Abstract
To examine the reliability and validity of the Chinese version of the Multidimensional Psychological Flexibility Inventory (C-MPFI) in college students and other groups. A total of 2794 participants were included in the study, including college students (Sample A: N = 1405), middle school students (Sample B: N = 438), epidemic prevention and control volunteers (Sample C: N = 496), and private enterprise employees (Sample D: N = 455). Sample A was asked to complete C-MPFI and the validity questionnaires at the same time. Other sample groups were only required to complete C-MPFI. After 3 weeks, 355 college students filled in the same questionnaires to assess the test-retest reliability. The exploratory factor analysis showed that the C-MPFI consisted of six factors, with a total of 30 items. The confirmatory factor analysis showed that the six-factor structure fit was acceptable (χ2 = 1629.64, df = 398, CFI = 0.90, TLI = 0.89, RMSEA = 0.070, SRMR = 0.078). C-MPFI and its dimensions are significantly positively correlated with positive indicators of mental health (life satisfaction), significantly negatively correlated with negative emotions (depression, anxiety, stress), and significantly negatively correlated with empirical avoidance and cognitive fusion. C-MPFI and its dimensions demonstrated good internal consistency and test-retest reliability in different samples. The C-MPFI scores were comparable across groups, according to the results of the measurement invariance tests, the configural invariance, metric invariance, scalar invariance, and strict invariance of the 6-factor model. It suggested that the C-MPFI has good reliability and validity.
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The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.
References
A-Tjak, J. G. L., Davis, M. L., Morina, N., Powers, M. B., Smits, J. A. J., & Emmelkamp, P. M. G. (2015). A Meta-analysis of the efficacy of Acceptance and Commitment Therapy for clinically relevant Mental and Physical Health problems. Psychotherapy and Psychosomatics, 84(1), 30–36. https://doi.org/10.1159/000365764
Akbari, M., Disabato, D., Seydavi, M., & Zamani, E. (2021). The Persian Personalized Psychological Flexibility Index (P-PPFI): Psychometric properties in a general population sample of Iranians. Journal of Contextual Behavioral Science, 22, 32–43. https://doi.org/10.1016/j.jcbs.2021.09.004
Arch, J. J., Eifert, G. H., Davies, C., Vilardaga, J. C. P., Rose, R. D., & Craske, M. G. (2012). Randomized clinical trial of cognitive behavioral therapy (CBT) versus acceptance and commitment therapy (ACT) for mixed anxiety disorders [Comparative study; Journal Article; Randomized Controlled Trial]. Journal of Consulting and Clinical Psychology, 80(5), 750–765. https://doi.org/10.1037/a0028310
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
Cao, J., Ji, Y., & Zhu, Z. (2013). Reliability and validity of the chinese version of the Acceptance and Action Questionnaire-Second Edition (AAQ-II) in college students. Chinese Mental Health Journal, 27(11), 873–877. https://doi.org/10.3969/j.issn.1000-6729.2013.11.014
Chen, F. F. (2007). Sensitivity of goodness of fit indexes to lack of measurement invariance. Structural Equation Modeling, 14(3), 464–504. https://doi.org/10.1080/10705510701301834
Chen, Y., Luo, H., Wang, S., Bai, X., & Zhu, Z. (2022). Preliminary validation of a chinese version of the comprehensive assessment of acceptance and commitment therapy processes. Current Psychology, 42, 15528–15538. https://doi.org/10.1007/s12144-021-02654-y
Cherry, K. M., Hoeven, E. V., Patterson, T. S., & Lumley, M. N. (2021). Defining and measuring psychological flexibility: A narrative scoping review of diverse flexibility and rigidity constructs and perspectives. Clinical Psychology Review, 84, 101973. https://doi.org/10.1016/j.cpr.2021.101973
Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling: A Multidisciplinary Journal, 9, 233–255. https://doi.org/10.1207/S15328007SEM0902_5
Daks, J. S., & Rogge, R. D. (2020). Examining the correlates of psychological flexibility in romantic relationship and family dynamics: A meta-analysis. Journal of Contextual Behavioral Science, 18, 214–238. https://doi.org/10.1016/j.jcbs.2020.09.010
Diener, E., 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
Ding, D., & Zheng, M. (2022). Associations between six core processes of Psychological Flexibility and Functioning for Chronic Pain Patients: A Three-Level Meta-Analysis. Frontiers in Psychiatry, 13, 893150. https://doi.org/10.3389/fpsyt.2022.893150
Dubey, N., Podder, P., & Pandey, D. (2020). Knowledge of COVID-19 and its influence on mindfulness, cognitive emotion regulation and psychological flexibility in the Indian Community. Frontiers in Psychology, 11, 589365. https://doi.org/10.3389/fpsyg.2020.589365
Erkut, S. (2010). Developing multiple Language Versions of Instruments for Intercultural Research. Child Development Perspectives, 4(1), 19–24. https://doi.org/10.1111/j.1750-8606.2009.00111.x
Fang, S., & Ding, D. (2020a). The efficacy of group-based acceptance and commitment therapy on psychological capital and school engagement: A pilot study among Chinese adolescents. Journal of Contextual Behavioral Science, 16, 134–143. https://doi.org/10.1016/j.jcbs.2020.04.005
Fang, S., & Ding, D. (2020b). A meta-analysis of the efficacy of acceptance and commitment therapy for children. Journal of Contextual Behavioral Science, 15, 225–234. https://doi.org/10.1016/j.jcbs.2020.01.007
Fang, S., & Ding, D. (2022). Which outcome variables are associated with psychological inflexibility/flexibility for chronic pain patients? A three level meta-analysis. Frontiers in Psychology, 13, 1069748. https://doi.org/10.3389/fpsyg.2022.1069748
Fang, S., & Ding, D. (2023). The differences between acceptance and commitment therapy (ACT) and cognitive behavioral therapy: A three-level meta-analysis. Journal of Contextual Behavioral Science, 28, 149–168. https://doi.org/10.1016/j.jcbs.2023.03.015
Fang, S., Ding, D., Ji, P., Huang, M., & Hu, K. (2022a). Cognitive defusion and psychological flexibility predict negative body image in the Chinese College students: Evidence from Acceptance and Commitment Therapy. International Journal of Environmental Research and Public Health, 19, 16519. https://doi.org/10.3390/ijerph192416519
Fang, S., Huang, M., & Wang, Y. (2022b). Measuring self-as-context in chinese college students: Validity and reliability of the chinese version of self-as-context scale (C-SACS). Frontiers in Psychology, 13, 1051661. https://doi.org/10.3389/fpsyg.2022.1051661
Fang, S., & Huang, M. (2023). Revision and reliability and validity evaluation of the Chinese Version of Comprehensive Assessment of Acceptance and commitment therapy processes (CompACT) in College Students. Chinese Journal of Clinical Psychology, 31(1), 121–126. https://doi.org/10.16128/j.cnki.1005-3611.2023.01.022
Fang, S., Ding, D., Zhang, R., & Huang, M. (2023a). Psychological mechanism of acceptance and commitment therapy and rational emotive behavior therapy for treating hoarding: Evidence from randomized controlled trials. Frontiers in Public Health, 11, 1084467. https://doi.org/10.3389/fpubh.2023.1084467
Fang, S., Huang, M., & Wang, Y. (2023b). Reliability and validity of the chinese version of personalized psychological flexibility index (C-PPFI) in college students. Journal of Contextual Behavioral Science, 28, 23–32. https://doi.org/10.1016/j.jcbs.2023.03.008
Fathima, N., Sushruthi, C., & Dovina, D. (2022). Role of psychological flexibility and social support satisfaction on the Mental Health of Young adults during the COVID-19 pandemic. Indian Journal of Youth and Adolescent Health, 9(1), 11–17. https://doi.org/10.24321/2349.2880.202202
Ford, B. Q., & Mauss, I. B. (2015). Culture and emotion regulation. Current Opinion in Psychology, 3, 1–5. https://doi.org/10.1016/j.copsyc.2014.12.004
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
Gillanders, D. T., Bolderston, H., Bond, F. W., Dempster, M., Flaxman, P. E., Campbell, L., Kerr, S., Tansey, L., Noel, P., Ferenbach, C., Masley, S., Roach, L., Lloyd, J., May, L., Clarke, S., & Remington, B. (2014). The Development and initial validation of the Cognitive Fusion Questionnaire. Behavior Therapy, 45(1), 83–101. https://doi.org/10.1016/j.beth.2013.09.001
Goldbart, A., Bodner, E., & Shrira, A. (2020). The role of emotion covariation and psychological flexibility in coping with chronic physical pain: An integrative model. Psychology and Health, 1–15. https://doi.org/10.1080/08870446.2020.1841766
Gong, X., Xie, X., Rui, X., & Yue-jia, L. (2010). Psychometric Properties of the chinese versions of DASS-21 in Chinese College Students. Chinese Journal of Clinical Psychology, 18(4), 443–447. https://doi.org/10.16128/j.cnki.1005-3611.2010.04.020
Hayes, S. C. (2016). Acceptance and Commitment Therapy, Relational Frame Theory, and the Third Wave of behavioral and cognitive therapies – republished article. Behavior Therapy, 47(6), 869–885. https://doi.org/10.1016/j.beth.2016.11.006
Hayes, S. C., & Hofmann, S. G. (2018). Process-based CBT: The science and core clinical competencies of cognitive behavioral therapy. New Harbinger.
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
Hayes, S. C., Pistorello, J., & Levin, M. E. (2012). Acceptance and Commitment Therapy as a Unified Model of Behavior Change. The Counseling Psychologist, 40(7), 976–1002. https://doi.org/10.1177/0011000012460836
Hayes, S. C., Strosahl, K. D., & Wilson, K. G. (2002). Review of Acceptance and Commitment Therapy: An Experiential Approach to Behavior Change. Cognitive and Behavioral Practice, 9(2), 164–166. https://doi.org/10.1016/S1077-7229(02)80009-8
Heffner, J. L., McClure, J. B., Mull, K. E., Anthenelli, R. M., & Bricker, J. B. (2015). Acceptance and Commitment Therapy and nicotine patch for smokers with bipolar disorder: Preliminary evaluation of in-person and telephone-delivered treatment. Bipolar Disorders, 17(5), 560–566. https://doi.org/10.1111/bdi.12300
Hofmann, S. G., & Hayes, S. C. (2019). The future of intervention science: Process-based therapy. Clinical Psychological Science, 7(1), 37–50. https://doi.org/10.1177/2167702618772296
Hofstede, G. (1980). Culture’s Consequences: International Differences in Work-Related Values. Sage.
Huff, B. I. (2015). Eudaimonism in the Mencius: Fulfilling the heart. Dao, 14, 403–431. https://doi.org/10.1007/s11712-015-9444-z
Juarascio, A., Shaw, J., Forman, E., Timko, C. A., Herbert, J., Butryn, M., Bunnell, D., Matteucci, A., & Lowe, M. (2013). Acceptance and Commitment Therapy as a Novel treatment for eating Disorders:An initial test of efficacy and mediation. Behavior Modification, 37(4), 459–489. https://doi.org/10.1177/0145445513478633
Kashdan, T. B., Disabato, D. J., Goodman, F. R., Doorley, J. D., & McKnight, P. E. (2020). Understanding psychological flexibility: A multimethod exploration of pursuing valued goals despite the presence of distress. Psychological Assessment, 32(9), 829–850. https://doi.org/10.1037/pas0000834
Landi, G., Pakenham, K. I., Crocetti, E., Grandi, S., & Tossani, E. (2021). The Multidimensional Psychological Flexibility Inventory (MPFI): Discriminant validity of psychological flexibility with distress. Journal of Contextual Behavioral Science, 21, 22–29. https://doi.org/10.1016/j.jcbs.2021.05.004
Lin, Y. Y., Rogge, R. D., & Swanson, D. P. (2020). Cross-cultural flexibility: Validation of the traditional Mandarin, simplified Mandarin, and japanese translations of the Multidimensional Psychological Flexibility Inventory. Journal of Contextual Behavioral Science, 15, 73–84. https://doi.org/10.1016/j.jcbs.2019.11.008
McClure, J. B., Bricker, J., Mull, K., & Heffner, J. L. (2020). Comparative effectiveness of Group-Delivered Acceptance and Commitment Therapy versus cognitive behavioral therapy for Smoking Cessation: A Randomized Controlled Trial. Nicotine & Tobacco Research, 22(3), 354–362. https://doi.org/10.1093/ntr/nty268
Ong, C. W., Pierce, B. G., Petersen, J. M., Barney, J. L., Fruge, J. E., Levin, M. E., & Twohig, M. P. (2020). A psychometric comparison of psychological inflexibility measures: Discriminant validity and item performance. Journal of Contextual Behavioral Science, 18, 34–47. https://doi.org/10.1016/j.jcbs.2020.08.007
Rochefort, C., Baldwin, A. S., & Chmielewski, M. (2018). Experiential avoidance: An examination of the Construct Validity of the AAQ-II and MEAQ. Behavior Therapy, 49(3), 435–449. https://doi.org/10.1016/j.beth.2017.08.008
Rolffs, J. L., Rogge, R. D., & Wilson, K. G. (2018). Disentangling Components of Flexibility via the Hexaflex Model: Development and Validation of the Multidimensional Psychological Flexibility Inventory (MPFI). Assessment, 25(4), 458–482. https://doi.org/10.1177/1073191116645905
Soto, J. A., Perez, C. R., Kim, Y. H., Lee, E. A., & Minnick, M. R. (2011). Is expressive suppression always associated with poorer psychological functioning? A cross-cultural comparison between European Americans and Hong Kong Chinese. Emotion, 11(6), 1450–1455. https://doi.org/10.1037/a0023340
Teng, Z., Pontes, H. M., Nie, Q., Griffiths, M. D., & Guo, C. (2021). Depression and anxiety symptoms associated with internet gaming disorder before and during the COVID-19 pandemic: A longitudinal study. Journal of Behavioral Addictions, 10(1), 169–180. https://doi.org/10.1556/2006.2021.00016
Thomas, K. N., Bardeen, J. R., Witte, T. K., Rogers, T. A., Benfer, N., & Clauss, K. (2021). An Examination of the Factor Structure of the Multidimensional Psychological Flexibility Inventory. Assessment. 10731911211024353. https://doi.org/10.1177/10731911211024353
Twohig, M. P. (2009). The application of Acceptance and Commitment Therapy to Obsessive-Compulsive disorder. Cognitive and Behavioral Practice, 16(1), 18–28. https://doi.org/10.1016/j.cbpra.2008.02.008
Wang, J., & Fang, S. (2023a). Effects of Internet-Based Acceptance and Commitment Therapy (IACT) on adolescents: A systematic review and Meta-analysis. International Journal of Mental Health Promotion, 25(4), 433–448. https://doi.org/10.32604/ijmhp.2023.025304
Wang, J., & Fang, S. (2023b). The relationship between psychological flexibility and depression, anxiety and stress: A latent profile analysis. Psychology Research and Behavior Management, 16, 997–1007. https://doi.org/10.2147/PRBM.S400757
Wang, Y., Yang, T., Miao, X., & Song, G. (2021). The relationship between work during non-working hours and employees’ life satisfaction: The mediating role of psychological detachment and the moderating role of motivation for phone use. Journal of Psychological Science, 44(02), 405–411. https://doi.org/10.16719/j.cnki.1671-6981.20210221
Wicksell, R. K., Olsson, G. L., & Hayes, S. C. (2010). Psychological flexibility as a mediator of improvement in Acceptance and Commitment Therapy for patients with chronic pain following whiplash. European Journal of Pain, 14(10), 1059.
Wolgast, M. (2014). What does the Acceptance and Action Questionnaire (AAQ-II) really measure? Behavior Therapy, 45(6), 831–839. https://doi.org/10.1016/j.beth.2014.07.002
World Health Organization (2020). Process of translation and adaptation of instruments. Retrieved November 1, 2021, From http://www.who.int/substance_abuse/research_tools/translation/en/index.html
Xiong, C., & Xu, Y. (2009). Reliability and validity of the stisfaction with life scale for chinese demos. China Journal of Health Psychology, 17(08), 948–949. https://doi.org/10.13342/j.cnki.cjhp.2009.08.026
Zhang, W., Ji, Y., Li, X., Guo, H., & Zhu, Z. (2014). Reliability and validity of the chinese version of the Cognitive Fusion Questionnaire. Chinese Mental Health Journal, 28(1), 40–46. https://doi.org/10.3969/j.issn.1000-6729.2014.01.007
Zhang, W., Li, X., Chen, G., & Cao, Y. (2021). The relationship between positive parenting and adolescent prosocial behaviour: The mediating role of empathy and the moderating role of the oxytocin receptor gene. Acta Psychologica Sinica, 53(9), 976–991. https://doi.org/10.3724/sp.j.1041.2021.00976
Acknowledgements
We would like to thank the support of Anhui Provincial Women’s Federation and Anhui Provincial Department of Education 2022 Annual Women’s Theory Research Key Project (2022-FNYJ-002), Open Fund Project of Key Laboratory of Philosophy and Social Science of Anhui Province on Adolescent Mental Health and Crisis Intelligence Intervention (SYS2023A01), The University Synergy Innovation Program of Anhui Province (GXXT-2022-101), and Anhui Topnotch Talents of Disciplines in Universities and colleges (Shuanghu Fang).
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This study was funded by the National Social Science Fund of China (grant number 23BSH132).
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Fang, S., Huang, M. & Ding, D. Factor structure and measurement invariance of the Multidimensional Psychological Flexibility Inventory (MPFI) in Chinese samples. Curr Psychol 43, 11673–11687 (2024). https://doi.org/10.1007/s12144-023-05255-z
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DOI: https://doi.org/10.1007/s12144-023-05255-z