Kim Fernandez , Jérôme Antoine , Elena Damian , Deborah Louise Sinclair , Shona Cosgrove , Brecht Devleesschauwer
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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":"{\"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}","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
摘要
背景:在比利时,专门的成瘾治疗中心(SAC)和普通精神健康中心(GMHC)都为药物使用障碍(SUD)患者提供治疗服务,但这些部门往往平行运作,很少合作。这种各自为政的系统可能会导致效率低下,尤其是在治疗有双重诊断的患者时。尽管存在公认的挑战,但人们对影响 SUD 患者在 SAC 还是 GMHC 接受治疗的因素了解有限:本观察性研究有两个主要目标:方法:研究使用了从比利时治疗中心收集的 2019 年常规数据(比利时治疗需求指标)。逻辑回归评估了首次接受 SUD 治疗者(n = 8322)的药物使用和社会人口变量的权重。随机森林算法用于研究所有患者在所有治疗过程中对两个部门的取向(n = 29658):研究发现,主要药物对治疗部门的选择有很大影响。使用大麻、鸦片制剂、可卡因和兴奋剂等非法药物的患者在 SAC 接受治疗的可能性是使用酒精的患者的 6-12 倍。收入来源和转介来源(如自我转介、全科医生等)等因素也会对患者的选择产生重大影响:这些发现突出表明,有必要更好地整合 SAC 和 GMHC,以充分满足 SUD 患者(尤其是有双重诊断的患者)的复杂需求。
Impact of substance type and patient characteristics on the choice of treatment setting for substance use disorder in Belgium
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.