Unravelling the intricacies between gaming motivations and internet gaming disorder symptoms in adolescents: a network analysis of 2-year healthy and deteriorating transition profiles

Springer Science and Business Media LLC - Tập 17 - Trang 1-15 - 2023
Shiyun Chen1, Shimin Zhu1
1Department of Applied Social Sciences, The Hong Kong Polytechnic University, Hong Kong, China

Tóm tắt

The increasing prevalence of internet gaming disorder (IGD) among adolescents has become a global concern, while gaming plays a large role in many adolescents’ lives. While prior research emphasised the significance of investigating IGD through an etiological lens, the interconnections between diverse gaming motivations and IGD symptoms in adolescents remain inadequately understood. This study explored the associations between distinct gaming motivations and IGD symptoms by conducting network analysis in adolescents. Data from a two-year longitudinal school-based survey (N = 2148) was utilized. LPA was used to offer a straightforward and interpretable solution for identifying adolescents with two-year healthy and deteriorating transitions of IGD profiles. Subsequently, we conducted a network analysis to explore and compare the associations between gaming motivations and IGD symptoms in adolescents with two-year healthy transition profiles and deteriorating transition profiles. Three profiles were delineated: ‘low IGD’ (T1: n = 808, 37.62%; T2: n = 731; 34.03%), ‘middle IGD’ (T1: n = 1063, 49.49%; T2: n = 1103, 51.35%), and ‘severe IGD’ (T1: n = 277, 12.89%; T2: n = 314, 14.62%), classifying adolescents with healthy transitions and those with deteriorating transitions. Three gaming motivations (i.e., ‘Daily entertainment’, ‘I am good at it’, and ‘Improvement of ability and mindset’) were identified as protective motivations. Two others, ‘Enjoy being in the gaming world’ and ‘Preoccupation’, were identified as bridge nodes in adolescents with deteriorating transitions. Three core nodes (i.e., ‘Sense of victory’, ‘Enjoy being in the gaming world’, and ‘Sense of achievement’) were identified in both adolescents with healthy profile transitions and deteriorating transitions. Findings suggest that not all gaming motivations contribute to the development of IGD in adolescents. Adolescents with deteriorating transitions showed specific gaming motivation and IGD symptom that is closely connected. Future interventions should consider corresponding gaming motivation when addressing IGD among adolescents.

Tài liệu tham khảo

Bäcklund C, Elbe P, Gavelin HM, Sörman DE, Ljungberg JK. Gaming motivations and gaming disorder symptoms: a systematic review and meta-analysis. J Behav Addict. 2022;11(3):667–88. https://doi.org/10.1556/2006.2022.00053 Ballabio M, Griffiths MD, Urbán R, Quartiroli A, Demetrovics Z, Király O. Do gaming motives mediate between psychiatric symptoms and problematic gaming? An empirical survey study. Addict Res Theory. 2017;25(5):397–408. https://doi.org/10.1080/16066359.2017.1305360 Bányai F, Griffiths MD, Demetrovics Z, Király O. The mediating effect of motivations between psychiatric distress and gaming disorder among esport gamers and recreational gamers. Compr Psychiatry. 2019;94: 152117. https://doi.org/10.1016/j.comppsych.2019.152117 Borsboom D. A network theory of mental disorders. World Psychiatry. 2017;16(1):5–13. https://doi.org/10.1002/wps.20375 Borsboom D, Deserno MK, Rhemtulla M, Epskamp S, Fried EI, McNally RJ, Waldorp LJ. Network analysis of multivariate data in psychological science. Nat Rev Methods Primers. 2021;1(1):58. https://doi.org/10.1038/s43586-021-00055-w Burger J, Isvoranu A-M, Lunansky G, Haslbeck JMB, Epskamp S, Hoekstra RHA, Fried EI, Borsboom D, Blanken TF. Reporting standards for psychological network analyses in cross-sectional data. Psychol Methods. 2022. https://doi.org/10.1037/met0000471 Demetrovics Z, Urbán R, Nagygyörgy K, Farkas J, Zilahy D, Mervó B, Reindl A, Ágoston C, Kertész A, Harmath E. Why do you play? The development of the motives for online gaming questionnaire (MOGQ). Behav Res Methods. 2011;43(3):814–25. https://doi.org/10.3758/s13428-011-0091-y Dworak M, Schierl T, Bruns T, Strüder HK. Impact of singular excessive computer game and television exposure on sleep patterns and memory performance of school-aged children. Pediatrics. 2007;120(5):978–85. https://doi.org/10.1542/peds.2007-0476 Epskamp S, Borsboom D, Fried EI. Estimating psychological networks and their accuracy: a tutorial paper. Behav Res Methods. 2018;50:195–212. Epskamp S, Cramer AO, Waldorp LJ, Schmittmann VD, Borsboom D. qgraph: network visualizations of relationships in psychometric data. J Stat Softw. 2012;48:1–18. Ewoldsen DR, Eno CA, Okdie BM, Velez JA, Guadagno RE, DeCoster J. Effect of playing violent video games cooperatively or competitively on subsequent cooperative behavior. Cyberpsychol Behav Soc Netw. 2012;15(5):277–80. https://doi.org/10.1089/cyber.2011.0308 Faulkner G, Irving H, Adlaf EM, Turner N. Subtypes of adolescent video gamers: a latent class analysis. Int J Ment Heal Addict. 2015;13(1):1–18. https://doi.org/10.1007/s11469-014-9501-6. Gao Y-X, Wang J-Y, Dong G-H. The prevalence and possible risk factors of internet gaming disorder among adolescents and young adults: systematic reviews and meta-analyses. J Psychiatr Res. 2022;154:35–43. https://doi.org/10.1016/j.jpsychires.2022.06.049. Gentile DA, Choo H, Liau A, Sim T, Li D, Fung D, Khoo A. Pathological video game use among youths: a two-year longitudinal study. Pediatrics. 2011;127(2):e319–29. https://doi.org/10.1542/peds.2010-1353. Goldfield GS, Kenny GP, Hadjiyannakis S, Phillips P, Alberga AS, Saunders TJ, Tremblay MS, Malcolm J, Prud’homme D, Gougeon R, Sigal RJ. Video game playing is independently associated with blood pressure and lipids in overweight and obese adolescents. PLoS ONE. 2011;6(11):e26643. https://doi.org/10.1371/journal.pone.0026643. Gomez R, Stavropoulos V, Tullett-Prado D, Schivinski B, Chen W. Network analyses of internet gaming disorder symptoms and their links with different types of motivation. BMC Psychiatry. 2022;22(1):76. https://doi.org/10.1186/s12888-022-03708-6. Halbrook YJ, O’Donnell AT, Msetfi RM. When and how video games can be good: a review of the positive effects of video games on well-being. Perspect Psychol Sci. 2019;14(6):1096–104. https://doi.org/10.1177/1745691619863807. Haslbeck J, Waldorp LJ. mgm: Estimating time-varying mixed graphical models in high-dimensional data. arXiv. 2015. https://doi.org/10.48550/arXiv.1510.06871. Haslbeck JMB, Waldorp LJ. How well do network models predict observations? On the importance of predictability in network models. Behav Res Methods. 2018;50(2):853–61. https://doi.org/10.3758/s13428-017-0910-x. Hastie T, Tibshirani R, Wainwright M. Statistical learning with sparsity: the lasso and generalizations. Boca Raton: CRC Press; 2015. Higgins ET. Self-discrepancy: a theory relating self and affect. Psychol Rev. 1987;94(3):319–40. Howard MC, Hoffman ME. Variable-centered, person-centered, and person-specific approaches: where theory meets the method. Organ Res Methods. 2018;21(4):846–76. https://doi.org/10.1177/1094428117744021. Hull KB. Computer/video games as a play therapy tool in reducing emotional disturbances in children (Publication No. 263) [Doctoral dissertation, Liberty University]. https://digitalcommons.liberty.edu/doctoral/263/. Accessed 17 Oct 2023. Jones PJ, Mair P, McNally RJ. Visualizing psychological networks: a tutorial in R. Front Psychol. 2018;9:1742. https://doi.org/10.3389/fpsyg.2018.01742. Király O, Koncz P, Griffiths MD, Demetrovics Z. Gaming disorder: a summary of its characteristics and aetiology. Compr Psychiatry. 2023;122:152376. https://doi.org/10.1016/j.comppsych.2023.152376. Király O, Urbán R, Griffiths MD, Ágoston C, Nagygyörgy K, Kökönyei G, Demetrovics Z. The mediating effect of gaming motivation between psychiatric symptoms and problematic online gaming: an online survey. J Med Internet Res. 2015;17(4):e88. https://doi.org/10.2196/jmir.3515. Krossbakken E, Pallesen S, Mentzoni RA, King DL, Molde H, Finserås TR, Torsheim T. A cross-lagged study of developmental trajectories of video game engagement, addiction, and mental health. Front Psychol. 2018;9:2239. https://doi.org/10.3389/fpsyg.2018.02239. Lanza ST, Bray BC, Collins LM. An introduction to latent class and latent transition analysis. Handb Psychol. 2013;2:691–716. Lee JW, Chung H. A multivariate latent class profile analysis for longitudinal data with a latent group variable. Commun Stat Appl Methods. 2020;27(1):15–35. https://doi.org/10.29220/CSAM.2020.27.1.015. Lee WY. Understanding problematic use of massively multiplayer online games: instrument development and theoretical model testing [Doctoral dissertation, Hong Kong Baptist University]. https://scholars.hkbu.edu.hk/en/studentTheses/understanding-problematic-use-of-massively-multiplayer-online-gam. Accessed 17 Oct 2023. Leménager T, Gwodz A, Richter A, Reinhard I, Kämmerer N, Sell M, Mann K. Self-concept deficits in massively multiplayer online role-playing games addiction. Eur Addict Res. 2013;19(5):227–34. https://doi.org/10.1159/000345458. Lemmens JS, Valkenburg PM, Peter J. Development and validation of a game addiction scale for adolescents. Media Psychol. 2009;12(1):77–95. https://doi.org/10.1080/15213260802669458. Liu D, Lemmens J, Hong X, Li B, Hao J, Yue Y. A network analysis of internet gaming disorder symptoms. Psychiatry Res. 2022;311:114507. https://doi.org/10.1016/j.psychres.2022.114507. Mihara S, Higuchi S. Cross-sectional and longitudinal epidemiological studies of internet gaming disorder: a systematic review of the literature. Psychiatry Clin Neurosci. 2017;71(7):425–44. https://doi.org/10.1111/pcn.12532. Muthén B, Muthén L. Handbook of item response theory. Boca Raton: Chapman and Hall/CRC; 2017. p. 507–18. Peel D, McLachlan GJ. Robust mixture modelling using the t distribution. Stat Comput. 2000;10(4):339–48. https://doi.org/10.1023/A:1008981510081. Przybylski AK, Mishkin AF. How the quantity and quality of electronic gaming relates to adolescents’ academic engagement and psychosocial adjustment. Psychol Pop Media Cult. 2016;5(2):145–56. https://doi.org/10.1037/ppm0000070. Russoniello CV, O’Brien K, Parks JM. The effectiveness of casual video games in improving mood and decreasing stress. J Cyberther Rehabil. 2009;2(1):53–66. Ryan RM, Rigby CS, Przybylski A. The motivational pull of video games: a self-determination theory approach. Motiv Emot. 2006;30(4):344–60. https://doi.org/10.1007/s11031-006-9051-8. Scerri M, Anderson A, Stavropoulos V, Hu E. Need fulfilment and internet gaming disorder: a preliminary integrative model. Addict Behav Rep. 2019;9:100144. https://doi.org/10.1016/j.abrep.2018.100144. Snodgrass JG, Lacy MG, Dengah HJF, Eisenhauer S, Batchelder G, Cookson RJ. A vacation from your mind: problematic online gaming is a stress response. Comput Hum Behav. 2014;38:248–60. https://doi.org/10.1016/j.chb.2014.06.004. Spurk D, Hirschi A, Wang M, Valero D, Kauffeld S. Latent profile analysis: a review and “how to” guide of its application within vocational behavior research. J Vocat Behav. 2020;120:103445. https://doi.org/10.1016/j.jvb.2020.103445. Stavropoulos V, Baynes KL, O’Farrel DL, Gomez R, Mueller A, Yucel M, Griffiths M. Inattention and disordered gaming: does culture matter? Psychiatr Q. 2020;91(2):333–48. https://doi.org/10.1007/s11126-019-09702-8 Stavropoulos V, Gomez R, Mueller A, Yucel M, Griffiths M. User-avatar bond profiles: how do they associate with disordered gaming? Addict Behav. 2020;103:106245. https://doi.org/10.1016/j.addbeh.2019.106245 Tibshirani R. Regression shrinkage and selection via the lasso. J Roy Stat Soc: Ser B. 1996;58(1):267–88. https://doi.org/10.1111/j.2517-6161.1996.tb02080.x van Rooij AJ, Ferguson CJ, Colder Carras M, Kardefelt-Winther D, Shi J, Aarseth E, Bean AM, Bergmark KH, Brus A, Coulson M, Deleuze J, Dullur P, Dunkels E, Edman J, Elson M, Etchells PJ, Fiskaali A, Granic I, Jansz J, Przybylski AK. A weak scientific basis for gaming disorder: let us err on the side of caution. J Behav Addict. 2018;7(1):1–9. https://doi.org/10.1556/2006.7.2018.19 van Rooij AJ, Schoenmakers TM, Vermulst AA, Van Den Eijnden RJJM, Van De Mheen D. Online video game addiction: identification of addicted adolescent gamers. Addiction. 2011;106(1):205–12. https://doi.org/10.1111/j.1360-0443.2010.03104.x Wack E, Tantleff-Dunn S. Relationships between electronic game play, obesity, and psychosocial functioning in young men. Cyberpsychol Behav. 2009;12(2):241–4. https://doi.org/10.1089/cpb.2008.0151 Wang H-Y, Cheng C. The associations between gaming motivation and internet gaming disorder: systematic review and meta-analysis. JMIR Mental Health. 2022;9(2):e23700. https://doi.org/10.2196/23700 Yee N. Motivations for play in online games. Cyberpsychol Behav. 2006;9(6):772–5. https://doi.org/10.1089/cpb.2006.9.772 Zhu S, Zhuang Y, Lee P, Li JC-M, Wong PWC. Leisure and problem gaming behaviors among children and adolescents during school closures caused by COVID-19 in Hong Kong: quantitative cross-sectional survey study. JMIR Serious Games. 2021;9(2):e26808. https://doi.org/10.2196/26808 Zhuang X, Zhang Y, Tang X, Ng TK, Lin J, Yang X. Longitudinal modifiable risk and protective factors of internet gaming disorder: a systematic review and meta-analysis. J Behav Addict. 2023. https://doi.org/10.1556/2006.2023.00017