ArticleHealth research policy and systems2022
Financial risk protection from out-of-pocket health spending in low- and middle-income countries: a scoping review of the literature.
Article in Health research policy and systems, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 57 papers, 4 of them syntheses that pooled it.
What it found
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Who cites it
57 citing papers in PubMed, 4 syntheses or guidelines pooled it, 95 citations in OpenAlex.
- Effects of health insurance on economic burden and health service utilization among people with noncommunicable diseases in low- and middle-income countries: a systematic review.BMC public health · 2026Pooled it
- Understanding pathways from primary health care to universal health coverage outcomes: a realist review.Frontiers in public health · 2026Pooled it
- Health seeking behaviours and private sector delivery of care for non-communicable diseases in low- and middle-income countries: a systematic review.BMC health services research · 2024Pooled it
- The impact of community-based health insurance on universal health coverage in Ethiopia: a systematic review and meta-analysis.Global health action · 2023Pooled it
- Lives saved and financial risk protectionfrom scaling up kangaroo mother care in India: an extended cost -effectivenessanalysis.BMJ global health · 2026Article
- Financial protection in flux: longitudinal evidence on out-of-pocket spending among middle-aged and older Mexicans during the 'Seguro Popular'-INSABI transition.Health policy and planning · 2026Article
- Mitigating risk in audiology and speech therapy practice: Essential risk management and control strategies for private and public practices in resource-constrained health systems.Journal of healthcare risk management : the journal of the American Society for Healthcare Risk Management · 2026Article
- Between Hope and Skepticism: Parent and Provider Expectations of Artificial Intelligence as a Bridge to Human-Centered Care for Children With Chronic Illness.Health expectations : an international journal of public participation in health care and health policy · 2026Article
- Determinants of catastrophic healthcare spending in Portugal (2005-2022).Health policy OPEN · 2026Article
- Harnessing rural community savings groups for contribution collection in the Zambia national health insurance scheme: an analysis of community perspectives using the motivation and ability framework.BMC health services research · 2026Article
- Contribution of Medication Expenditures to Catastrophic Health Expenditures in Iran: An Inequality Analysis.Journal of preventive medicine and public health = Yebang Uihakhoe chi · 2026Article
- Digital Governance at the Street Level: A Mixed-Methods Study of Systemic Resilience and 'Human-in-the-Loop' Telemedicine in Rural Thailand.International journal of environmental research and public health · 2026Article
- Financial burden of noncommunicable diseases on households in Bangladesh: a quasi-experimental analysis using national survey data.Health economics review · 2026Article
- Multi-objective machine learning framework for welfare-optimized health insurance design in infectious disease management (Gastroenteritis).BMC public health · 2026Observational
- Health financing strategies for achieving Universal Health Coverage in low- and middle-income countries: a narrative review.Frontiers in public health · 2026Review
- Factors influencing financial protection of the elderly within the framework of universal health coverage: A scoping review.Journal of education and health promotion · 2026Review
- Artificial intelligence and the future of maternal and newborn health in low-income countries: advancing equity, early detection, and health system resilience.Frontiers in public health · 2026Review
- Financial protection failure among urban poor populations in Karachi, Pakistan: a cross-sectional household survey of catastrophic health expenditure prevalence, determinants and insurance effectiveness.BMJ public health · 2026Article
- Health financing and systems in African small and island states: Unique challenges and opportunities in achieving universal health coverage.SSM - health systems · 2025Article
- Cost effectiveness analysis of six non insulin agents for type 2 diabetes in Iran using a patient level simulation with UKPDS OM2.Scientific reports · 2025Article
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 at 1 institution in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundFinancial risk protection (FRP), defined as households' access to needed healthcare services without experiencing undue financial hardship, is a critical health systems target, particularly in low- and middle-income countries (LMICs). Given the remarkable growth in FRP literature in recent times, we conducted a scoping review of the literature on FRP from out-of-pocket (OOP) health spending in LMICs. The objective was to review current knowledge, identify evidence gaps and propose future research directions.
methodsWe followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 guidelines to conduct this scoping review. We systematically searched PubMed, Scopus, ProQuest and Web of Science in July 2021 for literature published since 1 January 2015. We included empirical studies that used nationally representative data from household surveys to measure the incidence of at least one of the following indicators: catastrophic health expenditure (CHE), impoverishment, adoption of strategies to cope with OOP expenses, and forgone care for financial reasons. Our review covered 155 studies and analysed the geographical focus, data sources, methods and analytical rigour of the studies. We also examined the level of FRP by disease categories (all diseases, chronic illnesses, communicable diseases) and the effect of health insurance on FRP.
resultsThe extant literature primarily focused on India and China as research settings. Notably, no FRP study was available on chronic illness in any low-income country (LIC) or on communicable diseases in an upper-middle-income country (UMIC). Only one study comprehensively measured FRP by examining all four indicators. Most studies assessed (lack of) FRP as CHE incidence alone (37.4%) or as CHE and impoverishment incidence (39.4%). However, the LMIC literature did not incorporate the recent methodological advances to measure CHE and impoverishment that address the limitations of conventional methods. There were also gaps in utilizing available panel data to determine the length of the lack of FRP (e.g. duration of poverty caused by OOP expenses). The current estimates of FRP varied substantially among the LMICs, with some of the poorest countries in the world experiencing similar or even lower rates of CHE and impoverishment compared with the UMICs. Also, health insurance in LMICs did not consistently offer a higher degree of FRP.
conclusionThe literature to date is unable to provide a reliable representation of the actual level of protection enjoyed by the LMIC population because of the lack of comprehensive measurement of FRP indicators coupled with the use of dated methodologies. Future research in LMICs should address the shortcomings identified in this review.
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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.