ReviewGlobal mental health (Cambridge, England)2023
Successful ingredients of effective Collaborative Care programs in low- and middle-income countries: A rapid review.
Review in Global mental health (Cambridge, England), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
15 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Healthcare provider experiences integrating mental illness screening and management into hypertension care: qualitative systematic review.Health promotion international · 2026Pooled it
- Real-world implementation of Collaborative Care in the United States: a systematic review.BMC primary care · 2026Pooled it
- Early interventions for first onset of symptoms of mental health conditions: an umbrella review of systematic reviews.BMC medicine · 2026Pooled it
- Perinatal mental health screening and care among those with pregnancy complications.American journal of obstetrics & gynecology MFM · 2026Review
- Scaling up an integrated primary mental health screening programme in South Africa through co-development and continuous quality improvement.BMC primary care · 2026Article
- Developing the Link-me+EMPHN Mental Health Model of Care to Improve General Practitioner Capacity for Mental Health Care in Australian Primary Care: Protocol for a Mixed Methods Formative Study.JMIR research protocols · 2026Article
- Development of a collaborative chronic care model for management of cardiometabolic disease in low- and middle-income countries.PloS one · 2026Article
- Severity Classification of Anxiety and Depression Using Generalized Anxiety Disorder Scale and Patient Health Questionnaire: National Cross-Sectional Study Applying Classification and Regression Tree Models.JMIR public health and surveillance · 2025Article
- Community-based Collaborative Care for Serious Mental Illness: A Rapid Qualitative Evidence Synthesis of Health Care Providers' Experiences and Perspectives.Community mental health journal · 2025Review
- Acceptability and feasibility of a task-shifted collaborative care model for depression and anxiety in primary HIV clinics in the Philippines: a qualitative inquiry.BMC health services research · 2025Article
- Healthcare providers' experiences of community-based collaborative care for serious mental illness: a qualitative study in two integrated clinics in South Africa.Global mental health (Cambridge, England) · 2025Article
- Advancing Personalized Interventions: A Paradigm Shift in Psychological and Health-Related Treatment Strategies.Journal of clinical medicine · 2024Article
- Depression care integration in tuberculosis services: A feasibility assessment in Pakistan.Health expectations : an international journal of public participation in health care and health policy · 2024Article
- Development of a remote implementation support strategy to enhance integration of depression treatment into primary care settings in rural India.Frontiers in public health · 2024Article
- What Works, for Whom, in What Circumstances and Why, When Integrating Voluntary and Statutory Community Mental Health Services: A Realist Evaluation Case Study.International journal of integrated careArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Integrating mental health care in primary healthcare settings is a compelling strategy to address the mental health treatment gap in low- and middle-income countries (LMICs). Collaborative Care is the integrated care model with the most evidence supporting its effectiveness, but most research has been conducted in high-income countries. Efforts to implement this complex multi-component model at scale in LMICs will be enhanced by understanding the model components that have been effective in LMIC settings. Following Cochrane Rapid Reviews Methods Group recommendations, we conducted a rapid review to identify studies of the effectiveness of Collaborative Care for priority adult mental disorders of mhGAP (mood and anxiety disorders, psychosis, substance use disorders and epilepsy) in outpatient medical settings in LMICs. Article screening and data extraction were performed using Covidence software. Data extraction by two authors utilized a checklist of key components of effective interventions. Information was aggregated to examine how frequently the components were applied. Our search yielded 25 articles describing 20 Collaborative Care models that treated depression, anxiety, schizophrenia, alcohol use disorder or epilepsy in nine different LMICs. Fourteen of these models demonstrated statistically significantly improved clinical outcomes compared to comparison groups. Successful models shared key structural and process-of-care elements: a multi-disciplinary care team with structured communication; standardized protocols for evidence-based treatments; systematic identification of mental disorders, and a stepped-care approach to treatment intensification. There was substantial heterogeneity across studies with respect to the specifics of model components, and clear evidence of the importance of tailoring the model to the local context. This review provides evidence that Collaborative Care is effective across a range of mental disorders in LMICs. More work is needed to demonstrate population-level and longer-term outcomes, and to identify strategies that will support successful and sustained implementation in routine clinical settings.
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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.