Equitable access to mental healthcare integrated in primary care for people with severe mental disorders in rural Ethiopia: a community-based cross-sectional study
Open accessAbstract
Background: Integration of mental healthcare into non-specialist settings is advocated to expand access to care for people with severe mental disorders (SMD) in low-income countries. However, the impact upon equitable access for disenfranchised members of society has not been investigated. The purpose of this study was to (1) estimate contact coverage for SMD of a new service in primary healthcare (PHC) in a rural Ethiopian district, and (2) investigate equity of access for rural residents, women, people with physical impairments and people of low socio-economic status. Methods: Community key informants were trained to identify and refer people with probable SMD in Sodo district, south-central Ethiopia, using vignettes of typical presentations. Records of those referred to the new PHC-based service were linked to healthcare records to identify people who engaged with care and non-engagers over a 6 month period. Standardised interviews by psychiatric nurses were used to confirm the diagnosis in those attending PHC. Non-engagers were visited in their homes and administered the Psychosis Symptom Questionnaire. Socio-economic status, discrimination, disability, substance use, social support and distance to the nearest health facility were measured. Results: Contact coverage for the new service was estimated to be 81.3% (300 engaged out of 369 probable cases of SMD identified). Reimbursement for transport and time may have elevated coverage estimates. In the fully adjusted multivariable model, rural residents had 3.81 increased odds (95% CI 1.22, 11.89) of not accessing care, in part due to geographical distance from the health facility (odds ratio 3.37 (1.12, 10.12)) for people living more than 180 min away. There was no association with lower socioeconomic status, female gender or physical impairment. Higher levels of functional impairment were associated with increased odds of engagement. Amongst non-engagers, the most frequently endorsed barriers were thinking the problem would get better by itself and concerns about the cost of treatment. Conclusion: Integrating mental healthcare into primary care can achieve high levels of coverage in a rural African setting, which is equitable with respect to gender and socio-economic status. Service outreach into the community may be needed to achieve better contact coverage for rural residents.
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The provider adoption rate in MeHPriC (69.1%) compares favourably with PRIME sites in South Africa (23-50% adoption) but is lower than Ethiopia (81.7%).
“The provider adoption rate in MeHPriC (69.1%) compares favourably with experiences from similar programs: higher than reported in some PRIME sites in South Africa (23–50% adoption depending on sites) [34] but lower than Ethiopia (81.7%) [35].”
From Co-creating systems change for mental health: a theory of change approach from the MeHPriC initiative in Lagos, Nigeria (2025) · cites this paper as [35]
The citation [35] is attached to the Ethiopia comparison. The Results (Contact coverage for SMD; page unavailable) report 81.3% contact coverage among people with probable severe mental disorders, not 81.7% provider adoption. The source therefore reports a different rate for a different measure. (LLM, conf=0.88)
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Cites
(2001) · Cited by 5,455 · see citing works
A framework for the study of access to medical care.
(1974) · PubMed Central · Cited by 2,419 · see citing works
A Conceptual Framework for Action on the Social Determinants of Health
UNSPECIFIED (2010) · University Libraries (University of Maryland) · doi:10.13016/17cr-aqb9 · Cited by 2,362 · see citing works
<i>Poverty and Access to Health Care in Developing Countries</i>
Peters, D. H., Garg, A., Bloom, G., Walker, D. G., Brieger, W. R., & Hafizur Rahman, M. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1425.011 · Cited by 1,522 · see citing works
McGuffin, P. (1991) · Archives of General Psychiatry · doi:10.1001/archpsyc.1991.01810320088015 · Cited by 1,483 · see citing works
Demographic and Health Surveys
Larmarange, J., Vallo, R., Yaro, S., Méda, N., Ferry, B., Larmarange, J., & Ird, D. (2008) · Choice Reviews Online · doi:10.5860/choice.45-6819 · Cited by 1,455 · see citing works
Thornicroft, G., Brohan, E., Rose, D. S., Sartorius, N., & Leese, M. (2009) · The Lancet · doi:10.1016/s0140-6736(08)61817-6 · Cited by 1,189 · see citing works
What does 'access to health care' mean?
Gulliford, M. C., Figueroa-Munoz, J., Morgan, M., Hughes, D., Gibson, B., Beech, R., & Hudson, M. (2002) · Journal of Health Services Research & Policy · doi:10.1258/135581902760082517 · Cited by 1,135 · see citing works
Achieving health equity: from root causes to fair outcomes
Marmot, M. G. (2007) · The Lancet · doi:10.1016/s0140-6736(07)61385-3 · Cited by 936 · see citing works
McIntyre, D., Thiede, M., Dahlgren, G., & Whitehead, M. M. (2005) · Social Science & Medicine · doi:10.1016/j.socscimed.2005.07.001 · Cited by 807 · see citing works
Scale up of services for mental health in low-income and middle-income countries
Eaton, J., McCay, L., Semrau, M., Chatterjee, S., Baingana, F., Araya, R., Ntulo, C., Thornicroft, G., & Saxena, S. (2011) · The Lancet · doi:10.1016/s0140-6736(11)60891-x · Cited by 698 · see citing works
Lund, C., Tomlinson, M., De Silva, M., Fekadu, A., Shidhaye, R., Jordans, M., Petersen, I., Bhana, A., Kigozi, F., Prince, M., et al. (2012) · PLoS Medicine · doi:10.1371/journal.pmed.1001359 · Cited by 584 · see citing works
Self-citationPsychosis Screening Questionnaire
Bebbington, P., & Nayani, T. (1995) · PsycTESTS Dataset · doi:10.1037/t30040-000 · Cited by 546 · see citing works
Health service coverage and its evaluation.
Tanahashi, T. (1978) · PubMed · Cited by 485 · see citing works
Haagsma, J. A., Polinder, S., Olff, M., Toet, H., Bonsel, G. J., & van Beeck, E. F. (2012) · BMC Psychiatry · doi:10.1186/1471-244x-12-1 · Cited by 421 · see citing works
Access to Health Care in Contexts of Livelihood Insecurity: A Framework for Analysis and Action
Obrist, B., Iteba, N., Lengeler, C., Makemba, A. M., Mshana, C., Nathan, R., Alba, S., Dillip, A., Hetzel, M. W., Mayumana, I., et al. (2007) · PLoS Medicine · doi:10.1371/journal.pmed.0040308 · Cited by 367 · see citing works
Perceived barriers in accessing food among recent Latin American immigrants in Toronto
Vahabi, M., & Damba, C. (2013) · International Journal for Equity in Health · doi:10.1186/1475-9276-12-1 · Cited by 344 · see citing works
Hanlon, C., Luitel, N. P., Kathree, T., Murhar, V., Shrivasta, S., Medhin, G., Ssebunnya, J., Fekadu, A., Shidhaye, R., Petersen, I., et al. (2014) · PLoS ONE · doi:10.1371/journal.pone.0088437 · Cited by 339 · see citing works
Self-citationClement, S., Brohan, E., Jeffery, D., Henderson, C., Hatch, S. L., & Thornicroft, G. (2012) · BMC Psychiatry · doi:10.1186/1471-244x-12-36 · Cited by 314 · see citing works
Determinants of maternal health care utilization in Holeta town, central Ethiopia
Birmeta, K., Wado, Y. D., & Woldeyohannes, D. (2013) · BMC Health Services Research · doi:10.1186/1472-6963-13-256 · Cited by 314 · see citing works
Tsegay, Y., Gebrehiwot, T. G., Goicolea, I., Edin, K. E., Lemma, H., & Sebastiån, M. S. (2013) · International Journal for Equity in Health · doi:10.1186/1475-9276-12-30 · Cited by 256 · see citing works
Models and measurement in disability: an international review
Palmer, M., & Harley, D. (2011) · Health Policy and Planning · doi:10.1093/heapol/czr047 · Cited by 221 · see citing works
Geographic accessibility to primary healthcare centers in Mozambique
Luís, A. D. A., & Cabral, P. (2016) · International Journal for Equity in Health · doi:10.1186/s12939-016-0455-0 · Cited by 210 · see citing works
Drobac, P. C., Basinga, P., Condo, J. U., Farmer, P. E., Finnegan, K. E., Hamon, J. K., Amoroso, C. L., Hirschhorn, L. R., Kakoma, J. B., Lu, C., et al. (2013) · BMC Health Services Research · doi:10.1186/1472-6963-13-s2-s5 · Cited by 185 · see citing works
Alem, A., Jacobsson, L. H., Araya, M., Kebede, D., & Kullgren, G. (1999) · Acta Psychiatrica Scandinavica · doi:10.1111/j.1600-0447.1999.tb10693.x · Cited by 160 · see citing works
Development of a scalable mental healthcare plan for a rural district in Ethiopia
Fekadu, A., Hanlon, C., Medhin, G., Alem, A., Selamu, M., Giorgis, T. W., Shibre, T., Teferra, S., Tegegn, T., Breuer, E., et al. (2016) · British Journal of Psychiatry · doi:10.1192/bjp.bp.114.153676 · Cited by 147 · see citing works
Self-citationTrotta, A., Murray, R. M., & MacCabe, J. H. (2014) · Psychological Medicine · doi:10.1017/s0033291714001512 · Cited by 143 · see citing works
Okwaraji, Y. B., Cousens, S. N., Berhane, Y., Mulholland, K., & Edmond, K. M. (2012) · PLoS ONE · doi:10.1371/journal.pone.0033564 · Cited by 128 · see citing works
Shidhaye, R., Lund, C., & Chisholm, D. (2015) · International Journal of Mental Health Systems · doi:10.1186/s13033-015-0031-9 · Cited by 125 · see citing works
Physical Impairment and the Diminishing Effects of Income
Mirowsky, J., & Hu, P. N. (1996) · Social Forces · doi:10.1093/sf/74.3.1073 · Cited by 111 · see citing works
Habtamu, K., Alem, A., Medhin, G., Fekadu, A., Dewey, M. E., Prince, M. J., & Hanlon, C. (2017) · Health and Quality of Life Outcomes · doi:10.1186/s12955-017-0647-3 · Cited by 106 · see citing works
Self-citationOnset and clinical course of schizophrenia in Butajira-Ethiopia
Kebede, D., Alem, A., Shibre, T., Negash, A., Fekadu, A., Fekadu, D., Deyassa, N., Jacobsson, L., & Kullgren, G. (2003) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-003-0678-4 · Cited by 104 · see citing works
Self-citationFederici, S., Meloni, F., & Lo Presti, A. (2009) · DOAJ (DOAJ: Directory of Open Access Journals) · Cited by 100 · see citing works
Hailemariam, M., Fekadu, A., Prince, M. J., & Hanlon, C. (2017) · International Journal for Equity in Health · doi:10.1186/s12939-017-0657-0 · Cited by 86 · see citing works
Self-citationMall, S., Hailemariam, M., Selamu, M., Fekadu, A., Lund, C., Patel, V., Petersen, I., & Hanlon, C. (2016) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796015001006 · Cited by 85 · see citing works
Self-citationNegash, A. A., Alem, A., Kebede, D., Deyessa, N., Shibre, T., & Kullgren, G. (2005) · Journal of Affective Disorders · doi:10.1016/j.jad.2005.03.011 · Cited by 66 · see citing works
Shibre, T., Kebede, D., Alem, A., Negash, A., Kibreab, S., Fekadu, A., Fekadu, D., Jacobsson, L. H., & Kullgren, G. (2002) · International Journal of Social Psychiatry · doi:10.1177/002076402128783244 · Cited by 59 · see citing works
Self-citationHanlon, C. (2016) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796016001013 · Cited by 59 · see citing works
Self-citationPhysical Impairment and the Diminishing Effects of Income
Mirowsky, J., & Hu, P. N. (1996) · Social Forces · doi:10.2307/2580393 · Cited by 56 · see citing works
Hailemariam, M., Fekadu, A., Selamu, M., Medhin, G., Prince, M. J., & Hanlon, C. (2016) · International Journal for Equity in Health · doi:10.1186/s12939-016-0410-0 · Cited by 51 · see citing works
Self-citationThe measurement of poverty in psychiatric epidemiology in LMICs: critical review and recommendations
Cooper, S., Lund, C., & Kakuma, R. (2011) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-011-0457-6 · Cited by 48 · see citing works
A vaccine against meningitis in Africa
Diseases, T. L. I. (2010) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(10)70300-5 · Cited by 10 · see citing works
Short Explanatory Model Interview
Lloyd, K. R., Jacob, K. S., Patel, V., et al. (1998) · PsycTESTS Dataset · doi:10.1037/t50427-000 · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- [3]WHO Mental Health Gap Action Programme Scaling up care for mental, neurological, and substance use disorders 2008 Geneva WHO 26290926
- [25]Nosikov A, Gudex C. Development of a common instrument for mental health. In: EUROHIS: developing common instruments for health surveys. Vol. 57. 2003. p. 35.
- [30]Corp S. Statistics/data analysis 4905. College Station: Edition LDS; 1984–2009.
Cited by
Sorted by citations
Keynejad, R., Spagnolo, J., & Thornicroft, G. (2021) · Evidence Based Mental Health · doi:10.1136/ebmental-2021-300254 · Cited by 219 · see citing works
Adewuya, A. O., Ola, B. A., Coker, O., Oladipo, O. E., Olibamoyo, O., & Atilola, O. (2025) · Implementation Science Communications · doi:10.1186/s43058-025-00798-7 · Cited by 1 · see citing works
“[35].”
- Authors
- Hailemariam, M., Fekadu, A., Medhin, G., Prince, M., & Hanlon, C.
- Affiliations
- Addis Ababa University (ET)
- King's College London (GB)
- Corresponding author
- Hanlon, Charlotte
- Venue
- International Journal of Mental Health Systems
- Published
- 2019-12
- Volume
- 13
- Issue
- 1
- Pages
- 78-78
- ISSN
- 1752-4458 (ISSN-L)
- PMC
- PMC6935213
- OpenAlex
- W2997770809
- Cited by
- 44
- References
- 43
- Citations by year
- 2026: 3 · 2025: 11 · 2024: 11 · 2023: 11 · 2022: 4 · 2021: 4
- FWCI
- 2.51
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- International Journal of Mental Health Systems (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Research Portal (King's College London) (submittedVersion, cc-by)
- Edinburgh Research Explorer (University of Edinburgh) (submittedVersion, cc-by)
- Funders
- Department for International Development, UK Government (201446)
- Topics
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Social Sciences › Psychology › Clinical Psychology › Psychiatric care and mental health services
- Social Sciences › Psychology › Clinical Psychology › Migration, Health and Trauma
- Keywords
- severe mental illness, primary care, access to mental health care, equitable access, rural health, barriers to care, distance to health facility, functional disability, women, socioeconomic status
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