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Perceived risk of substance use and associations with early experimentation: A latent profile analysis using ABCD study data

2026/03/14 by Alejandra Fernández, Deanna M. Barch, Micah E. Johnson +7 · 1 voice
Medicine · Social Sciences · #Substance Abuse Treatment and Outcomes #Survey Methodology and Nonresponse #Prenatal Substance Exposure Effects

paper · doi:10.1016/j.dadr.2026.100429

openalex publication_date 2026/03/14 · openalex created_date 2026/03/15 · openalex updated_date 2026/07/27

Abstract

The current study aims to determine heterogenous latent profiles of substance use perceived harm and examine the concurrent associations between profiles and substance use experimentation. We used data from the Adolescent Brain Cognitive Development SM Study (5.1 data release) 1-year follow up. Participants (N = 11184) were 52.2% male between the ages of 9 and 14 ( M age = 10.48, SD = 0.65). Latent profile analysis was used with 11 perceived harm indicators. Multinomial logistic regression was used to determine the association between profile membership and substance use experimentation (i.e., alcohol sipping, tobacco puffing, and cannabis puffing). A four-profile solution fit the data best. The four profiles included participants in 1) high harm perceptions across all substances, 2) low harm perceptions across all substances, 3) moderate harm perceptions across all substances, and 4) selective high-harm perceptions for some substances. Those in the low harm profile (AOR = 4.99, p <.01) and selective high-harm profile (AOR = 3.04, p <.05) were more likely to report puffing tobacco compared to the high harm profile. Also, those in the moderate harm profile (AOR = 1.36, p <.05) and those in the selective high-harm profile (AOR = 1.56, p <.001) were more likely to report sipping alcohol compared to the high harm group. The four-profile solution illustrates meaningful heterogeneity in how youth perceive substance-related harm, suggesting the need for more tailored prevention approaches rather than one-size-fits-all messaging considering that even partial recognition of risk may not fully protect against experimenting with substances. • Very few studies have examined perceived harm and associated substance use experimentation (i.e., sipping alcohol, puffing tobacco/marijuana) with emerging adolescents (ages 9-10). • Four heterogenous profiles emerged from the data using 11 perceived risk indicators assessing risk across multiple substances and of varying intensity of use. • Adolescents who perceived low harm from substance use or low harm for low level use but high harm from heavy use were more likely to report substance use experimentation.

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