SynthesisPloS one2016
Equity in Health Care Financing in Low- and Middle-Income Countries: A Systematic Review of Evidence from Studies Using Benefit and Financing Incidence Analyses.
Synthesis in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 104 papers, 5 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
104 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Methodological heterogeneity and equity challenges of distributional cost-effectiveness analysis in healthcare: a systematic review from 2017 to 2025.Archives of public health = Archives belges de sante publique · 2026Pooled it
- Financial hardship among patients suffering from neglected tropical diseases: A systematic review and meta-analysis of global literature.PLoS neglected tropical diseases · 2024Pooled it
- Incidence of Catastrophic Health Expenditure and Its Determinants in Cancer Patients: A Systematic Review and Meta-analysis.Applied health economics and health policy · 2021Pooled it
- Leaving no one behind? Social inclusion of health insurance in low- and middle-income countries: a systematic review.International journal for equity in health · 2019Pooled it
- Pooled it
- 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
- Causal Impact of Primary Care and Publicly Funded Health Insurance on Catastrophic Health Spending From Climate-Sensitive Diseases in India.Applied health economics and health policy · 2026Article
- Equity in health financing in China: a national financing and benefit incidence analysis, 2013-2023.The Lancet regional health. Western Pacific · 2026Article
- Methodological and Historical Evolution of Indexed Publications in Occupational Therapy.The British journal of occupational therapy · 2026Review
- How the hybrid rules of free and paid medical care affect the post-socialist health system.BMC health services research · 2026Article
- Mapping Health State Utility from Disease-Specific Measures in Spinal Muscular Atrophy and Paroxysmal Nocturnal Hemoglobinuria.PharmacoEconomics · 2026Article
- Health financing strategies for achieving Universal Health Coverage in low- and middle-income countries: a narrative review.Frontiers in public health · 2026Review
- Health Equity Barriers to Accessing Vaccination and Screening Services in Low- and Middle-Income Countries: A Narrative Review.Risk management and healthcare policy · 2026Review
- Impact of Cash for Health Assistance on Healthcare Access and Health-Seeking Behaviors for Families of Pregnant Women in Sindh, Pakistan.International journal of environmental research and public health · 2025Article
- Does health insurance coverage improve cardiometabolic risk factor levels? Quasi-experimental evidence from India.Global health action · 2025Article
- A Sociological Framework for Improving Palliative Pain Care in Low-Resource Nations.Current pain and headache reports · 2025Review
- Temporal Trends in Patient Choice of Outpatient Care Provider Among Vietnam's Insured Rural Residents, 2006-2020.The International journal of health planning and management · 2025Article
- Out-of-pocket cost and financial catastrophe of patients with cancer: the alarming cost-of-illness in Bangladesh.International journal for equity in health · 2025Article
- Global strategies for implementing health financing equity - a state-of-the-art review of political declarations.International journal for equity in health · 2025Review
- Costs of outpatient services at selected primary healthcare centers in Bangladesh: A cross-sectional study.PloS one · 2025Article
44 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionHealth financing reforms in low- and middle- income countries (LMICs) over the past decades have focused on achieving equity in financing of health care delivery through universal health coverage. Benefit and financing incidence analyses are two analytical methods for comprehensively evaluating how well health systems perform on these objectives. This systematic review assesses progress towards equity in health care financing in LMICs through the use of BIA and FIA. METHODS AND
findingsKey electronic databases including Medline, Embase, Scopus, Global Health, CinAHL, EconLit and Business Source Premier were searched. We also searched the grey literature, specifically websites of leading organizations supporting health care in LMICs. Only studies using benefit incidence analysis (BIA) and/or financing incidence analysis (FIA) as explicit methodology were included. A total of 512 records were obtained from the various sources. The full texts of 87 references were assessed against the selection criteria and 24 were judged appropriate for inclusion. Twelve of the 24 studies originated from sub-Saharan Africa, nine from the Asia-Pacific region, two from Latin America and one from the Middle East. The evidence points to a pro-rich distribution of total health care benefits and progressive financing in both sub-Saharan Africa and Asia-Pacific. In the majority of cases, the distribution of benefits at the primary health care level favoured the poor while hospital level services benefit the better-off. A few Asian countries, namely Thailand, Malaysia and Sri Lanka, maintained a pro-poor distribution of health care benefits and progressive financing.
conclusionStudies evaluated in this systematic review indicate that health care financing in LMICs benefits the rich more than the poor but the burden of financing also falls more on the rich. There is some evidence that primary health care is pro-poor suggesting a greater investment in such services and removal of barriers to care can enhance equity. The results overall suggest that there are impediments to making health care more accessible to the poor and this must be addressed if universal health coverage is to be a reality.
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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.