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1.
J Dual Diagn ; 20(3): 251-265, 2024.
Article in English | MEDLINE | ID: mdl-38704859

ABSTRACT

OBJECTIVE: The aim of the study was to identify groups of young adults with distinct longitudinal patterns of use of treatment for substance use disorders and mental health (MH) problems and to investigate potential explanatory factors for different patterns of treatment use over time, including sociodemographic factors. METHODS: The sample consisted of 447 young adults aged 16-29 years who entered long-term residential substance use disorder treatment facilities in Norway from 2011 to 2016. In this study, we obtained data collected by the Norwegian Patient Registry and Statistics Norway. These data were linked with the electronic health record data of the substance use disorder treatment facilities from which the participants were recruited. Growth mixture modeling was performed. The identified groups were further compared using analysis of variance or χ2 test. RESULTS: Four groups of participants for total treatment use, substance use disorder treatment use, and MH treatment use were identified. Most participants from the overall sample were classified as members of a group characterized by a low and stable pattern of treatment use over time. A group with a high and stable pattern of treatment use was identified in total and MH treatment use. The proportion of participants with higher levels of substance use disorder treatment use at the end of the study period than at the beginning was larger (35%) than in the case of MH treatment use (14.2%). Younger age was associated with a decreasing pattern of MH treatment use and with an increasing pattern of substance use disorder treatment use over time. There were larger proportions of female participants in groups with a stable high use of MH treatment and in groups with an initially increasing trend of substance use disorder treatment use. Findings revealed that most participants across the identified groups were recipients of welfare benefits, had low educational attainment, and were not working. CONCLUSIONS: Results demonstrated significant variation in trajectories of treatment use among young adults with substance use disorder. Differences in treatment use could indicate differences in symptom severity and complexity. In this study, treatment use was associated with socioeconomic factors, sex, and age. Integrative approaches, including interagency and interdisciplinary collaboration, will often be necessary to sufficiently address the multidimensionality of substance use disorder.


Subject(s)
Mental Disorders , Mental Health Services , Patient Acceptance of Health Care , Substance-Related Disorders , Humans , Substance-Related Disorders/therapy , Substance-Related Disorders/epidemiology , Male , Young Adult , Female , Adult , Adolescent , Norway/epidemiology , Mental Disorders/therapy , Mental Disorders/epidemiology , Patient Acceptance of Health Care/statistics & numerical data , Cohort Studies , Mental Health Services/statistics & numerical data , Diagnosis, Dual (Psychiatry) , Longitudinal Studies
2.
Nordisk Alkohol Nark ; 40(4): 339-354, 2023 Aug.
Article in English | MEDLINE | ID: mdl-37663059

ABSTRACT

Background and aim: Young adults with substance use (SU) problems face a high risk of co-occurring problems, including criminality. The aim of the present study was to assess the psychosocial characteristics, SU problems, and criminal thinking young adults entering SU treatment have, and whether the SU characteristics, sex and age are associated with criminal thinking scores. Methods: The sample was 407 young adults aged 16-29 years who underwent an entry assessment between January 2011 and December 2016 at a residential SU treatment institution in Norway. All study data were extracted from electronic health records, including survey information from the Achenbach System of Empirically Based Assessment and the Psychological Inventory of Criminal Thinking Styles. Results: In the present sample, severe SU, high rates of psychosocial problems, and criminal thinking were reported. Almost three-quarters (72.67%) of young adults reported high levels of criminal thinking (≥60). However, male participants were more likely to report high levels of criminal thinking compared to female participants (p=0.031). In bivariate regression models, only sex and having stimulants/opioids as primary drug were associated with mean levels of criminal thinking. The same was true in the multiple regression model. Conclusion: Young adults in residential SU treatment are a multi-problem high-risk/high-need group of people. Due to the elevated levels of criminal thinking, we recommend that young adults in SU treatment should be screened for criminogenic treatment needs, such as criminal thinking, regardless of justice involvement.

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