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Published in: Journal of Gambling Studies 3/2013

01-09-2013 | Original Paper

A Taxometric Analysis of Problem Gambling Data from a South African National Urban Sample

Authors: Harold Kincaid, Reza Daniels, Andrew Dellis, Andre Hofmeyr, Jacques Rousseau, Carla Sharp, Don Ross

Published in: Journal of Gambling Studies | Issue 3/2013

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Abstract

We investigate the question whether problem gambling (PG) in a recent South African sample, as measured by the Problem Gambling Severity Index (PGSI), is dimensional or categorical. We use two taxometric procedures, Mean Above Minus Below A Cut (MAMBAC) and Maxim Covariance (MAXCOV), to investigate the taxonic structure of PG as constructed by the PGSI. Data are from the 2010 South African National Urban Prevalence Study of Gambling Behavior. A representative sample of the urban adult population in South Africa (N = 3,000). Responses are to the 9 item PGSI. MAMBAC provided positive but modest evidence that PG as measured by the PGSI was taxonic. MAXCOV pointed more strongly to the same conclusion. These analyses also provide evidence that a PGSI cutoff score of 10 rather than the standard 8 may be called for. PG as constructed by the PGSI may best be thought of as categorical, but further studies with more theory based measurements are needed to determine whether this holds in a wider range of samples and for other screens. A higher cutoff score may be called for on the PGSI when it is used for research purposes to avoid false positives.
Footnotes
1
This rate of severe gambling problems in our population sample is higher than in studies in other countries. Prevalence of disorders related to self-control in general are thought to be abnormally high in South Africa by comparison with global prevalence estimates, most of which are derived from much wealthier countries with superior social support infrastructure. See Ellis et al. (2011) for an overview.
 
2
Further details of the specification of the algorithm and the results obtained are available from the authors upon request.
 
Literature
go back to reference Ahmed, A. O., Green, B. A., Clark, C. B., Stahl, K. C., & McFarland, M. E. (2011). Latent structure of unipolar and bipolar mood symptoms. Bipolar Disorders, 2011(13), 522–536.CrossRef Ahmed, A. O., Green, B. A., Clark, C. B., Stahl, K. C., & McFarland, M. E. (2011). Latent structure of unipolar and bipolar mood symptoms. Bipolar Disorders, 2011(13), 522–536.CrossRef
go back to reference Blaszczynski, A., & Nower, L. (2002). A pathways model of problem and pathological gambling. Addiction, 97(5), 487–499.PubMedCrossRef Blaszczynski, A., & Nower, L. (2002). A pathways model of problem and pathological gambling. Addiction, 97(5), 487–499.PubMedCrossRef
go back to reference Braverman, J., LaBrie, R. A., & Shaffer, H. J. (2011). A taxometric analysis of actual internet sports gambling behavior. Psychological Assessment, 23(1), 234–244. Braverman, J., LaBrie, R. A., & Shaffer, H. J. (2011). A taxometric analysis of actual internet sports gambling behavior. Psychological Assessment, 23(1), 234–244.
go back to reference Custer, R. L., & Custer, L. F. (1978). Characteristics of the recovering compulsive gambler. Paper presented at the Fourth Annual Conference on Problem Gambling, Reno, Nevada. Custer, R. L., & Custer, L. F. (1978). Characteristics of the recovering compulsive gambler. Paper presented at the Fourth Annual Conference on Problem Gambling, Reno, Nevada.
go back to reference Denson, T., & Earleywine, M. (2006). Pothead or pot smoker? A taxometric investigation of cannabis dependence. Substance Abuse Treatment, Prevention and Policy, 1, 22–27.CrossRef Denson, T., & Earleywine, M. (2006). Pothead or pot smoker? A taxometric investigation of cannabis dependence. Substance Abuse Treatment, Prevention and Policy, 1, 22–27.CrossRef
go back to reference Ellis, G., Stein, D., Thomas, K., & Meintjes, E. (2011). Substance use and abuse in South Africa: Insights from brain and behavioral sciences. Cape Town: UCT Press. Ellis, G., Stein, D., Thomas, K., & Meintjes, E. (2011). Substance use and abuse in South Africa: Insights from brain and behavioral sciences. Cape Town: UCT Press.
go back to reference Ferris, J., & Wynne, H. (2001). The Canadian Problem Gambling Index: Final report. Ottawa: Canadian Centre on Substance Abuse. Ferris, J., & Wynne, H. (2001). The Canadian Problem Gambling Index: Final report. Ottawa: Canadian Centre on Substance Abuse.
go back to reference Ginestet, C., Mitchell, K., & Wellman, N. (2008). Taxometric investigation of the latent structure of nicotine dependence: An epidemiological sample. Nicotine & Tobacco Research, 10, 833–841.CrossRef Ginestet, C., Mitchell, K., & Wellman, N. (2008). Taxometric investigation of the latent structure of nicotine dependence: An epidemiological sample. Nicotine & Tobacco Research, 10, 833–841.CrossRef
go back to reference Grove, W. M. (2004). The MAXSLOPE taxometric procedure: Mathematical derivation, parameter estimation, consistency tests. Psychological Reports, 95, 517–550.PubMed Grove, W. M. (2004). The MAXSLOPE taxometric procedure: Mathematical derivation, parameter estimation, consistency tests. Psychological Reports, 95, 517–550.PubMed
go back to reference Haslam, N., Williams, B., et al. (2006). The latent structure of attention-deficit/hyperactivity disorder: A taxometric analysis. Australian and New Zealand Journal of Psychiatry, 40(8), 639–647.PubMedCrossRef Haslam, N., Williams, B., et al. (2006). The latent structure of attention-deficit/hyperactivity disorder: A taxometric analysis. Australian and New Zealand Journal of Psychiatry, 40(8), 639–647.PubMedCrossRef
go back to reference Helzer, J. E., Bucholz, K. K., et al. (2007). A dimensional option for the diagnosis of substance dependence in DSM-V. International Journal of Methods in Psychiatric Research, 16(S1), S24–S33. Helzer, J. E., Bucholz, K. K., et al. (2007). A dimensional option for the diagnosis of substance dependence in DSM-V. International Journal of Methods in Psychiatric Research, 16(S1), S24–S33.
go back to reference Helzer, J. E., Van Den Brink, W., & Guth, S. E. (2006). Should there be both categorical and dimensional criteria for the substance abuse disorders in DSM-V? Addiction, 101, 17–22.PubMedCrossRef Helzer, J. E., Van Den Brink, W., & Guth, S. E. (2006). Should there be both categorical and dimensional criteria for the substance abuse disorders in DSM-V? Addiction, 101, 17–22.PubMedCrossRef
go back to reference Hodgins, D. (2004). Using the NORC DSM Screen for Gambling Problems as an outcome measure for pathological gambling: Psychometric evaluation. Addictive Behaviors, 29, 1685–1690.PubMedCrossRef Hodgins, D. (2004). Using the NORC DSM Screen for Gambling Problems as an outcome measure for pathological gambling: Psychometric evaluation. Addictive Behaviors, 29, 1685–1690.PubMedCrossRef
go back to reference Holtgraves, T. (2009). Evaluating the Problem Gambling Severity Index. Journal of Gambling Studies, 25, 105–120. Holtgraves, T. (2009). Evaluating the Problem Gambling Severity Index. Journal of Gambling Studies, 25, 105–120.
go back to reference Ladouceur, R., Jacques, C., Chevalier, S., Sevigny, S., & Hamel, D. (2005). Prevalence of Pathological Gambling in Quebec in 2002. Canadian Journal of Psychiatry, 50, 451–456. Ladouceur, R., Jacques, C., Chevalier, S., Sevigny, S., & Hamel, D. (2005). Prevalence of Pathological Gambling in Quebec in 2002. Canadian Journal of Psychiatry, 50, 451–456.
go back to reference Lesieur, H., & Blume, S. (1987). The South Oaks Gambling Screen (SOGS): A new instrument for the identification of pathological gamblers. American Journal of Psychiatry, 144(9), 1184–1188.PubMed Lesieur, H., & Blume, S. (1987). The South Oaks Gambling Screen (SOGS): A new instrument for the identification of pathological gamblers. American Journal of Psychiatry, 144(9), 1184–1188.PubMed
go back to reference Loo, J. M., Oei, T. P., & Raylu, N. (2011). Psychometric evaluation of the Problem Gambling Severity Index-Chinese version (PGSI-C). Journal of Gambling Studies, 27(3), 453–466. Loo, J. M., Oei, T. P., & Raylu, N. (2011). Psychometric evaluation of the Problem Gambling Severity Index-Chinese version (PGSI-C). Journal of Gambling Studies, 27(3), 453–466.
go back to reference Maitland, S., & Adams, G. (2007). Replication and generalizability of the Problem Gambling Severity Index: Are results consistent and comparable across studies? Final report. Ontario: Ontario Problem Gambling Research Centre. Maitland, S., & Adams, G. (2007). Replication and generalizability of the Problem Gambling Severity Index: Are results consistent and comparable across studies? Final report. Ontario: Ontario Problem Gambling Research Centre.
go back to reference Meehl, P. E. (1973). MAXCOV-HITMAX: A taxometric search method for loose genetic syndromes. In P. E. Meehl (Ed.), Psychodiagnosis: Selected papers (pp. 200–224). Minneapolis: University of Minnesota Press. Meehl, P. E. (1973). MAXCOV-HITMAX: A taxometric search method for loose genetic syndromes. In P. E. Meehl (Ed.), Psychodiagnosis: Selected papers (pp. 200–224). Minneapolis: University of Minnesota Press.
go back to reference Meehl, P. E. (1992). Factors and taxa, traits and types, differences of degree and differences in kind. Journal of Personality, 60, 117–174.CrossRef Meehl, P. E. (1992). Factors and taxa, traits and types, differences of degree and differences in kind. Journal of Personality, 60, 117–174.CrossRef
go back to reference Meehl, P. E. (1995). Bootstraps taxometrics: Solving the classification problem in psychopathology. American Psychologist, 50, 266–274.PubMedCrossRef Meehl, P. E. (1995). Bootstraps taxometrics: Solving the classification problem in psychopathology. American Psychologist, 50, 266–274.PubMedCrossRef
go back to reference Meehl, P. E., & Yonce, L. J. (1994). Taxometric analysis: I. Detecting taxonicity with two quantitative indicators using means above and below a sliding cut (MAMBAC procedure). Psychological Reports, 74, 1059–1274. Meehl, P. E., & Yonce, L. J. (1994). Taxometric analysis: I. Detecting taxonicity with two quantitative indicators using means above and below a sliding cut (MAMBAC procedure). Psychological Reports, 74, 1059–1274.
go back to reference Meehl, P. E., & Yonce, L. J. (1996). Taxometric analysis: II. Detecting taxonicity using covariance of two quantitative indicators in successive intervals of a third indicator (MAXCOV procedure). Psychological Reports, 78, 1091–1227.CrossRef Meehl, P. E., & Yonce, L. J. (1996). Taxometric analysis: II. Detecting taxonicity using covariance of two quantitative indicators in successive intervals of a third indicator (MAXCOV procedure). Psychological Reports, 78, 1091–1227.CrossRef
go back to reference Muthén, B. (2006). Should substance use disorders be considered as categorical or dimensional? Addiction, 101(s1), 6–16. Muthén, B. (2006). Should substance use disorders be considered as categorical or dimensional? Addiction, 101(s1), 6–16.
go back to reference Neal, P., Delfabbro, P. H., & O’Neill, M. (2004). Problem gambling and harm: Towards a national definition. Report prepared for the National Gambling Research Program Working Party, Melbourne. Neal, P., Delfabbro, P. H., & O’Neill, M. (2004). Problem gambling and harm: Towards a national definition. Report prepared for the National Gambling Research Program Working Party, Melbourne.
go back to reference Orford, J., Wardle, H., et al. (2010). PGSI and DSM-IV in the 2007 British Gambling Prevalence Survey: Reliability, item response, factor structure and inter-scale agreement. International Gambling Studies, 10(1), 31–44.CrossRef Orford, J., Wardle, H., et al. (2010). PGSI and DSM-IV in the 2007 British Gambling Prevalence Survey: Reliability, item response, factor structure and inter-scale agreement. International Gambling Studies, 10(1), 31–44.CrossRef
go back to reference Rawlings, D., Williams, B., et al. (2008). Taxometric analysis supports a dimensional latent structure for schizotypy. Personality and Individual Differences, 44(8), 1640–1651.CrossRef Rawlings, D., Williams, B., et al. (2008). Taxometric analysis supports a dimensional latent structure for schizotypy. Personality and Individual Differences, 44(8), 1640–1651.CrossRef
go back to reference Reise, S., & Waller, N. (2009). Item response theory and clinical measurement. Annual Review of Clinical Psychology, 5, 27–48.PubMedCrossRef Reise, S., & Waller, N. (2009). Item response theory and clinical measurement. Annual Review of Clinical Psychology, 5, 27–48.PubMedCrossRef
go back to reference Ross, D., Sharp, C., Vuchinich, R., & Spurrett, D. (2008). Midbrain mutiny: The behavioural economics and neuroeconomics of disordered gambling. Cambridge, MA: MIT Press. Ross, D., Sharp, C., Vuchinich, R., & Spurrett, D. (2008). Midbrain mutiny: The behavioural economics and neuroeconomics of disordered gambling. Cambridge, MA: MIT Press.
go back to reference Royston, P. (2004). Multiple imputation of missing values. Stata Journal, 4(3), 227–241. Royston, P. (2004). Multiple imputation of missing values. Stata Journal, 4(3), 227–241.
go back to reference Royston, P. (2007). Multiple imputation of missing values: Further update of ice, with an emphasis on interval censoring. Stata Journal, 7(4), 445–464. Royston, P. (2007). Multiple imputation of missing values: Further update of ice, with an emphasis on interval censoring. Stata Journal, 7(4), 445–464.
go back to reference Royston, P. (2009). Multiple imputation of missing values: Further update of ice, with an emphasis on categorical variables. Stata Journal, 9(3), 466–477. Royston, P. (2009). Multiple imputation of missing values: Further update of ice, with an emphasis on categorical variables. Stata Journal, 9(3), 466–477.
go back to reference Ruscio, J. (2007). Taxometric analysis: An empirically-grounded approach to implementing the method. Criminal Justice and Behavior, 34, 1588–1622.CrossRef Ruscio, J. (2007). Taxometric analysis: An empirically-grounded approach to implementing the method. Criminal Justice and Behavior, 34, 1588–1622.CrossRef
go back to reference Ruscio, J. (2009). Assigning cases to groups using taxometric results: An empirical comparison of classification techniques. Assessment, 16, 55–70. Ruscio, J. (2009). Assigning cases to groups using taxometric results: An empirical comparison of classification techniques. Assessment, 16, 55–70.
go back to reference Ruscio, J., Haslam, N., & Ruscio, A. (2006). Introduction to the taxometric method: A practical guide. Hillsdale: Lawrence Erlbaum Associates. Ruscio, J., Haslam, N., & Ruscio, A. (2006). Introduction to the taxometric method: A practical guide. Hillsdale: Lawrence Erlbaum Associates.
go back to reference Ruscio, J., & Ruscio, A. (2004). Clarifying boundary issues in psychopathology: The role of taxometrics in a comprhensive program of structural research. Journal of Abnormal Psychology, 113, 145–154.PubMedCrossRef Ruscio, J., & Ruscio, A. (2004). Clarifying boundary issues in psychopathology: The role of taxometrics in a comprhensive program of structural research. Journal of Abnormal Psychology, 113, 145–154.PubMedCrossRef
go back to reference Ruscio, J., Ruscio, A., & Meron, M. (2007). Applying the bootstrap to taxometric analysis: Generating empirical sampling distributions to help interpret results. Multivariate Behavioral Research, 42, 349–386.CrossRef Ruscio, J., Ruscio, A., & Meron, M. (2007). Applying the bootstrap to taxometric analysis: Generating empirical sampling distributions to help interpret results. Multivariate Behavioral Research, 42, 349–386.CrossRef
go back to reference Ruscio, J., Walters, G., Marcus, D., & Kaczetow, W. (2010). Grouping the relative fit of categorical and dimensional latent variable models using consistency tests. Psychological Assessment, 22(1), 5–21.PubMedCrossRef Ruscio, J., Walters, G., Marcus, D., & Kaczetow, W. (2010). Grouping the relative fit of categorical and dimensional latent variable models using consistency tests. Psychological Assessment, 22(1), 5–21.PubMedCrossRef
go back to reference Saunders, J. B., & Schukitt, M. A. (2006). The development of a research agenda for substance abuse disorders in the diagnosis in the Diagnostic and Statistical Manual of Mental Disorders, fifth edition (DSM-V). Addiction, 101, 1–5.PubMedCrossRef Saunders, J. B., & Schukitt, M. A. (2006). The development of a research agenda for substance abuse disorders in the diagnosis in the Diagnostic and Statistical Manual of Mental Disorders, fifth edition (DSM-V). Addiction, 101, 1–5.PubMedCrossRef
go back to reference Sharp, C., Steinberg, L., Yaroslavsky, I., Hofmeyr, A., Dellis, A., Ross, D., et al. (2012). An item response theory analysis of the Problem Gambling Severity Index in a national representative sample. Assessment, 19(2), 167–175. Sharp, C., Steinberg, L., Yaroslavsky, I., Hofmeyr, A., Dellis, A., Ross, D., et al. (2012). An item response theory analysis of the Problem Gambling Severity Index in a national representative sample. Assessment, 19(2), 167–175.
go back to reference Slade, T., Grove, R., & Teesson, M. (2009). A taxometric study of alcohol abuse and dependence in a general population sample: Evidence of dimensional latent structure and implications for DSM-V. Addiction, 104, 742–751.PubMedCrossRef Slade, T., Grove, R., & Teesson, M. (2009). A taxometric study of alcohol abuse and dependence in a general population sample: Evidence of dimensional latent structure and implications for DSM-V. Addiction, 104, 742–751.PubMedCrossRef
go back to reference Solomon, A., Ruscio, J., et al. (2006). A taxometric investigation of unipolar depression in a large community sample. Psychological Medicine, 36(07), 973–985.PubMedCrossRef Solomon, A., Ruscio, J., et al. (2006). A taxometric investigation of unipolar depression in a large community sample. Psychological Medicine, 36(07), 973–985.PubMedCrossRef
go back to reference Svetieva, E., & Walker, M. (2008). Inconsistency between concept and measurement: The Canadian Problem Gambling Index (CPGI). Journal of Gambling Issues 1s(22), 157–173. Svetieva, E., & Walker, M. (2008). Inconsistency between concept and measurement: The Canadian Problem Gambling Index (CPGI). Journal of Gambling Issues 1s(22), 157–173.
go back to reference van Buuren, S., Boshuizen, H., & Knook, D. (1999). Multiple imputation of missing blood pressure covariates in survival analysis. Statistics in Medicine, 1999(18), 681–694. van Buuren, S., Boshuizen, H., & Knook, D. (1999). Multiple imputation of missing blood pressure covariates in survival analysis. Statistics in Medicine, 1999(18), 681–694.
go back to reference Waller, N. G., & Meehl, P. E. (1998). Multivariate taxometric procedures: Distinguishing types from continua. Thousand Oaks, CA: Sage. Waller, N. G., & Meehl, P. E. (1998). Multivariate taxometric procedures: Distinguishing types from continua. Thousand Oaks, CA: Sage.
go back to reference Walters, G. D., Diamond, P., & Magaletta, P. R. (2010). What is the latent structure of alcohol use disorders? A taxometric analysis of the Personality Assessment Inventory Alcohol Problems Scale in male and female prison inmates. Psychology of Addictive Behaviors, 24(1), 26–37.PubMedCrossRef Walters, G. D., Diamond, P., & Magaletta, P. R. (2010). What is the latent structure of alcohol use disorders? A taxometric analysis of the Personality Assessment Inventory Alcohol Problems Scale in male and female prison inmates. Psychology of Addictive Behaviors, 24(1), 26–37.PubMedCrossRef
go back to reference Walters, G. D., & Ruscio, J. (2009a). To sum or not to sum: Taxometric analysis with ordered categorical assessment items. Psychological Assessment, 21(1), 99–111.PubMedCrossRef Walters, G. D., & Ruscio, J. (2009a). To sum or not to sum: Taxometric analysis with ordered categorical assessment items. Psychological Assessment, 21(1), 99–111.PubMedCrossRef
go back to reference Walters, G. D., & Ruscio, J. (2009b). Where do we draw the line? Assigning cases to subsamples for MAMBAC, MAXCOV, and MAXEIG taxometric analyses. Assessment, 20(10), 1–13. Walters, G. D., & Ruscio, J. (2009b). Where do we draw the line? Assigning cases to subsamples for MAMBAC, MAXCOV, and MAXEIG taxometric analyses. Assessment, 20(10), 1–13.
go back to reference West, R. (2006). Theory of addiction. Oxford: Blackwell. West, R. (2006). Theory of addiction. Oxford: Blackwell.
go back to reference Widiger, T. A., & Clark, L. A. (2000). Toward DSM-V and the classification of psychopathology. Psychological Bulletin, 126, 946–963.PubMedCrossRef Widiger, T. A., & Clark, L. A. (2000). Toward DSM-V and the classification of psychopathology. Psychological Bulletin, 126, 946–963.PubMedCrossRef
Metadata
Title
A Taxometric Analysis of Problem Gambling Data from a South African National Urban Sample
Authors
Harold Kincaid
Reza Daniels
Andrew Dellis
Andre Hofmeyr
Jacques Rousseau
Carla Sharp
Don Ross
Publication date
01-09-2013
Publisher
Springer US
Published in
Journal of Gambling Studies / Issue 3/2013
Electronic ISSN: 1573-3602
DOI
https://doi.org/10.1007/s10899-012-9316-y

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