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Published in: Journal of Gambling Studies 2/2017

Open Access 01-06-2017 | Original Paper

GamTest: Psychometric Evaluation and the Role of Emotions in an Online Self-Test for Gambling Behavior

Authors: Jakob Jonsson, Ingrid Munck, Rachel Volberg, Per Carlbring

Published in: Journal of Gambling Studies | Issue 2/2017

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Abstract

Recent increases in the number of online gambling sites have made gambling more available, which may contribute to an increase in gambling problems. At the same time, online gambling provides opportunities to introduce measures intended to prevent problem gambling. GamTest is an online test of gambling behavior that provides information that can be used to give players individualized feedback and recommendations for action. The aim of this study is to explore the dimensionality of GamTest and validate it against the Problem Gambling Severity Index (PGSI) and the gambler’s own perceived problems. A recent psychometric approach, exploratory structural equation modeling (ESEM) is used. Well-defined constructs are identified in a two-step procedure fitting a traditional exploratory factor analysis model as well as a so-called bifactor model. Using data collected at four Nordic gambling sites in the autumn of 2009 (n = 10,402), the GamTest ESEM analyses indicate high correspondence with the players’ own understanding of their problems and with the PGSI, a validated measure of problem gambling. We conclude that GamTest captures five dimensions of problematic gambling (i.e., overconsumption of money and time, and monetary, social and emotional negative consequences) with high reliability, and that the bifactor approach, composed of a general factor and specific residual factors, reproduces all these factors except one, the negative consequences emotional factor, which contributes to the dominant part of the general factor. The results underscore the importance of tailoring feedback and support to online gamblers with a particular focus on how to handle emotions in relation to their gambling behavior.
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Footnotes
1
Thinking about the last three months, do you consider you have any problems with your gambling? The answer format ranging from 0 “Does not apply at all” to 10 “Applies completely”.
 
Literature
go back to reference Abbott, M. W., Bellringer, M., Vandal, A., Hodgins, D. C., Palmer Du Preez, K., Landon, J., Feigin, V. (2012). Effectiveness of problem gambling brief telephone interventions: A randomised controlled trial. Retrieved from Ministry of Health Wellington. Abbott, M. W., Bellringer, M., Vandal, A., Hodgins, D. C., Palmer Du Preez, K., Landon, J., Feigin, V. (2012). Effectiveness of problem gambling brief telephone interventions: A randomised controlled trial. Retrieved from Ministry of Health Wellington.
go back to reference American Psychiatric Association. (1980). Diagnostic and statistical manual of mental disorders (3rd ed.). Washington, DC: American Psychiatric Association. American Psychiatric Association. (1980). Diagnostic and statistical manual of mental disorders (3rd ed.). Washington, DC: American Psychiatric Association.
go back to reference Asparouhov, T., & Muthén, B. (2009). Exploratory structural equation modeling. Structural Equation Modeling: A Multidisciplinary Journal, 16, 397–438.CrossRef Asparouhov, T., & Muthén, B. (2009). Exploratory structural equation modeling. Structural Equation Modeling: A Multidisciplinary Journal, 16, 397–438.CrossRef
go back to reference Browne, M., Langham, E., Rawat, V., Greer, N., Li, E., Rose, J., et al. (2016). Assessing gambling-related harm in Victoria: A public health perspective. Melbourne: Victorian Responsible Gambling Foundation. Browne, M., Langham, E., Rawat, V., Greer, N., Li, E., Rose, J., et al. (2016). Assessing gambling-related harm in Victoria: A public health perspective. Melbourne: Victorian Responsible Gambling Foundation.
go back to reference Canale, N., Vieno, A., & Griffiths, M. D. (2016). The extent and distribution of gambling-related harms and the prevention paradox in a British population survey. Journal of Behavioral Addictions, 5(2), 204–212.CrossRefPubMedPubMedCentral Canale, N., Vieno, A., & Griffiths, M. D. (2016). The extent and distribution of gambling-related harms and the prevention paradox in a British population survey. Journal of Behavioral Addictions, 5(2), 204–212.CrossRefPubMedPubMedCentral
go back to reference Cosgrave, J. (2006). The sociology of risk and gambling reader (J. Cosgrave Ed.). New York, NY: Routledge. Cosgrave, J. (2006). The sociology of risk and gambling reader (J. Cosgrave Ed.). New York, NY: Routledge.
go back to reference Danial-Saad, A., Kuflik, T., Tamar Weiss, P. L., & Schreuer, N. (2013). Building an ontology for assistive technology using the Delphi method. Disability and Rehabilitation: Assistive Technology, 8, 275–286.CrossRefPubMed Danial-Saad, A., Kuflik, T., Tamar Weiss, P. L., & Schreuer, N. (2013). Building an ontology for assistive technology using the Delphi method. Disability and Rehabilitation: Assistive Technology, 8, 275–286.CrossRefPubMed
go back to reference Evans, L., Delfabbro, P.H. (2005) Motivators for Change and Barriers to Help-Seeking in Australian Problem Gamblers. Journal of Gambling Studies, 21(2), Summer 2005 (Ó 2005) 10.1007/s10899-005-3029-4 Evans, L., Delfabbro, P.H. (2005) Motivators for Change and Barriers to Help-Seeking in Australian Problem Gamblers. Journal of Gambling Studies, 21(2), Summer 2005 (Ó 2005) 10.​1007/​s10899-005-3029-4
go back to reference Ferris, J., and Wynne, H. (2001). The Canadian problem gambling index: Final report. Ottawa: Canadian Centre on Substance Abuse. Ferris, J., and Wynne, H. (2001). The Canadian problem gambling index: Final report. Ottawa: Canadian Centre on Substance Abuse.
go back to reference Gainsbury, S. M., Liub, Y., Russell, A. M. T., & Teichert, T. (2016). Is all internet gambling equally problematic? Considering the relationship between mode of access and gambling problems. Computers in Human Behavior, 55(2016), 717–728.CrossRef Gainsbury, S. M., Liub, Y., Russell, A. M. T., & Teichert, T. (2016). Is all internet gambling equally problematic? Considering the relationship between mode of access and gambling problems. Computers in Human Behavior, 55(2016), 717–728.CrossRef
go back to reference Gerstein, D., Hoffmann, J., Larison, C., Laszlo, E., Murphy, S., Palmer, A., et al. (1999). Gambling Impact and Behavior Study: Report to the National Gambling Impact Study Commission. Chicago: National Opinion Research Center at the University of Chicago. Gerstein, D., Hoffmann, J., Larison, C., Laszlo, E., Murphy, S., Palmer, A., et al. (1999). Gambling Impact and Behavior Study: Report to the National Gambling Impact Study Commission. Chicago: National Opinion Research Center at the University of Chicago.
go back to reference Goffman, E. (1967). Where the action is. Interaction ritual. Garden City: Anchor Books. Goffman, E. (1967). Where the action is. Interaction ritual. Garden City: Anchor Books.
go back to reference Griffiths, M. D. (2003). Internet gambling: Issues, concerns and recommendations. CyberPsychology & Behavior, 6, 557–568.CrossRef Griffiths, M. D. (2003). Internet gambling: Issues, concerns and recommendations. CyberPsychology & Behavior, 6, 557–568.CrossRef
go back to reference Hochschild, A. R. (1983). The managed heart: The commercialization of human feeling. Berkeley: University of California Press. Hochschild, A. R. (1983). The managed heart: The commercialization of human feeling. Berkeley: University of California Press.
go back to reference Hodgins, D. C., Stea, J. N., & Grant, J. E. (2011). Gambling disorders. Lancet, 378(9806), 1874–1884.CrossRefPubMed Hodgins, D. C., Stea, J. N., & Grant, J. E. (2011). Gambling disorders. Lancet, 378(9806), 1874–1884.CrossRefPubMed
go back to reference Jacobs, D. F. (1989). A general theory of addictions: Rationale for and evidence supporting a new approach for understanding and treating addictive behaviors. In H. J. Schaffer, S. A. Stein, B. Gambino, & T. N. Cummings (Eds.), Compulsive gambling. Theory, research and practice. Lexington: Lexington books. Jacobs, D. F. (1989). A general theory of addictions: Rationale for and evidence supporting a new approach for understanding and treating addictive behaviors. In H. J. Schaffer, S. A. Stein, B. Gambino, & T. N. Cummings (Eds.), Compulsive gambling. Theory, research and practice. Lexington: Lexington books.
go back to reference Jonsson, J. (2012). Internet poker in Sweden 2007. In R. J. Williams, R. T. Wood & J. Parke (Eds.), Routledge international handbook of internet gambling. Abindong, Oxon; Routledge. Jonsson, J. (2012). Internet poker in Sweden 2007. In R. J. Williams, R. T. Wood & J. Parke (Eds.), Routledge international handbook of internet gambling. Abindong, Oxon; Routledge.
go back to reference Lambe, L., Mackinnon, S. P., & Stewart, S. H. (2015). Validation of the gambling motives questionnaire in emerging adults. Journal of Gambling Studies, 31, 867–885.CrossRefPubMed Lambe, L., Mackinnon, S. P., & Stewart, S. H. (2015). Validation of the gambling motives questionnaire in emerging adults. Journal of Gambling Studies, 31, 867–885.CrossRefPubMed
go back to reference Lesieur, H. R., & Blume, S. B. (1987). The South Oaks Gambling Screen (SOGS): A new instrument for the identification of pathological gamblers. American Journal of Psychiatry, 144, 1184–1188.CrossRefPubMed Lesieur, H. R., & Blume, S. B. (1987). The South Oaks Gambling Screen (SOGS): A new instrument for the identification of pathological gamblers. American Journal of Psychiatry, 144, 1184–1188.CrossRefPubMed
go back to reference MacLaren, V., Ellery, M., & Knoll, T. (2014). Personality, gambling motives and cognitive distortions in electronic gambling machine players. Personality and Individual Differences, 73, 24–28.CrossRef MacLaren, V., Ellery, M., & Knoll, T. (2014). Personality, gambling motives and cognitive distortions in electronic gambling machine players. Personality and Individual Differences, 73, 24–28.CrossRef
go back to reference Marsh, H. W., Lüdtke, O., Muthén, B., Asparouhov, T., Morin, A. J., Trautwein, U., et al. (2010). A new look at the big five factor structure through exploratory structural equation modeling. Psychological Assessment, 22(3), 471–491.CrossRefPubMed Marsh, H. W., Lüdtke, O., Muthén, B., Asparouhov, T., Morin, A. J., Trautwein, U., et al. (2010). A new look at the big five factor structure through exploratory structural equation modeling. Psychological Assessment, 22(3), 471–491.CrossRefPubMed
go back to reference Marsh, H. W., Morin, A. J. S., Parker, P. D., & Kaur, G. (2014). Exploratory structural equation modeling: An integration of the best features of exploratory and confirmatory factor analysis. Annual Review of Clinical Psychology, 10, 85–110.CrossRefPubMed Marsh, H. W., Morin, A. J. S., Parker, P. D., & Kaur, G. (2014). Exploratory structural equation modeling: An integration of the best features of exploratory and confirmatory factor analysis. Annual Review of Clinical Psychology, 10, 85–110.CrossRefPubMed
go back to reference Matthews, N., Farnsworth, B., & Griffiths, M. D. (2009). A pilot study of problem gambling among student online gamblers: mood states as predictors of problematic behavior. CyberPsychology and Behavior, 12, 741–745.CrossRefPubMed Matthews, N., Farnsworth, B., & Griffiths, M. D. (2009). A pilot study of problem gambling among student online gamblers: mood states as predictors of problematic behavior. CyberPsychology and Behavior, 12, 741–745.CrossRefPubMed
go back to reference McCready, J., & Adlaf, E. (2006). Performance and Enhancement of the Canadian Problem Gambling Index (CPGI): Report and Recommendations. Retrieved from Canadian consortium for gambling research. McCready, J., & Adlaf, E. (2006). Performance and Enhancement of the Canadian Problem Gambling Index (CPGI): Report and Recommendations. Retrieved from Canadian consortium for gambling research.
go back to reference Morin, A. J., Arens, K., & Marsh, H. W. (2016). A bifactor exploratory structural equation modeling framework for the identification of distinct sources of construct-relevant psychometric multidimensionality. Structural Equation Modeling: A Multidisciplinary Journal, 23(1), 116–139. doi:10.1080/10705511.2014.961800.CrossRef Morin, A. J., Arens, K., & Marsh, H. W. (2016). A bifactor exploratory structural equation modeling framework for the identification of distinct sources of construct-relevant psychometric multidimensionality. Structural Equation Modeling: A Multidisciplinary Journal, 23(1), 116–139. doi:10.​1080/​10705511.​2014.​961800.CrossRef
go back to reference Morin, A. J., Tran, A., & Caci, H. (2013). Factorial validity of the ADHD adult symptom rating scale in a French community sample: Results from the ChiP-ARDS study. Journal of Attention Disorders. doi:10.1177/1087054713488825. Morin, A. J., Tran, A., & Caci, H. (2013). Factorial validity of the ADHD adult symptom rating scale in a French community sample: Results from the ChiP-ARDS study. Journal of Attention Disorders. doi:10.​1177/​1087054713488825​.
go back to reference Muthén, L. K., Muthén, B. O. (1998–2015). Mplus User’s Guide 7th Edition. Los Angeles: Muthén and Muthén Muthén, L. K., Muthén, B. O. (1998–2015). Mplus User’s Guide 7th Edition. Los Angeles: Muthén and Muthén
go back to reference Neal, P., Delfabbro, P. H., & O’Neill, M. (2005). Problem gambling and harm: Towards a national definition. Retrieved from Melbourne: Gambling Research Australia. Neal, P., Delfabbro, P. H., & O’Neill, M. (2005). Problem gambling and harm: Towards a national definition. Retrieved from Melbourne: Gambling Research Australia.
go back to reference Petry, N. M., Stinson, F. S., & Grant, B. F. (2005). Comorbidity of DSM-IV pathological gambling and other psychiatric disorders: Results from the national epidemiologic survey on alcohol and related conditions. Journal of Clinical Psychiatry, 66(5), 564–574.CrossRefPubMed Petry, N. M., Stinson, F. S., & Grant, B. F. (2005). Comorbidity of DSM-IV pathological gambling and other psychiatric disorders: Results from the national epidemiologic survey on alcohol and related conditions. Journal of Clinical Psychiatry, 66(5), 564–574.CrossRefPubMed
go back to reference Productivity Commission. (2010). Gambling (No. 50, p. 26). Report. Productivity Commission. (2010). Gambling (No. 50, p. 26). Report.
go back to reference Public Health Agency of Sweden (2016). Gambling and gambling problems in Sweden 2008-2010. Swedish Longitudinal Gambling Study SWELOGS. Findings from wave one and wave two. Östersund. ISBN 978-91-7603-643-3. Public Health Agency of Sweden (2016). Gambling and gambling problems in Sweden 2008-2010. Swedish Longitudinal Gambling Study SWELOGS. Findings from wave one and wave two. Östersund. ISBN 978-91-7603-643-3.
go back to reference Raykov, T., Marcoulides, G. A., & Tong, B. (2016). Do two or more multicomponent instruments measure the same construct? Testing construct congruence using latent variable modeling. Educational and Psychological Measurement. doi:10.1177/0013164416629714. Raykov, T., Marcoulides, G. A., & Tong, B. (2016). Do two or more multicomponent instruments measure the same construct? Testing construct congruence using latent variable modeling. Educational and Psychological Measurement. doi:10.​1177/​0013164416629714​.
go back to reference Reise, S. P., Morizot, J., & Hays, R. D. (2007). The role of the bifactor model in resolving dimensionality issues in health outcomes measures. Quality of Life Research, 16(Suppl), 19–31.CrossRefPubMed Reise, S. P., Morizot, J., & Hays, R. D. (2007). The role of the bifactor model in resolving dimensionality issues in health outcomes measures. Quality of Life Research, 16(Suppl), 19–31.CrossRefPubMed
go back to reference Rose, G. (1985). Sick individuals and sick populations. International Journal of Epidemiology, 14(1), 32–38.CrossRefPubMed Rose, G. (1985). Sick individuals and sick populations. International Journal of Epidemiology, 14(1), 32–38.CrossRefPubMed
go back to reference Slutske, W. S. (2006). Natural recovery and treatment-seeking in pathological gambling: Results of two U.S. national surveys. American Journal of Psychiatry, 163(2), 297–302.CrossRefPubMed Slutske, W. S. (2006). Natural recovery and treatment-seeking in pathological gambling: Results of two U.S. national surveys. American Journal of Psychiatry, 163(2), 297–302.CrossRefPubMed
go back to reference Slutske, W. S., Moffitt, T. E., Poulton, R., & Caspi, A. (2012). Undercontrolled temperament at age 3 predicts disordered gambling at age 32: A longitudinal study of a complete birth cohort. Psychological Science, 23(5), 510–516.CrossRefPubMedPubMedCentral Slutske, W. S., Moffitt, T. E., Poulton, R., & Caspi, A. (2012). Undercontrolled temperament at age 3 predicts disordered gambling at age 32: A longitudinal study of a complete birth cohort. Psychological Science, 23(5), 510–516.CrossRefPubMedPubMedCentral
go back to reference Stewart, S. H., & Zack, M. (2008). Development and psychometric evaluation of a three-dimensional Gambling Motives Questionnaire. Addiction, 103, 1110–1117.CrossRefPubMed Stewart, S. H., & Zack, M. (2008). Development and psychometric evaluation of a three-dimensional Gambling Motives Questionnaire. Addiction, 103, 1110–1117.CrossRefPubMed
go back to reference Stinchfield, R., McCready, J., & Turner, N. (2012). A comprehensive review of problem gambling screens and scales for online self-assessment. Toronto: Ontario Problem Gambling Research Centre. Stinchfield, R., McCready, J., & Turner, N. (2012). A comprehensive review of problem gambling screens and scales for online self-assessment. Toronto: Ontario Problem Gambling Research Centre.
go back to reference Suurvali, H., Hodgins, D. C., & Cunningham, J. A. (2010). Motivators for resolving or seeking help for gambling problems: a review of the empirical literature. Journal of Gambling Studies, 26(1), 1–33.CrossRefPubMed Suurvali, H., Hodgins, D. C., & Cunningham, J. A. (2010). Motivators for resolving or seeking help for gambling problems: a review of the empirical literature. Journal of Gambling Studies, 26(1), 1–33.CrossRefPubMed
go back to reference Suurvali, H., Hodgins, D. C., Toneatto, T., & Cunningham, J. A. (2012). Motivators for seeking gambling-related treatment among ontario problem gamblers. Journal of Gambling Studies, 28, 273–296.CrossRefPubMed Suurvali, H., Hodgins, D. C., Toneatto, T., & Cunningham, J. A. (2012). Motivators for seeking gambling-related treatment among ontario problem gamblers. Journal of Gambling Studies, 28, 273–296.CrossRefPubMed
go back to reference Toce-Gerstein, M., Gerstein, D. R., & Volberg, R. A. (2003). A hierachy of gambling disorders in the community. Addiction Des, 98(12), 1661–1672.CrossRef Toce-Gerstein, M., Gerstein, D. R., & Volberg, R. A. (2003). A hierachy of gambling disorders in the community. Addiction Des, 98(12), 1661–1672.CrossRef
go back to reference Turner, J. H., & Stets, J. E. (2006). Sociological theories of human emotions. Annual Review of Sociology, 32, 25–52.CrossRef Turner, J. H., & Stets, J. E. (2006). Sociological theories of human emotions. Annual Review of Sociology, 32, 25–52.CrossRef
go back to reference Wardle, H., Moody, A., Spence, S., Orford, J., Volberg, R., Jotangia, D., et al. (2011). British gambling prevalence survey 2010. London: The Stationery Office. Wardle, H., Moody, A., Spence, S., Orford, J., Volberg, R., Jotangia, D., et al. (2011). British gambling prevalence survey 2010. London: The Stationery Office.
go back to reference Williams, R. J., Hann, R. G., Schopflocher, D., West, B., McLaughlin, P., White, N., et al. (2015). Quinte longitudinal study of gambling and problem gambling. Retrieved from Ontario Problem Gambling Research Centre. Guelph, Ontario: http://hdl.handle.net/10133/3641 Williams, R. J., Hann, R. G., Schopflocher, D., West, B., McLaughlin, P., White, N., et al. (2015). Quinte longitudinal study of gambling and problem gambling. Retrieved from Ontario Problem Gambling Research Centre. Guelph, Ontario: http://​hdl.​handle.​net/​10133/​3641
go back to reference Williams, R. J., Volberg, R. A., & Stevens, R. M. G. (2012a). The population prevalence of problem gambling: Methodological influences, standardized rates, jurisdictional differences, and worldwide trends. Report prepared for the Ontario Problem Gambling Research Centre and the Ontario Ministry of Health and Long Term Care. http://hdl.handle.net/10133/3068. Williams, R. J., Volberg, R. A., & Stevens, R. M. G. (2012a). The population prevalence of problem gambling: Methodological influences, standardized rates, jurisdictional differences, and worldwide trends. Report prepared for the Ontario Problem Gambling Research Centre and the Ontario Ministry of Health and Long Term Care. http://​hdl.​handle.​net/​10133/​3068.
go back to reference Williams, R. J., West, B. L., & Simpson, R. I. (2012b). Prevention of problem gambling: A comprehensive review of the evidence, and identified best practices. Ontario: The Ontario Problem Gambling Research Centre. Williams, R. J., West, B. L., & Simpson, R. I. (2012b). Prevention of problem gambling: A comprehensive review of the evidence, and identified best practices. Ontario: The Ontario Problem Gambling Research Centre.
go back to reference Wood, T. A., Griffiths, M. D., & Parke, J. (2007). Acquisition, development, and maintenance of online poker playing in a student sample. CyberPsychology and Behavior, 10, 354–361.CrossRefPubMed Wood, T. A., Griffiths, M. D., & Parke, J. (2007). Acquisition, development, and maintenance of online poker playing in a student sample. CyberPsychology and Behavior, 10, 354–361.CrossRefPubMed
Metadata
Title
GamTest: Psychometric Evaluation and the Role of Emotions in an Online Self-Test for Gambling Behavior
Authors
Jakob Jonsson
Ingrid Munck
Rachel Volberg
Per Carlbring
Publication date
01-06-2017
Publisher
Springer US
Published in
Journal of Gambling Studies / Issue 2/2017
Electronic ISSN: 1573-3602
DOI
https://doi.org/10.1007/s10899-017-9676-4

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