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First published online December 13, 2020

Are E-cigarette Users a Unique Group of Smokers? Latent Class Analysis of the National Youth Tobacco Survey

Abstract

We used data from the 2014 National Youth Tobacco Survey to examine patterns of cigarette smoking behavior and tobacco use. In light of the recent upsurge in e-cigarette use, we modeled current use and future intentions to use vape products along with combustible cigarette smoking and other tobacco products (i.e., cigars, cigarillos, chew, snuff, and dip). Latent class analyses indicated four discrete classes of smokers including a nominally involved class with very modest levels of tobacco product use, a class blending e-cigarette and cigars, a class of youth who predominantly use combustible cigarettes, and a group reporting indiscriminate use of almost all tobacco products excluding chew. Tests of invariance in item response probabilities and latent class proportions showed little variation across race and gender, albeit a new class of combustible cigarette and e-cigarette users emerged when examined by grade. Members of the heavy smoking and tobacco use class were more likely to be male, White, and older. Predictors of class membership included expectancies (perceived benefits of use), perceived harm (risk), media exposure, tobacco dependence, and the desire to quit. Findings are discussed in terms of characterizing risk among already smoking youth and how actionable prevention measures can be incorporated into existing universal and indicated programs that target reducing tobacco use and smoking behaviors.

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Biographies

Lawrence M. Scheier is President of LARS Research Institute, Inc., a not-for-profit company offering a full line of research services encompassing health promotion, program evaluation, program development, and behavioral science technology transfer. Dr. Scheier received a BA in Psychology from Duke University in 1978, his MA in Psychology from New York University in 1983 and a PhD in Educational Psychology and Technology from the University of Southern California in 1988. His research emphasizes the causes and consequences of drug use and evaluation of programs that promote positive youth adaptation. For the past 20 years he has examined the efficacy of several school- and community-based drug and violence prevention programs. He resides in Scottsdale, Arizona where he pursues an active lifestyle.
Martin Komarc received his PhD in Kinanthropology and Humanitiesat Charles University in Prague, Czech Republic. His area of expertisefocuses on psychometrics, computer adaptive testing with applications in studies of self-concept, sports motivation, and health behaviors. He is a quantitative methodologist and applies advanced multivariate and person-centered techniques to examine behavior.

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Article first published online: December 13, 2020
Issue published: September-December 2020

Keywords

  1. e-cigarettes
  2. tobacco survey
  3. smoking behavior
  4. latent class analysis
  5. multinomial logistic regression
  6. explanatory predictor

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PubMed: 33307768

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Lawrence M. Scheier
LARS Research Institute, Inc., Scottsdale, Arizona, United States
Martin Komarc
Department of Kinanthropology and Humanities, Faculty of Physical Education and Sport, Charles University in Prague, Prague, Czech Republic

Notes

Lawrence M. Scheier, LARS Research Institute, Inc., 15029 N. Thompson Peak Parkway, Suite B111-443, Scottsdale, AZ 85260, United States. Email: [email protected]

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