SynthesisPloS one2022
Towards universal health coverage: The level and determinants of enrollment in the Community-Based Health Insurance (CBHI) scheme in Ethiopia: A systematic review and meta-analysis.
Synthesis in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 2 of them syntheses that pooled it.
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.
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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.
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Who cites it
26 citing papers in PubMed, 2 syntheses or guidelines pooled it, 24 citations in OpenAlex.
- The impact of community-based health insurance on universal health coverage in Ethiopia: a systematic review and meta-analysis.Global health action · 2023Pooled it
- Household satisfaction and associated factors with community-based health insurance scheme in Ethiopia: systematic review and meta-analysis.Global health research and policy · 2023Pooled it
- Multilevel Analysis of Women's Perceptions of Community-Based Health Insurance on Healthcare Access in Sidama Region, Ethiopia: A Community-Based Cross-Sectional Study.Health science reports · 2026Article
- A qualitative study of stakeholders' perceptions towards the implementation of the National Health Insurance Scheme in Zambia: equity and financial sustainability in question.Health policy and planning · 2026Article
- Latent profiles of health insurance literacy, numeracy and supplementary voluntary health insurance enrollment.Health economics review · 2026Article
- Drivers of community-based health insurance enrolment in post-war Tigray, Ethiopia.BMJ global health · 2026Article
- Willingness and perceived ability to pay for Uganda's proposed national health insurance scheme among informal sector workers in Iganga and Mayuge districts, Uganda: A contingent valuation method.PLOS global public health · 2026Article
- Article
- Women's Intention to Maintain Enrollment in Community-Based Health Insurance: A Multilevel Analysis in the Sidama Region, Southern Ethiopia, 2024.Health services insights · 2026Article
- Determinants, challenges, and opportunities of the community-based health insurance scheme in Tigray Regional State, Ethiopia: A mixed method study.Journal of public health research · 2025Article
- Community-based health insurance service satisfaction and experiences of beneficiaries and health professionals in North Gondar Zone, Ethiopia.Journal of public health research · 2025Article
- Investigating membership attrition dynamics in community-based health insurance: a survival analysis of socioeconomic and program-specific determinants in the Amhara Region, Northwest Ethiopia.BMC public health · 2025Article
- Willingness to join community-based health insurance and associated factors among households in Ethiopian: a systematic review and meta-analysis.Cost effectiveness and resource allocation : C/E · 2025Review
- Trust in the integrity of a micro health insurance scheme and its determinants in two rural districts of Ethiopia.BMC health services research · 2025Article
- Article
- Exploring machine learning classification for community based health insurance enrollment in Ethiopia.Frontiers in public health · 2025Article
- Inappropriate antibiotic access practices at the community level in Eastern Ethiopia.Scientific reports · 2024Article
- Disparities in satisfaction among insured and uninsured adult outpatient department service users in Southern Ethiopia, 2022: a comparative cross-sectional study.BMC health services research · 2024Article
- User Satisfaction with Technology-Enhanced Health Insurance among Community-Based Health Insurance Users: A Survey at one Selected Referral Hospital, Rwanda.Rwanda journal of medicine and health sciences · 2024Article
- A Hierarchical Bayesian approach to small area estimation of health insurance coverage in Ethiopian administrative zones for better policies and programs.Health economics review · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCommunity-based health insurance (CBHI) is a risk-pooling approach that tries to disperse health expenditures across families with varying health profiles to provide greater access to healthcare services by allowing cross-subsidies from wealthy to poor populations. It is crucial to assess the level of CBHI enrolment and its determinants in Ethiopia, where government health spending is limited to less than 5% of GDP, far below the Alma Ata Declaration's benchmark of 15%. Although various epidemiological studies on CBHI enrolment status and its determinants have been undertaken in Ethiopia, the results have been inconsistent, with significant variability. However, no nationwide study assessing the pooled estimates exists today. Furthermore, the estimated strength of association at the country level varied and was inconsistent across studies. Hence, this systematic review and meta-analysis aimed at estimating the pooled prevalence of CBHI enrolment and its determinants in Ethiopia.
methodsA comprehensive search of studies was done by using PubMed, EMBASE, Science Direct, HINARI, Scopus, Web of Science, and the Cochrane Library. The database search was complemented by google scholar and some repositories for grey literature. The search was carried out from February 11 to March 12, 2022. The relevant data were extracted using a Microsoft Excel 2013 spreadsheet and analyzed using STATATM Version 16. Studies reporting the level and determinants of CBHI enrolment in Ethiopia were considered. A weighted DerSimonian Laired random effect model was applied to estimate the pooled national prevalence of CBHI enrolment. The Cochrane Q test statistics and I2 tests were used to assess the heterogeneity of the included studies. A funnel plot, Begg's and Egger's tests, were used to check for the presence of publication bias.
resultsFifteen studies were eligible for this systematic review and meta-analysis with a total of 8418 study participants. The overall pooled prevalence of CBHI enrolment in Ethiopia was 45.5% (95% CI: 32.19, 58.50). Affordability of premium for the scheme[OR = 2.58, 95% CI 1.68, 3.47], knowledge of respondents on the CBHI scheme[OR = 4.35, 95% CI 2.69, 6.01], perceived quality of service[OR = 3.21, 95% CI 2.04, 4.38], trust in the scheme[OR = 2.32, 95% CI 1.57, 3.07], and the presence of a person with a chronic disease in the household [OR = 3.58, 95% CI 2.37, 4.78] were all found to influence CBHI enrolment.
conclusionCommunity health workers (CHWs) need to make a high effort to improve knowledge of CBHI in rural communities by providing health education. To deal with the issue of affordability, due emphasis should be placed on building local solidarity groups and strengthening local initiatives to aid poor members. Stakeholders in the health service delivery points need to focus on the dimensions of high service quality. The financial gap created by the adverse selection of households with chronically ill members should be rectified by implementing targeted subsidies with robust plans.
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