Making10.1093/jeea/jvy013 ↗
23. Fairness, implicit bias testing and sports refereeing: An argument for why professional sports organisations ought to promote fairness in sport through testing referees for implicit biases10.1080/00948705.2020.1866994 ↗
24. Sports performance judgments from a social cognitive perspective10.1016/j.psychsport.2006.03.007 ↗
25. A Video-Based Training Method for Improving Soccer Referees’ Intuitive Decision-Making Skills10.1080/10413200.2011.555346 ↗
26. Brunswik, E. (1952). The Conceptual Framework of Psychology, University Chicago Press.
27. Perceptual and decision-making skills of Australian football umpires10.1080/24748668.2011.11868562 ↗
28. Decision—making skills and deliberate practice in elite association football referees10.1080/02640410600718640 ↗
29. The Role of Deliberate Practice in the Acquisition of Expert Performance10.1037/0033-295X.100.3.363 ↗
30. Video-based training to improve perceptual-cognitive decision-making performance of Australian football umpires10.1080/02640414.2017.1298827 ↗
31. A naturalistic approach to training accurate and coherent decision making in Rugby Union Referees10.1123/tsp.19.2.131 ↗
32. Using web-based training to enhance perceptual-cognitive skills in complex dynamic offside events10.1080/02640414.2015.1045926 ↗
33. Cizmic, D., Hoelbling, D., Baranyi, R., Breiteneder, R., and Grechenig, T. (2023). Smart Boxing Glove “RD α”: IMU Combined with Force Sensor for Highly Accurate Technique and Target Recognition Using Machine Learning. Appl. Sci., 13.10.3390/app13169073 ↗
34. Hoelbling, D., Grafinger, M., Smiech, M.M., Cizmic, D., Dabnichki, P., and Baca, A. (2021). Acute response on general and sport specific hip joint flexibility to training with novel sport device. Sport. Biomech., 1–16.10.1080/14763141.2021.1922742 ↗
35. Michael, D.R., and Chen, S.L. (2005). Serious Games: Games That Educate, Train, and Inform, Muska & Lipman/Premier-Trade.
36. Baranyi, R., Czech, P., Walcher, F., Aigner, C., and Grechenig, T. (2019, January 5–7). Reha@Stroke—A Mobile Application to Support People Suffering from a Stroke Through Their Rehabilitation. Proceedings of the IEEE 7th International Conference on Serious Games and Applications for Health (SeGAH), Kyoto, Japan.10.1109/SeGAH.2019.8882447 ↗
37. Aigner, C., Resch, E.M., El Agrod, A., Baranyi, R., and Grechenig, T. (2021, January 4–6). Food Pyramid Escape-A serious escape game for the support of nutritional education in Austria and beyond. Proceedings of the IEEE 9th International Conference on Serious Games and Applications for Health (SeGAH), Dubai, United Arab Emirates.10.1109/SEGAH52098.2021.9551850 ↗
38. Rast, L., Baranyi, R., Pinter, K., Hölbling, D., Aigner, C., and Grechenig, T. (2023). dHealth 2023, IOS Press.
39. Baranyi, R., Perndorfer, R., Lederer, N., Scholz, B., and Grechenig, T. (2016, January 11–13). MyDailyRoutine-a serious game to support people suffering from a cerebral dysfunction. Proceedings of the IEEE International Conference on Serious Games and Applications for Health (SeGAH), Orlando, FL, USA.10.1109/SeGAH.2016.7586283 ↗
40. Game-based Learning and 21st century skills: A review of recent research10.1016/j.chb.2016.05.023 ↗
41. Using video simulations and virtual reality to improve decision-making skills in basketball10.1080/02640414.2019.1638193 ↗
42. Salmhofer, A., Gutica-Florescu, L., Hoelbling, D., Breiteneder, R., Baranyi, R., and Grechenig, T. (2022, January 27–28). Development of a Serious Game to Improve Decision-making Skills of Martial Arts Referees. Proceedings of the 10th International Conference on Sport Sciences Research and Technology Support, Valletta, Malta.10.5220/0011382800003321 ↗
43. Insight and strategy in multiple-cue learning10.1037/0096-3445.135.2.162 ↗
44. Hogarth, R.M. (2011). Intuition in Judgment and Decision Making, Psychology Press.10.69645/HIIO4396 ↗
45. A serious game for improving the decision making skills and knowledge levels of Turkish football referees according to the laws of the game10.1186/s40064-016-2227-0 ↗
46. Gesundheit auf dem Spiel?—Serious Games in Prävention und Rehabilitation
47. Chapman, P., Clinton, J., Kerber, R., Khabaza, T., Reinartz, T., Shearer, C.R., and Wirth, R. (2000). CRISP-DM 1.0: Step-by-Step Data Mining Guide, SPSS Inc.
48. The Measurement of Observer Agreement for Categorical Data10.2307/2529310 ↗
49. Analysis of video review during official judo matches: Effects on referee’s decision and match results10.1080/24748668.2021.1926165 ↗
50. Effectiveness of 360 virtual reality and match broadcast video to improve decision-making skill10.1080/24733938.2020.1754449 ↗