SynthesisPloS one2023
Impact of community-based health insurance in low- and middle-income countries: A systematic review and meta-analysis.
Synthesis in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers, 4 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
40 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Disparities in modern health service utilization between community-based health insurance member and non-member households in Ethiopia: a meta-analysis.BMC public health · 2026Pooled it
- Access to health insurance amongst people with disabilities and its association with healthcare use, health status and financial protection in low- and middle-income countries: a systematic review.International journal for equity in health · 2024Pooled it
- Effect of community based health insurance on healthcare services utilization in Ethiopia: a systematic review and meta-analysis.BMC health services research · 2024Pooled it
- The impact of health insurance on maternal and reproductive health service utilization and financial protection in low- and lower middle-income countries: a systematic review of the evidence.BMC health services research · 2024Pooled it
- Health insurance and the distribution of healthcare use in Rwanda's Vision Umurenge Programme: evidence from the Seventh Integrated Household Living Conditions Survey.Global health action · 2026Article
- Informing policy through evidence: A scoping review of factors that influence enrolment in community-based health insurance in East Africa.Global health research and policy · 2026Article
- Assessing intervention effects on healthcare-related financial protection in low- and middle-income countries: a rapid evidence review.Health policy and planning · 2026Review
- Equity in health insurance coverage among women with children under two years of age in Laos: a cross-sectional study of sociodemographic disparities and implications for universal health coverage.Journal of health, population, and nutrition · 2026Article
- Factors associated with community-based health insurance beneficiaries' satisfaction with laboratory services in public hospitals of Arsi Zone, Ethiopia.Cost effectiveness and resource allocation : C/E · 2026Article
- Healthcare satisfaction and associated factors between insured and uninsured women in the Sidama region, Ethiopia.npj health systems · 2026Article
- Challenges and enablers in accessing paediatric inguinal hernia surgical care in Sierra Leone: a qualitative exploratory study.BMJ open · 2026Article
- The effect of community-based health insurance on healthcare utilization and out-of-pocket health expenditure in the Tigray Regional State, Ethiopia.International journal of health economics and management · 2026Article
- The effect of community-based health insurance on out-of-pocket expenditure among diabetic patients at hawassa university comprehensive specialized hospital: facility-based comparative cross-sectional study.BMC health services research · 2026Article
- The Impact of Community-Based Health Insurance on Catastrophic Health Care Expenditure: A Cross-Sectional Study From Ethiopia.Health science reports · 2026Article
- Drivers of community-based health insurance enrolment in post-war Tigray, Ethiopia.BMJ global health · 2026Article
- From individual burden to social risk pooling: drivers of the declining out-of-pocket health expenditure share in China (2009-2024).International journal for equity in health · 2026Article
- Multi-objective machine learning framework for welfare-optimized health insurance design in infectious disease management (Gastroenteritis).BMC public health · 2026Observational
- Healthcare burden and impoverishment among older adults with palliative care needs in India: findings from a nationally representative study.BMC palliative care · 2026Article
- Telemedicine implementation and healthcare utilization in Rwanda: interrupted time series of babyl digital health services from 2015 to 2024.BMC primary care · 2026Article
- Integrating Community Health System Activities and Participation into the Primary Healthcare System for Ensuring Effective Community Participation and Achieving Health Goals in Nigeria.Annals of global health · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundTo systematically evaluate the empirical evidence on the impact of community-based health insurance (CBHI) on healthcare utilization and financial risk protection in low- and middle-income countries (LMIC).
methodsWe searched PubMed, CINAHL, Cochrane CENTRAL, CNKI, PsycINFO, Scopus, WHO Global Index Medicus, and Web of Science including grey literature, Google Scholar®, and citation tracking for randomized controlled trials (RCTs), non-RCTs, and quasi-experimental studies that evaluated the impact of CBHI schemes on healthcare utilization and financial risk protection in LMICs. We assessed the risk of bias using Cochrane's Risk of Bias 2.0 and Risk of Bias in Non-randomized Studies of Interventions tools for RCTs and quasi/non-RCTs, respectively. We also performed a narrative synthesis of all included studies and meta-analyses of comparable studies using random-effects models. We pre-registered our study protocol on PROSPERO: CRD42022362796.
resultsWe identified 61 articles: 49 peer-reviewed publications, 10 working papers, 1 preprint, and 1 graduate dissertation covering a total of 221,568 households (1,012,542 persons) across 20 LMICs. Overall, CBHI schemes in LMICs substantially improved healthcare utilization, especially outpatient services, and improved financial risk protection in 24 out of 43 studies. Pooled estimates showed that insured households had higher odds of healthcare utilization (AOR = 1.60, 95% CI: 1.04-2.47), use of outpatient health services (AOR = 1.58, 95% CI: 1.22-2.05), and health facility delivery (AOR = 2.21, 95% CI: 1.61-3.02), but insignificant increase in inpatient hospitalization (AOR = 1.53, 95% CI: 0.74-3.14). The insured households had lower out-of-pocket health expenditure (AOR = 0.94, 95% CI: 0.92-0.97), lower incidence of catastrophic health expenditure at 10% total household expenditure (AOR = 0.69, 95% CI: 0.54-0.88), and 40% non-food expenditure (AOR = 0.72, 95% CI: 0.54-0.96). The main limitations of our study are the limited data available for meta-analyses and high heterogeneity persisted in subgroup and sensitivity analyses.
conclusionsOur study shows that CBHI generally improves healthcare utilization but inconsistently delivers financial protection from health expenditure shocks. With pragmatic context-specific policies and operational modifications, CBHI could be a promising mechanism for achieving universal health coverage (UHC) in LMICs.
Indexed as
Identifiers
What OpenQuestion holds
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.