Effectiveness of the mindfulness–acceptance–commitment approach: a meta-analysis

References

• Barker, J. B., Slater, M. J., Pugh, G., Mellalieu, S. D., McCarthy, P. J., Jones, M. V., & Moran, A. (2020). The effectiveness of psychological skills training and behavioral interventions in sport using single-case designs: A meta regression analysis of the peer-reviewed studies. Psychology of Sport and Exercise, 51, 101746. https://doi.org/10.1016/j.psychsport.2020.101746
   Web of Science ®Google Scholar
• Bartoš, F., Maier, M., Wagenmakers, E. J., Doucouliagos, H., & Stanley, T. D. (2022). Robust Bayesian meta-analysis: Model-averaging across complementary publication bias adjustment methods. Research Synthesis Methods, 14(1), 99–116. http://doi.org/10.1002/jrsm.1594
   PubMed Web of Science ®Google Scholar
• Beilock, S. L., & Gray, R. (2007). Why do athletes “choke” under pressure? In G. Tenenbaum & R. C. Eklund (Eds.), Handbook of sport psychology (pp. 425–444). Wiley.
   Google Scholar
• Birrer, D., Röthlin, P., & Morgan, G. (2012). Mindfulness to enhance athletic performance: Theoretical considerations and possible impact mechanisms. Mindfulness, 3(3), 235–246. https://doi.org/10.1007/s12671-012-0109-2
   Web of Science ®Google Scholar
• Bond, F. W., Hayes, S. C., Baer, R. A., Carpenter, K. M., Guenole, N., Orcutt, H. K., Waltz, T., & Zettle, R. D. (2011). Preliminary psychometric properties of the acceptance and action questionnaire – II: A revised measure of psychological inflexibility and experiential avoidance. Behavior Therapy, 42(4), 676–688. https://doi.org/10.1016/j.beth.2011.03.007
   PubMed Web of Science ®Google Scholar
• Bowring, A. L., Peeters, A., Freak-Poli, R., Lim, M. S., Gouillou, M., & Hellard, M. (2012). Measuring the accuracy of self-reported height and weight in a community-based sample of young people. BMC Medical Research Methodology, 12(1), 1–8. https://doi.org/10.1186/1471-2288-12-175
   PubMedGoogle Scholar
• Bühlmayer, L., Birrer, D., Röthlin, P., Faude, O., & Donath, L. (2017). Effects of mindfulness practice on performance-relevant parameters and performance outcomes in sports: A meta-analytical review. Sports Medicine, 47(11), 2309–2321. https://doi.org/10.1007/s40279-017-0752-9
   PubMed Web of Science ®Google Scholar
• Carraça, B., Serpa, S., Guerrero, J. P., & Rosado, A. (2018). Enhance sport performance of elite athletes: The mindfulness-based interventions. Cuadernos de Psicología del Deporte, 18(2), 79–109. https://digitum.um.es/digitum/bitstream/10201/58939/1/302201-1128501-1-PB.pdf.
   Google Scholar
• Carter, J. G., Potter, A. W., & Brooks, K. A. (2014). Overtraining syndrome: Causes, consequences, and methods for prevention. Journal of Sport and Human Performance, 2(1), 1–4. https://doi.org/10.12922/jshp.0031.2014.
   Google Scholar
• Cash, M., & Whittingham, K. (2010). What facets of mindfulness contribute to psychological well-being and depressive, anxious, and stress-related symptomatology? Mindfulness, 1(3), 177–182. https://doi.org/10.1007/s12671-010-0023-4
   Google Scholar
• Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Routledge.
   Google Scholar
• Covassin, T., McAlIister-Deitrick, J., Bleecker, A., Heiden, E. O., & Yang, J. (2015). Examining time-loss and fear of re-injury in athletes. Journal of Sport Behavior, 38(4), 394–403. https://psycnet.apa.org/record/2015-51646-003.
   Google Scholar
• Dehghani, M., Saf, A. D., Vosoughi, A., Tebbenouri, G., & Zarnagh, H. G. (2018). Effectiveness of the mindfulness-acceptance-commitment-based approach on athletic performance and sports competition anxiety: A randomized clinical trial. Electronic Physician, 10(5), 6749–6755. https://doi.org/10.19082/6749
   PubMedGoogle Scholar
• Diener, E. D., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). The satisfaction with life scale. Journal of Personality Assessment, 49(1), 71–75. https://doi.org/10.1207/s15327752jpa4901_13
   PubMed Web of Science ®Google Scholar
• Francis, A. W., Dawson, D. L., & Golijani-Moghaddam, N. (2016). The development and validation of the comprehensive assessment of acceptance and commitment therapy processes (CompACT). Journal of Contextual Behavioral Science, 5(3), 134–145. https://doi.org/10.1016/j.jcbs.2016.05.003
   Web of Science ®Google Scholar
• Gardner, F. L., & Moore, Z. E. (2007). The psychology of enhancing human performance: The mindfulness-acceptance-commitment (MAC) approach. Springer Publishing.
   Google Scholar
• Giluk, T. L. (2009). Mindfulness, Big five personality, and affect: A meta-analysis. Personality and Individual Differences, 47(8), 805–811. https://doi.org/10.1016/j.paid.2009.06.026
   Web of Science ®Google Scholar
• Goodman, F. R., Kashdan, T. B., Mallard, T. T., & Schumann, M. (2014). A brief mindfulness and yoga intervention with an entire NCAA division I athletic team: An initial investigation. Psychology of Consciousness: Theory, Research, and Practice, 1(4), 339–356. https://doi.org/10.1037/cns0000022
   Google Scholar
• Gross, M., Moore, Z. E., Gardner, F. L., Wolanin, A. T., Pess, R., & Marks, D. R. (2016). An empirical examination comparing the mindfulness-acceptance-commitment approach and psychological skills training for the mental health and sport performance of female student athletes. International Journal of Sport and Exercise Psychology, 16(4), 431–451. https://doi.org/10.1080/1612197X.2016.1250802
   Web of Science ®Google Scholar
• Hardy, L., Jones, G., & Gould, D. (2018). Understanding psychological preparation for sport: Theory and practice of elite performers. Wiley.
   Google Scholar
• Harrer, M., Cuijpers, P., Furukawa, T. A., & Ebert, D. D. (2021). Doing meta-analysis with R: A hands-on guide. Chapman and Hall/CRC.
   Google Scholar
• Hayes, S. C., Luoma, J. B., Bond, F. W., Masuda, A., & Lillis, J. (2006). Acceptance and commitment therapy: Model, processes and outcomes. Behaviour Research and Therapy, 44(1), 1–25. https://doi.org/10.1016/j.brat.2005.06.006
   PubMed Web of Science ®Google Scholar
• Hayes, S. C., Strosahl, K., & Wilson, K. G. (1999). Acceptance and commitment therapy: An experiential approach to behavior change. Guilford Press.
   Google Scholar
• Hayes, S. C., Strosahl, K., Wilson, K. G., Bissett, R. T., Pistorello, J., Toarmino, D., Polusny, M. A., Dykstra, T. A., Batten, S. V., Bergan, J., Stewart, S. H., Zvolensky, M. J., Eifert, G. H., Bond, F. W., Forsyth, J. P., Karekla, M., & McCurry, S. M. (2004). Measuring experiential avoidance: A preliminary test of a working model. The Psychological Record, 54(4), 553–578. https://doi.org/10.1007/BF03395492
   Web of Science ®Google Scholar
• Hedges, L. V., & Olkin, I. (1985). Statistical methods for meta-analysis. Academic Press.
   Google Scholar
• Hegarty, J., & Huelsmann, C. (2020). ACT in sport: Improve performance through mindfulness, acceptance, and commitment. Dark River.
   Google Scholar
• Hill, A., & Roberts, J. (1998). Body mass index: A comparison between self-reported and measured height and weight. Journal of Public Health, 20(2), 206–210. https://doi.org/10.1093/oxfordjournals.pubmed.a024744
   Web of Science ®Google Scholar
• Hutton, B., Salanti, G., Caldwell, D. M., Chaimani, A., Schmid, C. H., Cameron, C., Ioannidis, J. P. A., Straus, S., Thorlund, K., Jansen, J. P., Mulrow, C., Catalá-López, F., Gøtzsche, P. C., Dickersin, K., Boutron, I., Altman, D. G., & Moher, D. (2015). The PRISMA extension statement for reporting of systematic reviews incorporating network meta-analyses of health care interventions: Checklist and explanations. Annals of Internal Medicine, 162(11), 777–784. https://doi.org/10.7326/M14-2385
   PubMed Web of Science ®Google Scholar
• JASP Team. (2022). JASP [version 0.16.4 (Apple Silicon)] [Computer software].
   Google Scholar
• Jordet, G., & Hartman, E. (2008). Avoidance motivation and choking under pressure in soccer penalty shootouts. Journal of Sport and Exercise Psychology, 30(4), 450–457. https://doi.org/10.1123/jsep.30.4.450
   PubMed Web of Science ®Google Scholar
• Josefsson, T., Ivarsson, A., Gustafsson, H., Stenling, A., Lindwall, M., Tornberg, R., & Böröy, J. (2019). Effects of mindfulness-acceptance-commitment (MAC) on sport-specific dispositional mindfulness, emotion regulation, and self-rated athletic performance in a multiple-sport population: An RCT study. Mindfulness, 10(8), 1518–1529. https://doi.org/10.1007/s12671-019-01098-7
   Web of Science ®Google Scholar
• Kabat-Zinn, J. (1994). Wherever you go there you are. Hyperion.
   Google Scholar
• Kaufman, K. A., Glass, C. R., & Arnkoff, D. B. (2009). Evaluation of mindful sport performance enhancement (MSPE): A new approach to promote flow in athletes. Journal of Clinical Sport Psychology, 3(4), 334–356. https://doi.org/10.1123/jcsp.3.4.334
   Google Scholar
• Kaufman, K. A., Glass, C. R., & Pineau, T. R. (2018). Mindful sport performance enhancement: Mental training for athletes and coaches. American Psychological Association.
   Google Scholar
• Macdougall, H., O'Halloran, P., Sherry, E., & Shields, N. (2019). A pilot randomised controlled trial to enhance well-being and performance of athletes in para sports. European Journal of Adapted Physical Activity, 12(2), https://doi.org/10.5507/euj.2019.006
   Google Scholar
• Maier, M., Bartoš, F., & Wagenmakers, E.-J. (2022). Robust Bayesian meta-analysis: Addressing publication bias with model-averaging. Psychological Methods. https://doi.org/10.1037/met0000405
   Google Scholar
• Mesagno, C., Hill, D., Steptoe, K., & Brown, D. J. (2020). Sport performance interventions: Evaluating past strategies and providing future recommendations. International Journal of Sport Psychology, 51(6), 646–666. https://doi.org/10.7352/IJSP.2020.51.646
   Web of Science ®Google Scholar
• Mohebi, M., Sadeghi-Bahmani, D., Zarei, S., Gharayagh Zandi, H., & Brand, S. (2021). Examining the effects of mindfulness–acceptance–commitment training on self-compassion and grit among elite female athletes. International Journal of Environmental Research and Public Health, 19(1), 134. https://doi.org/10.3390/ijerph19010134
   PubMed Web of Science ®Google Scholar
• Moore, Z. E. (2009). Theoretical and empirical developments of the mindfulness-acceptance-commitment (MAC) approach to performance enhancement. Journal of Clinical Sport Psychology, 3(4), 291–302. https://doi.org/10.1123/jcsp.3.4.291
   Google Scholar
• Naderi, A., Shaabani, F., Zandi, H. G., Calmeiro, L., & Brewer, B. W. (2020). The effects of a mindfulness-based program on the incidence of injuries in young male soccer players. Journal of Sport and Exercise Psychology, 42(2), 161–171. https://doi.org/10.1123/jsep.2019-0003
   PubMed Web of Science ®Google Scholar
• Ning, J. H., Hao, Q. W., & Huang, D. C. (2022). Effects of “mindfulness acceptance insight commitment” training on flow state and mental health of college swimmers: A randomized controlled experimental study. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.799103
   Google Scholar
• Noetel, M., Ciarrochi, J., Van Zanden, B., & Lonsdale, C. (2019). Mindfulness and acceptance approaches to sporting performance enhancement: A systematic review. International Review of Sport and Exercise Psychology, 12(1), 139–175. https://doi.org/10.1080/1750984X.2017.1387803
   Web of Science ®Google Scholar
• Sappington, R., & Longshore, K. (2015). Systematically reviewing the efficacy of mindfulness-based interventions for enhanced athletic performance. Journal of Clinical Sport Psychology, 9(3), 232–262. https://doi.org/10.1123/jcsp.2014-0017
   Web of Science ®Google Scholar
• Shea, M. (2019). Effect of mindfulness on sport performance (Publication No. 13427956) [Doctoral dissertation, Alliant International University]. ProQuest Dissertations and Theses Global.
   Google Scholar
• Sterne, J. A. C., Savović, J., Page, M. J., Elbers, R. G., Blencowe, N. S., Boutron, I., Cates, C. J., Cheng, H. Y., Corbett, M. S., Eldridge, S. M., Emberson, J. R., Hernán, M. A., Hopewell, S., Hróbjartsson, A., Junqueira, D. R., Jüni, P., Kirkham, J. J., Lasserson, T., Li, T., … Higgins, J. P. T. (2019). Rob 2: A revised tool for assessing risk of bias in randomised trials. BMJ, l4898. https://doi.org/10.1136/bmj.l4898
   PubMed Web of Science ®Google Scholar
• Stoeber, J. (2012). Perfectionism and performance. In S. M. Murphy (Ed.), The Oxford handbook of sport and performance psychology (pp. 294–306). Oxford University Press.
   Google Scholar
• Su, N., Si, G., & Zhang, C. Q. (2019). Mindfulness and acceptance-based training for Chinese athletes: The mindfulness-acceptance-insight-commitment (MAIC) program. Journal of Sport Psychology in Action, 10(4), 255–263. https://doi.org/10.1080/21520704.2018.1557772
   Web of Science ®Google Scholar
• Thompson, R. W., Kaufman, K. A., De Petrillo, L. A., Glass, C. R., & Arnkoff, D. B. (2011). One year follow-up of mindful sport performance enhancement (MSPE) with archers, golfers, and runners. Journal of Clinical Sport Psychology, 5(2), 99–116. https://doi.org/10.1123/jcsp.5.2.99
   Google Scholar
• Vealey, R. S. (1988). Future directions in psychological skills training. The Sport Psychologist, 2(4), 318–336. https://doi.org/10.1123/tsp.2.4.318
   Google Scholar
• Wang, D., Hagger, M. S., & Chatzisarantis, N. L. (2020). Ironic effects of thought suppression: A meta-analysis. Perspectives on Psychological Science, 15(3), 778–793. https://doi.org/10.1177/1745691619898795
   Web of Science ®Google Scholar
• Wergin, V. V., Beckmann, J., Gröpel, P., & Mesagno, C. (2020). Investigating cumulative effects of pre-performance routine interventions in beach volleyball serving. PLoS One, 15(1), e0228012. https://doi.org/10.1371/journal.pone.0228012
   PubMed Web of Science ®Google Scholar
• White, R. G., Bethell, A., Charnock, L., Leckey, S., & Penpraze, V. (2021). Acceptance and commitment approaches for athletes’ wellbeing and performance: The flexible mind. Palgrave Macmillan.
   Google Scholar
• Wilson, D. B. (n.d.). Effect size calculator. https://www.campbellcollaboration.org/escalc/html/EffectSizeCalculator-Home.php
   Google Scholar
• Wong, R. S. K., How, P. N., & Cheong, J. P. G. (2022). The effectiveness of a mindfulness training program on selected psychological indices and sports performance of sub-elite squash athletes. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.906729
   Web of Science ®Google Scholar
• Zadeh, M. M., Ajilchi, B., Salman, Z., & Kisely, S. (2019). Effect of a mindfulness programme training to prevent the sport injury and improve the performance of semi-professional soccer players. Australasian Psychiatry, 27(6), 589–595. https://doi.org/10.1177/1039856219859288
   PubMed Web of Science ®Google Scholar
• Zhang, C. Q., Chung, P. K., & Si, G. (2017). Assessing acceptance in mindfulness with direct-worded items: The development and initial validation of the athlete mindfulness questionnaire. Journal of Sport and Health Science, 6(3), 311–320. https://doi.org/10.1016/j.jshs.2015.09.010
   PubMed Web of Science ®Google Scholar
• Zhang, C. Q., Si, G., Duan, Y., Lyu, Y., Keatley, D. A., & Chan, D. K. (2016). The effects of mindfulness training on beginners’ skill acquisition in dart-throwing: A randomized controlled trial. Psychology of Sport and Exercise, 22, 279–228. https://doi.org/10.1016/j.psychsport.2015.09.005
   Web of Science ®Google Scholar