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Full-Text Articles in Psychology
Biobehavioral Predictors Of Cannabis Use In Adolescence, Philip Aaron Spechler
Biobehavioral Predictors Of Cannabis Use In Adolescence, Philip Aaron Spechler
Graduate College Dissertations and Theses
Cannabis use initiated during adolescence may precipitate lasting consequences on the brain and behavioral health of the individual. However, research on the risk factors for cannabis use during adolescence has been largely cross-sectional in design. Despite the few prospective studies, even less is known about the neurobiological predictors. This dissertation improves on the extant literature by leveraging a large longitudinal study to uncover the predictors of cannabis use in adolescent samples collected prior to exposure. All data were drawn from the IMAGEN study and contained a large sample of adolescents studied at age 14 (N=2,224), and followed up at age …
Predictive Modeling Of Adolescent Cannabis Use From Multimodal Data, Philip Spechler
Predictive Modeling Of Adolescent Cannabis Use From Multimodal Data, Philip Spechler
Graduate College Dissertations and Theses
Predicting teenage drug use is key to understanding the etiology of substance abuse. However, classic predictive modeling procedures are prone to overfitting and fail to generalize to independent observations. To mitigate these concerns, cross-validated logistic regression with elastic-net regularization was used to predict cannabis use by age 16 from a large sample of fourteen year olds (N=1,319). High-dimensional data (p = 2,413) including parent and child psychometric data, child structural and functional MRI data, and genetic data (candidate single-nucleotide polymorphisms, "SNPs") collected at age 14 were used to predict the initiation of cannabis use (minimum six occasions) by age 16. …