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Please use this identifier to cite or link to this item: http://hdl.handle.net/11375/30969
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dc.contributor.advisorFrey, Benicio-
dc.contributor.authorRakovski, Coral-
dc.date.accessioned2025-01-28T16:43:24Z-
dc.date.available2025-01-28T16:43:24Z-
dc.date.issued2025-
dc.identifier.urihttp://hdl.handle.net/11375/30969-
dc.description.abstractIntroduction: Substance use/misuse is highly prevalent among youth, which is concerning given the associated adverse outcomes such as psychiatric conditions, interpersonal problems, as well as deficits in brain structure, function and cognition. Considering the rising global burden of disease due to substance use disorders, especially for youth in low- to middle-income countries, it is crucial for strategies enabling the prompt detection and early implementation of effective intervention measures for youth at the highest risk of substance use/misuse to be developed. The identification of predictors or other associated factors of youth substance use/misuse may facilitate the development of such strategies and inform policy or intervention efforts. Thus, this thesis aimed to identify predictors or other associated factors of substance use/misuse among youth in Brazil and across the globe. We also sought to determine the prevalence of underage alcohol use among youth in Brazil, since prior studies on similar topics have predominately been conducted in high-income countries. Results: Various predictors or other associated factors of youth substance use/misuse including sociodemographic and clinical characteristics were identified. Risk factors for underage drinking in a nationally representative population of Brazilian adolescents were having other/no religion, residing in rural areas, depression, tobacco use, and illicit drug use. Alcohol abuse/dependence, tobacco abuse/dependence, manic episode history, suicide risk, and male sex were identified as important predictors of illicit substance abuse/dependence among young adults in Brazil using machine learning techniques. A relatively high prevalence of current underage alcohol use in Brazil of 22.2% was also found. Our comprehensive systematic review and meta-analysis indicated that several different types of childhood maltreatment were predictive of various types of youth substance use/misuse, with the included studies conducted in 22 countries across the globe. Conclusion: Several important sociodemographic and clinical predictors or associated factors of substance use/misuse among youth in Brazil and across the globe were found. The identification of significant predictors can facilitate the prompt detection of youth at the highest risk of substance use/misuse and enhance intervention efforts through the implementation of measures to also prevent these predictors. Therefore, these findings highlight the severity of substance use/misuse among youth and indicate the promising potential of identifying predictors or other associated factors in informing early intervention efforts to prevent or mitigate youth substance use/misuse.en_US
dc.language.isoenen_US
dc.subjectsubstance useen_US
dc.subjectunderage drinkingen_US
dc.subjectillicit substance useen_US
dc.subjectpredictorsen_US
dc.subjectyouthen_US
dc.titlePredictors of Substance Use/Misuse in Youthen_US
dc.typeThesisen_US
dc.contributor.departmentNeuroscienceen_US
dc.description.degreetypeThesisen_US
dc.description.degreeDoctor of Philosophy (PhD)en_US
dc.description.layabstractSince youth are still developing, they are especially likely to engage in risky behaviours such as using or misusing substances and to experience severe consequences because of this behaviour. Identifying risk factors or other factors associated with youth substance use or misuse can help to improve efforts that are directed at preventing or reducing this problem. Previous research on the topic of youth substance use or misuse has focused on this issue in high-income countries, however, most of the world’s youth live in low to middle-income countries such as Brazil. Therefore, this thesis aimed to identify risk factors or other associated factors of substance use or misuse among youth in Brazil and across the globe. We also determined the prevalence of underage drinking among Brazilian youth. Several different types of sociodemographic or clinical risk factors of youth substance use or misuse were found including tobacco use or misuse, depression, other or no religion, living in rural areas, and childhood maltreatment. The identification of these risk factors or other associated factors of youth substance use or misuse may help to improve efforts to prevent this problem and the associated negative outcomes.en_US
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