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Original Article

The importance of distribution-choice in modeling substance use data: a comparison of negative binomial, beta binomial, and zero-inflated distributions

, PhD, , MD & , PhD
Pages 489-497 | Received 17 Sep 2014, Accepted 16 May 2015, Published online: 08 Jul 2015

References

  • Sobell LC, Sobell MB. Timeline Followback User’s guide: a calendar method for assessing alcohol and drug use. Toronto: Addiction Research Foundation; 1996
  • Waldron HB, Slesnick N, Brody JL, Turner CW, Peterson TR. Treatment outcomes for adolescent substance abuse at 4- and 7-month assessments. J Consult Clin Psychol 2001;69:802–813
  • Gray KM, Riggs PD, Min SJ, Mikulich-Gilbertson SK, Bandyopadhyay D, Winhusen T. Cigarette and cannabis use trajectories among adolescents in treatment for attention-deficit/hyperactivity disorder and substance use disorders. Drug Alcohol Depend 2011;117:242–247
  • Marijuana Treatment Project Research Group. Brief treatments for cannabis dependence: findings from a randomized multisite trial. J Consult Clin Psychol 2004;72:455–466
  • Riggs PD, Winhusen T, Davies RD, Leimberger JD, Mikulich-Gilbertson S, Klein C, Macdonald M, et al. Randomized controlled trial of osmotic-release methylphenidate with cognitive-behavioral therapy in adolescents with attention-deficit/hyperactivity disorder and substance use disorders. J Am Acad Child Adolesc Psychiatry 2011;50:903–914
  • Robbins MS, Feaster DJ, Horigian VE, Rohrbaugh M, Shoham V, Bachrach K, Miller M, et al. Brief strategic family therapy versus treatment as usual: results of a multisite randomized trial for substance using adolescents. J Consult Clin Psychol 2011;79:713–727
  • Riggs PD, Thompson LL, Tapert SF, Frascella J, Mikulich-Gilbertson S, Dalwani M, Laudenslager M, et al. Advances in neurobiological research related to interventions in adolescents with substance use disorders: research to practice. Drug Alcohol Depend 2007;91:306–311
  • Thurstone C, Riggs PD, Salomonsen-Sautel S, Mikulich-Gilbertson SK. Randomized, controlled trial of atomoxetine for attention-deficit/hyperactivity disorder in adolescents with substance use disorder. J Am Acad Child Adolesc Psychiatry 2010;49:573–582
  • Rowe CL, Liddle HA, Greenbaum PE, Henderson CE. Impact of psychiatric comorbidity on treatment of adolescent drug abusers. J Subst Abuse Treat 2004;26:129–140
  • Project MATCH. Matching alcoholism treatments to client heterogeneity: project MATCH posttreatment drinking outcomes. J Stud Alcohol 1997;58:7–29
  • Hsu SH, Collins SE, Marlatt GA. Examining psychometric properties of distress tolerance and its moderation of mindfulness-based relapse prevention effects on alcohol and other drug use outcomes. Addict Behav 2013;38:1852–1858
  • Buu A, Li R, Tan X, Zucker RA. Statistical models for longitudinal zero-inflated count data with applications to the substance abuse field. Stat Med 2012;31:4074–4086
  • Atkins DC, Baldwin SA, Zheng C, Gallop RJ, Neighbors C. A tutorial on count regression and zero-altered count models for longitudinal substance use data. Psychol Addict Behav 2013;27:166–177
  • Hayaki J, Hagerty CE, Herman DS, de Dios MA, Anderson BJ, Stein MD. Expectancies and marijuana use frequency and severity among young females. Addictive Behav 2010;35: 995–1000
  • Horton N, Kim E, Saitz R. A cautionary note regarding count models of alcohol consumption in randomized controlled trials. BMC Med Res Methodol 2007;7:9
  • Miller WR, Del Boca FK. Measurement of drinking behavior using the Form 90 family of instruments. J Stud Alcohol Suppl 1994;12:112–118
  • Potts JM, Elith J. Comparing species abundance models. Ecolog Modelling 2006;199:153–163
  • Hilbe J. Negative binomial regression. Cambridge: Cambridge University Press; 2007
  • Zuur AF, Ieno EN, Walker NJ, Saveliev AA, Smith GM. Mixed effects models and extensions in ecology with R. New York: Springer; 2009
  • Martin TG, Wintle BA, Rhodes JR, Kuhnert PM, Field SA, Low-Choy SJ, Tyre AJ, et al. Zero tolerance ecolocgy: improving ecological inference by modelling the source of zero observations. Ecol Lett 2005;8:1235–1246
  • Dennis M, Godley SH, Diamond G, Tims FM, Babor T, Donaldson J, Liddle H, et al. The Cannabis Youth Treatment (CYT) Study: main findings from two randomized trials. J Subst Abuse Treat 2004;27:197–213
  • Lambert D. Zero-inflated Poisson regression, with an application to defects in manufacturing. Technometrics 1992;34:1–14
  • DuPaul GJ, Anastopoulos AD, Power TJ, Reid R, Ikeda MJ, McGoey KE. Parent ratings of attention-deficit/hyperactivity disorder symptoms: factor structure and normative data. J Psychopathol Behav Assess 1998;20:83–102
  • Akaike H. Likelihood of a model and information criteria. J Econometrics 1981;16:3–14
  • Jones RH. Longitudinal data with serial correlation: a state-space approach. New York: Chapman and Hall; 1993

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