Screening Substance-Naive Children for Risk of Frequent/Heavy Substance Use in Young Adulthood: A 17-Year Prospective, National Study
preprint
OA: closed
Abstract
Objective: There is no externally validated instrument for predicting which substance-naive children will show frequent/heavy substance use (SU) in young adulthood. This study evaluated whether an instrument previously shown to predict SU outcomes in mid-adolescence could also predict SU outcomes in young adulthood. Method: The Loeber Risk Score (LRS) is a 5-item, parent-completed screener indexing SU risk in substance-naive children. We evaluated the predictive performance of the LRS in a nationally-representative longitudinal birth cohort (N = 4,898, 48% female). Parents completed the LRS when the child was ~5 and ~9 years old and substance-naive. Subsequently, youth reported their SU at age ~22 years old. Results: The LRS at age 9 predicted several outcomes at age 22 (ps<0.05): daily cigarette use (AUROCs=0.71-0.75), cannabis use ≥3x week (AUROC=0.59), and vaping ≥3x week (AUROC=0.55), and receipt of treatment for an alcohol/drug problem (AUROC=0.60). Performance was no better than chance for alcohol outcomes (AUROCs=0.47-0.50). Children with LRS scores ≥2 were 1.3-2.0 times more likely to display frequent/heavy substance use outcomes. There were no consistent performance differences when the LRS was completed at age 5 vs. age 9 or by child’s sex, race, or ethnicity. Conclusion: The LRS is now the only externally validated instrument for indexing risk of frequent/heavy SU in young adulthood among substance-naive children. However, accuracy is modest, and the instrument does not predict alcohol use outcomes. Better screeners are needed.
My notes (saved in your browser only)
Citation neighborhood (no data yet)
We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2025) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.
Source provenance
- europepmc
- last seen: 2026-05-20T01:45:00.602351+00:00