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An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents
One of the major goals of drug use prevention programs is to delay the age of onset of substance use. What is called early initiation, usually occurring in adolescents under the age of 15, is a salient predictor of Substance Use Disorders later in adulthood. The causes of early initiation are comple...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6905657/ https://www.ncbi.nlm.nih.gov/pubmed/31825955 http://dx.doi.org/10.1371/journal.pone.0225384 |
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author | Trujillo, Carlos Andres Obando, Diana Trujillo, Angela |
author_facet | Trujillo, Carlos Andres Obando, Diana Trujillo, Angela |
author_sort | Trujillo, Carlos Andres |
collection | PubMed |
description | One of the major goals of drug use prevention programs is to delay the age of onset of substance use. What is called early initiation, usually occurring in adolescents under the age of 15, is a salient predictor of Substance Use Disorders later in adulthood. The causes of early initiation are complex and multifaceted and this has led to the identification of a rich set of risk and protective factors that influence age of onset. Nonetheless, there is little knowledge about the interdependence of these factors in their impact on early initiation. This paper addresses this question by applying Multiple Correspondence Analysis to data on family, community and social risk and protective factors from over 1200 adolescents. We find that community and to a lesser extent social factors are the most clearly associated to early initiation and we compare our results to those obtained from linear regression analyses of the same data that do not incorporate interdependence and find opposite results. We discuss the differences between linear regressions and MCA to evaluate the interplay of risk and protective factors and the implications of our findings for health policy and the design of prevention interventions aimed at delaying age of onset. |
format | Online Article Text |
id | pubmed-6905657 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-69056572019-12-27 An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents Trujillo, Carlos Andres Obando, Diana Trujillo, Angela PLoS One Research Article One of the major goals of drug use prevention programs is to delay the age of onset of substance use. What is called early initiation, usually occurring in adolescents under the age of 15, is a salient predictor of Substance Use Disorders later in adulthood. The causes of early initiation are complex and multifaceted and this has led to the identification of a rich set of risk and protective factors that influence age of onset. Nonetheless, there is little knowledge about the interdependence of these factors in their impact on early initiation. This paper addresses this question by applying Multiple Correspondence Analysis to data on family, community and social risk and protective factors from over 1200 adolescents. We find that community and to a lesser extent social factors are the most clearly associated to early initiation and we compare our results to those obtained from linear regression analyses of the same data that do not incorporate interdependence and find opposite results. We discuss the differences between linear regressions and MCA to evaluate the interplay of risk and protective factors and the implications of our findings for health policy and the design of prevention interventions aimed at delaying age of onset. Public Library of Science 2019-12-11 /pmc/articles/PMC6905657/ /pubmed/31825955 http://dx.doi.org/10.1371/journal.pone.0225384 Text en © 2019 Trujillo et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Trujillo, Carlos Andres Obando, Diana Trujillo, Angela An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents |
title | An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents |
title_full | An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents |
title_fullStr | An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents |
title_full_unstemmed | An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents |
title_short | An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents |
title_sort | examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6905657/ https://www.ncbi.nlm.nih.gov/pubmed/31825955 http://dx.doi.org/10.1371/journal.pone.0225384 |
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