ArticlePloS one2020
Outcomes of a primary care mental health implementation program in rural Rwanda: A quasi-experimental implementation-effectiveness study.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed, 48 citations in OpenAlex.
- Supportive supervision visits in a large community hypertension programme in Nigeria: implementation methods and outcomes.BMJ open quality · 2025Trial
- Efficacy and cost-effectiveness of task-shared care for people with severe mental disorders in Ethiopia (TaSCS): a single-blind, randomised, controlled, phase 3 non-inferiority trial.The lancet. Psychiatry · 2022Trial
- Advancing forensic psychiatry in Rwanda: lessons learned and challenges.Global health action · 2026Article
- Clinical outcomes of a primary care mental health implementation program scale-up in the Eastern Province of Rwanda: a prospective cohort study.BMC psychiatry · 2025Article
- Understanding the role and organization of health workers delivering non-communicable disease management in primary care in low- and middle-income countries: a scoping review.BMC primary care · 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
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- Role and knowledge of nurses in the management of non-communicable diseases in Africa: A scoping review.PloS one · 2024Article
- Neuropsychology and Electroencephalography in Rural Children at Neurodevelopmental Risk: A Scoping Review.Pediatric reports · 2023Article
- Addition of mental health to the lady health worker curriculum in Pakistan: now or never.Human resources for health · 2023Article
- Safe recovery after cesarean in rural Africa: Technical consensus guidelines for post-discharge care.International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics · 2023Review
- Improving Primary Care Quality Through Supportive Supervision and Mentoring: Lessons From the African Health Initiative in Ethiopia, Ghana, and Mozambique.Global health, science and practice · 2022Article
- Barriers and Facilitators to Data Use for Decision Making: The Experience of the African Health Initiative Partnerships in Ethiopia, Ghana, and Mozambique.Global health, science and practice · 2022Article
- Article
- Decentralized, primary-care delivered epilepsy services in Burera District, Rwanda: Service use, feasibility, and treatment.eNeurologicalSci · 2021Article
- A Key, Not a Straitjacket: The Case for Interim Mental Health Legislation Pending Complete Prohibition of Psychiatric Coercion in Accordance with the Convention on the Rights of Persons with Disabilities.Health and human rights · 2020Article
- Training primary health care providers in Colombia, Mexico and Peru to increase alcohol screening: Mixed-methods process evaluation of implementation strategy.Implementation research and practiceArticle
- Adapting Problem Management Plus for Implementation: Lessons Learned from Public Sector Settings Across Rwanda, Peru, Mexico and Malawi.Intervention (Amstelveen, Netherlands)Article
Corrections and comments
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Authors and funding
24 authors at 5 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionTo address the know-do gap in the integration of mental health care into primary care in resource-limited settings, a multi-faceted implementation program initially designed to integrate HIV/AIDS care into primary care was adapted for severe mental disorders and epilepsy in Burera District, Rwanda. The Mentoring and Enhanced Supervision at Health Centers (MESH MH) program supported primary care-delivered mental health service delivery scale-up from 6 to 19 government-run health centers over two years. This quasi-experimental study assessed implementation reach, fidelity, and clinical outcomes at health centers supported by MESH MH during the scale up period.
methodsMESH MH consisted of four strategies to ensure the delivery of the priority care packages at health centers: training; supervision and mentorship; audit and feedback; and systems-based quality improvement (QI). Implementation reach (service use) across the 19 health centers supported by MESH MH during the two year scale-up period was described using routine service data. Implementation fidelity was measured at four select health centers by comparing total clinical supervisory visits and checklists to target goals, and by tracking clinical observation checklist item completion rates over a nine month period. A prospective before and after evaluation measured clinical outcomes in consecutive adults presenting to four select health centers over a nine month period. Primary outcome assessments at baseline, 2 and 6 months included symptoms and functioning, measured by the General Health Questionnaire (GHQ-12) and the World Health Organization Disability Assessment Scale (WHO-DAS Brief), respectively. Secondary outcome assessments included engagement in income generating work and caregiver burden using a quantitative scale adapted to context.
resultsA total of 2239 mental health service users completed 15,744 visits during the scale up period. MESH MH facilitated 70% and 76% of supervisory visit and clinical checklist utilization target goals, respectively. Checklist item completion rates significantly improved overall, and for three of five checklist item subgroups examined. 121 of 146 consecutive service users completed outcome measurements six months after entry into care. Scores improved significantly over six months on both the GHQ-12, with median score improving from 26 to 10 (mean within-person change 12.5 [95% CI: 10.9-14.0] p< 0.0001), and the WHO-DAS Brief, with median score improving from 26.5 to 7 (mean within-person change 16.9 [95% CI: 14.9-18.8] p< 0.0001). Over the same period, the percentage of surveyed service users reporting an inability to work decreased significantly (51% to 6% (p < 0.001)), and the proportion of households reporting that a caregiver had left income-generating work decreased significantly (41% to 4% (p < 0.001)).
conclusionMESH MH was associated with high service use, improvements in mental health care delivery by primary care nurses, and significant improvements in clinical symptoms and functional disability of service users receiving care at health centers supported by the program. Multifaceted implementation programs such as MESH MH can reduce the evidence to practice gap for mental health care delivery by nonspecialists in resource-limited settings. The primary limitation of this study is the lack of a control condition, consistent with the implementation science approach of the study. STUDY REGISTRATION: ISRCTN #37231.
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