Kim Fernandez , Jérôme Antoine , Elena Damian , Deborah Louise Sinclair , Shona Cosgrove , Brecht Devleesschauwer
{"title":"Impact of substance type and patient characteristics on the choice of treatment setting for substance use disorder in Belgium","authors":"Kim Fernandez , Jérôme Antoine , Elena Damian , Deborah Louise Sinclair , Shona Cosgrove , Brecht Devleesschauwer","doi":"10.1016/j.josat.2024.209561","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Specialised addiction treatment centers (SAC) and general mental health centers (GMHC) both offer care to people with substance use disorders (SUD) in Belgium, but these sectors often operate in parallel, with little collaboration. This fragmented system may lead to inefficiencies, particularly in the treatment of individuals with dual diagnoses. Despite the recognized challenges, there is limited understanding of the factors that influence whether patients with SUD are treated in SAC or GMHC.</div></div><div><h3>Objectives</h3><div>This observational study has two main objectives:<ul><li><span>1.</span><span><div>To examine whether and how the primary substance of abuse influences the choice of either SAC or GMHC.</div></span></li><li><span>2.</span><span><div>To assess whether other factors (e.g. sociodemographics, institution or person who orientated the patient to treatment) play a significant role in determining the type of center where the patient is treated.</div></span></li></ul></div></div><div><h3>Methods</h3><div>The study used routinely collected data from treatment centers in Belgium from 2019 (Belgian Treatment Demand Indicator). Logistic regression evaluated the weight of drug use and sociodemographic variables for people entering treatment for SUD for the first time (<em>n</em> = 8322). A random forest algorithm was used to study all patients' orientation toward both sectors, across all treatment episodes (<em>n</em> = 29,658).</div></div><div><h3>Results</h3><div>The study found that the primary substance significantly influences sector choice. Patients using illicit substances like cannabis, opiates, cocaine, and stimulants are 6–12 times more likely to be treated in an SAC than those using alcohol. Factors such as income source and referral source (e.g. self-referral, general practitioner, etc) also significantly impact patient orientation.</div></div><div><h3>Conclusion</h3><div>These findings highlight the need for better integration between SAC and GMHC to adequately address the complex needs of people with SUD, especially with dual diagnosis.</div></div>","PeriodicalId":73960,"journal":{"name":"Journal of substance use and addiction treatment","volume":"168 ","pages":"Article 209561"},"PeriodicalIF":0.0000,"publicationDate":"2024-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of substance use and addiction treatment","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S294987592400273X","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"0","JCRName":"PSYCHOLOGY, CLINICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Background
Specialised addiction treatment centers (SAC) and general mental health centers (GMHC) both offer care to people with substance use disorders (SUD) in Belgium, but these sectors often operate in parallel, with little collaboration. This fragmented system may lead to inefficiencies, particularly in the treatment of individuals with dual diagnoses. Despite the recognized challenges, there is limited understanding of the factors that influence whether patients with SUD are treated in SAC or GMHC.
Objectives
This observational study has two main objectives:
1.
To examine whether and how the primary substance of abuse influences the choice of either SAC or GMHC.
2.
To assess whether other factors (e.g. sociodemographics, institution or person who orientated the patient to treatment) play a significant role in determining the type of center where the patient is treated.
Methods
The study used routinely collected data from treatment centers in Belgium from 2019 (Belgian Treatment Demand Indicator). Logistic regression evaluated the weight of drug use and sociodemographic variables for people entering treatment for SUD for the first time (n = 8322). A random forest algorithm was used to study all patients' orientation toward both sectors, across all treatment episodes (n = 29,658).
Results
The study found that the primary substance significantly influences sector choice. Patients using illicit substances like cannabis, opiates, cocaine, and stimulants are 6–12 times more likely to be treated in an SAC than those using alcohol. Factors such as income source and referral source (e.g. self-referral, general practitioner, etc) also significantly impact patient orientation.
Conclusion
These findings highlight the need for better integration between SAC and GMHC to adequately address the complex needs of people with SUD, especially with dual diagnosis.