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. 2014 Jan;40(1):44-50.
doi: 10.3109/00952990.2013.844821. Epub 2013 Nov 12.

Latent class analysis of substance use among adolescents presenting to urban primary care clinics

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Latent class analysis of substance use among adolescents presenting to urban primary care clinics

Kipling M Bohnert et al. Am J Drug Alcohol Abuse. 2014 Jan.

Abstract

Background: Polysubstance use during adolescence is a significant public health concern. However, few studies have investigated patterns of substance use during this developmental window within the primary care setting.

Objectives: This study used an empirical method to classify adolescents into substance use groups, and examines correlates of the empirically defined groups.

Methods: Data came from patients, ages 12-18 years, presenting to an urban, primary care community health clinics (Federally Qualified Health Centers) in two cities in the Midwestern United States (n = 1664). Latent class analysis (LCA) was used to identify classes of substance users. Multinomial logistic regression was used to examine variables associated with class membership.

Results: LCA identified three classes: class 1 (64.5%) exhibited low probabilities of all types of substance use; class 2 (24.6%) was characterized by high probabilities of cannabis use and consequences; and class 3 (10.9%) had the highest probabilities of substance use, including heavy episodic drinking and misuse of prescription drugs. Those in class 2 and class 3 were more likely to be older and have poorer grades, poorer health, higher levels of psychological distress and more sexual partners than those in class 1. Individuals in class 3 were also less likely to be African-American than those in class 1.

Conclusion: Findings provide novel insight into the patterns of substance use among adolescents presenting to low-income urban primary care clinics. Future research should examine the efficacy of interventions that address the complex patterns of substance use and concomitant health concerns among adolescents.

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Conflict of interest statement

Declaration of Interest: The authors report no conflict of interest.

Figures

Figure 1
Figure 1. Conditional Probabilities of Endorsing the Substance-Related Variables for the Three Classes

References

    1. Johnston LD, O'Malley PM, Bachman JG, Schulenberg JE. Monitoring the Future national survey results on drug use, 1975-2010 Volume I: Secondary school students. Ann Arbor: The University of Michigan; 2011.
    1. United Nations Office on Drugs and Crime (UNODC) The non-medical use of prescription drugs: Policy direction issues. New York: United Nations; 2011.
    1. Anthony JC, Petronis KR. Early-onset drug use and risk of later drug problems. Drug Alcohol Depend. 1995;40(1):9–15. - PubMed
    1. Chen CY, Storr CL, Anthony JC. Early-onset drug use and risk for drug dependence problems. Addict Behav. 2009;34(3):319–322. - PMC - PubMed
    1. Dawson DA, Goldstein RB, Chou SP, Ruan WJ, Grant BF. Age at first drink and the first incidence of adult-onset DSM-IV alcohol use disorders. Alcohol Clin Exp Res. 2008;32(12):2149–2160. - PMC - PubMed

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