ArticleBMJ global health2021
Inequity of healthcare access and use and catastrophic health spending in slum communities: a retrospective, cross-sectional survey in four countries.
Article in BMJ global health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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
12 citing papers in PubMed.
- Syndemic convergence of mpox and HIV crisis in the Philippines: implications for integrated and responsive public health action.International journal for equity in health · 2026Article
- "They tossed me up like a ball": informal settlement residents' experiences in accessing healthcare in Kampala, Uganda.BMC public health · 2025Article
- The Economic Burden of Healthcare Utilization: Findings from a Health and Well-Being Survey in Informal Settlements of Freetown, Sierra Leone.Journal of urban health : bulletin of the New York Academy of Medicine · 2025Article
- Inequities in Household Out-Of-Pocket Spending Among Urban Slum Dwellers in Southeast Nigeria.International journal of public health · 2025Article
- Decomposing socioeconomic inequality in household out of pocket health expenditures in Pakistan (2010-11-2018-19).BMC health services research · 2024Article
- Article
- Unmet and unperceived needs for type 2 diabetes self-management among slum dwellers in Iran: a cross-sectional study.Primary health care research & development · 2024Article
- Uncovering the determinants of health in deprived urban neighborhoods in Accra, Ghana: a qualitative and participatory reconnaissance study.Frontiers in public health · 2024Article
- Article
- Health care utilization and its association with sociodemographic factors among slum-dwellers with type 2 diabetes in Tabriz, Iran: A cross-sectional study.Health science reports · 2023Article
- A socio-ecological framework examination of drivers of blood pressure control among patients with comorbidities and on treatment in two Nairobi slums; a qualitative study.PLOS global public health · 2023Article
- Community and facility-level barriers to achieving UHC in Kono District, Sierra Leone and Maryland County, Liberia.PLOS global public health · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionTracking the progress of universal health coverage (UHC) is typically at a country level. However, country-averages may mask significant small-scale variation in indicators of access and use, which would have important implications for policy choice to achieve UHC.
methodsWe conducted a retrospective cross-sectional household and individual-level survey in seven slum sites across Nigeria, Kenya, Bangladesh and Pakistan. We estimated the adjusted association between household capacity to pay and report healthcare need, use and spending. Catastrophic health expenditure was estimated by five different methods.
resultsWe surveyed 7002 households and 6856 adults. Gini coefficients were wide, ranging from 0.32 to 0.48 across the seven sites. The total spend of the top 10% of households was 4-47 times more per month than the bottom 10%. Households with the highest budgets were: more likely to report needing care (highest vs lowest third of distribution of budgets: +1 to +31 percentage points (pp) across sites), to spend more on healthcare (2.0 to 6.4 times higher), have more inpatient and outpatient visits per year in five sites (1.0 to 3.0 times more frequently), spend more on drugs per visit (1.1 to 2.2 times higher) and were more likely to consult with a doctor (1.0 to 2.4 times higher odds). Better-off households were generally more likely to experience catastrophic health expenditure when calculated according to four methods (-1 to +12 pp), but much less likely using a normative method (-60 to -80 pp).
conclusionsSlums have a very high degree of inequality of household budget that translates into inequities in the access to and use of healthcare. Evaluation of UHC and healthcare access interventions targeting these areas should consider distributional effects, although the standard measures may be unreliable.
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.