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Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis

Though mental health and substance use concerns often co-occur, few studies have characterized patterns of co-occurrence among adolescents in clinical settings. The current investigation identifies and characterizes these patterns among adolescents presenting to an outpatient mental health service i...

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Autores principales: Halladay, Jillian, Georgiades, Katholiki, MacKillop, James, Lipman, Ellen, Pires, Paulo, Duncan, Laura
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10031175/
https://www.ncbi.nlm.nih.gov/pubmed/36947251
http://dx.doi.org/10.1007/s00787-023-02188-7
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author Halladay, Jillian
Georgiades, Katholiki
MacKillop, James
Lipman, Ellen
Pires, Paulo
Duncan, Laura
author_facet Halladay, Jillian
Georgiades, Katholiki
MacKillop, James
Lipman, Ellen
Pires, Paulo
Duncan, Laura
author_sort Halladay, Jillian
collection PubMed
description Though mental health and substance use concerns often co-occur, few studies have characterized patterns of co-occurrence among adolescents in clinical settings. The current investigation identifies and characterizes these patterns among adolescents presenting to an outpatient mental health service in Ontario, Canada. Data come from cross-sectional standardized patient intake assessments from 916 adolescents attending an outpatient mental health program (January 2019–March 2021). Latent profile analysis identified patterns of substance use (alcohol, cannabis, (e-) cigarettes) and emotional and behavioral disorder symptoms. Sociodemographic and clinical correlates of these patterns were examined using multinomial regression. Three profiles were identified including: 1) low substance use and lower frequency and/or severity (relative to other patients in the sample) emotional and behavioral disorder symptoms (26.2%), 2) low substance use with higher emotional and behavioral disorder symptoms (48.2%), and 3) high in both (25.6%). Profiles differed in sociodemographic and clinical indicators related to age, gender, trauma, harm to self, harm to others, and service use. Experiences of trauma, suicide attempts, and thoughts of hurting others increased the odds of adolescents being in the profile high in both substance use and symptoms compared to other profiles. These findings further document the high rates of substance use in adolescents in mental health treatment and the profiles generally map onto three out of four quadrants in the adapted four-quadrant model of concurrent disorders, indicating the importance of assessing and addressing substance use in these settings. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00787-023-02188-7.
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spelling pubmed-100311752023-03-22 Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis Halladay, Jillian Georgiades, Katholiki MacKillop, James Lipman, Ellen Pires, Paulo Duncan, Laura Eur Child Adolesc Psychiatry Original Contribution Though mental health and substance use concerns often co-occur, few studies have characterized patterns of co-occurrence among adolescents in clinical settings. The current investigation identifies and characterizes these patterns among adolescents presenting to an outpatient mental health service in Ontario, Canada. Data come from cross-sectional standardized patient intake assessments from 916 adolescents attending an outpatient mental health program (January 2019–March 2021). Latent profile analysis identified patterns of substance use (alcohol, cannabis, (e-) cigarettes) and emotional and behavioral disorder symptoms. Sociodemographic and clinical correlates of these patterns were examined using multinomial regression. Three profiles were identified including: 1) low substance use and lower frequency and/or severity (relative to other patients in the sample) emotional and behavioral disorder symptoms (26.2%), 2) low substance use with higher emotional and behavioral disorder symptoms (48.2%), and 3) high in both (25.6%). Profiles differed in sociodemographic and clinical indicators related to age, gender, trauma, harm to self, harm to others, and service use. Experiences of trauma, suicide attempts, and thoughts of hurting others increased the odds of adolescents being in the profile high in both substance use and symptoms compared to other profiles. These findings further document the high rates of substance use in adolescents in mental health treatment and the profiles generally map onto three out of four quadrants in the adapted four-quadrant model of concurrent disorders, indicating the importance of assessing and addressing substance use in these settings. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00787-023-02188-7. Springer Berlin Heidelberg 2023-03-22 /pmc/articles/PMC10031175/ /pubmed/36947251 http://dx.doi.org/10.1007/s00787-023-02188-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Contribution
Halladay, Jillian
Georgiades, Katholiki
MacKillop, James
Lipman, Ellen
Pires, Paulo
Duncan, Laura
Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis
title Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis
title_full Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis
title_fullStr Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis
title_full_unstemmed Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis
title_short Identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis
title_sort identifying patterns of substance use and mental health concerns among adolescents in an outpatient mental health program using latent profile analysis
topic Original Contribution
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10031175/
https://www.ncbi.nlm.nih.gov/pubmed/36947251
http://dx.doi.org/10.1007/s00787-023-02188-7
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