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Dealing with Zeros: Adolescent Drug Use, Perceived Disapproval, and Perceived Harm.

Robert G LaChausseEsther LeeJessica Ducsay
Published in: Journal of drug education (2023)
Because studies examining youth drug use often have data with a high proportion of zeros, they often do not meet the assumptions for univariate or linear regression analyses that are typically used. We demonstrate the use of zero-inflated negative binomial regression models to address excessive zeros in drug use frequency on perceptions of disapproval and perceived harm among middle and high school students ( N  = 522). We found that perceptions of parent disapproval were a better predictor of marijuana use ( p  = .01) than peer disapproval. Perceived harm was related to marijuana use ( p  = .04). Researchers should consider using zero-inflated negative binomial regression models when examining youth drug use.
Keyphrases
  • mental health
  • physical activity
  • social support
  • depressive symptoms
  • young adults
  • healthcare
  • primary care
  • electronic health record
  • machine learning
  • weight gain
  • weight loss
  • data analysis