ArticleDrug and alcohol dependence2016
Classifying substance use disorder treatment facilities with co-located mental health services: A latent class analysis approach.
Article in Drug and alcohol dependence, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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Who cites it
13 citing papers in PubMed, 21 citations in OpenAlex.
- Medicaid Patients With ED Visits For Overdose: Disparities In Initiation Of Medications For Opioid Use Disorder.Health affairs (Project Hope) · 2025Article
- Certified Community Behavioral Health Clinic Services for Clients With Co-occurring Disorders: A Latent Class Approach.Psychiatric services (Washington, D.C.) · 2024Article
- Examining facilitative services for entry into substance use disorder treatment: A cluster analysis of treatment facilities.PloS one · 2024Article
- Article
- Service integration: The perspective of Australian alcohol and other drug (AOD) nurses.International journal of mental health nursing · 2022Article
- Identifying pathways to recent non-fatal overdose among people who use opioids non-medically: How do psychological pain and unmet mental health need contribute to overdose risk?Addictive behaviors · 2022Article
- Integrated Behavioral Health Implementation Patterns in Primary Care Using the Cross-Model Framework: A Latent Class Analysis.Administration and policy in mental health · 2022Article
- Improving Medication Access within Integrated Treatment for Individuals with Co-Occurring Disorders in Substance Use Treatment Agencies.Implementation research and practice · 2021Article
- Specialist healthcare services for UK care home residents: a latent class analysis.Primary health care research & development · 2019Article
- Demographic and psychiatric correlates of compulsive sexual behaviors in gambling disorder.Journal of behavioral addictions · 2019Article
- Concurrent psychiatry for patients enrolled in opioid agonist treatment: a propensity score matched cohort study in Ontario Canada.Substance abuse treatment, prevention, and policy · 2019Article
- Substance use consequences, mental health problems, and readiness to change among Veterans seeking substance use treatment.Journal of substance abuse treatment · 2018Article
- The association of psychiatric comorbidity with treatment completion among clients admitted to substance use treatment programs in a U.S. national sample.Drug and alcohol dependence · 2017Article
Corrections and comments
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
Abstract
backgroundThe Affordable Care Act calls for increased integration and coordination of behavioral health services, as people with co-occurring disorders (CODs), meeting criteria for both substance use and psychiatric disorders, are overrepresented in treatment samples. Nationwide estimates of mental health (MH) service co-location in substance use disorder (SUD) treatment facilities are needed. We empirically derived a multiple-indicator categorization of services for CODs in SUD treatment facilities.
methodsWe used latent class analysis to categorize 14,037 SUD treatment facilities in the United States and territories included in the 2012 National Survey of Substance Abuse Treatment Services. Latent class indicators included MH screening and diagnosis, MH support services, psychiatric medications, groups for CODs, and psychosocial approaches. Multinomial logistic regression compared facility-identified primary focus (i.e., SUD, MH, mix of SUD-MH, and general/other) and other facility characteristics across classes.
resultsA four-class solution was chosen with the following classes: Comprehensive MH/COD Services (25%), MH without COD Services (25%), MH Screening Services (21%), and Limited MH Services (29%). The former two classes with co-located MH services were less likely to report a SUD-primary focus than the latter classes reporting only MH screening or Limited MH Services. Only the Comprehensive MH/COD Services class also had a high probability of providing special groups for CODs.
conclusionsApproximately half of SUD treatment facilities were in classes with co-located mental health services, but only a quarter provided comprehensive COD services. Future studies should assess differences in patient experiences and treatment outcomes across facilities with and without COD services.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.