ArticlePloS one2021
Examining the incidence of catastrophic health expenditures and its determinants using multilevel logistic regression in Malawi.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 25 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
25 citing papers in PubMed, 5 syntheses or guidelines pooled it, 54 citations in OpenAlex.
- Catastrophic health expenditure and associated factors in low-, lower-middle and upper-middle-income countries: systematic review and meta-analysis.Global health action · 2026Pooled it
- The socioeconomic and health system determinants of financial protection indicators: a global systematic review (2008-2023).BMJ global health · 2025Pooled it
- Catastrophic health expenditure in sub-Saharan Africa: systematic review and meta-analysis.Bulletin of the World Health Organization · 2022Pooled it
- The burden of household out-of-pocket healthcare expenditures in Ethiopia: a systematic review and meta-analysis.International journal for equity in health · 2022Pooled it
- Factors associated with catastrophic health expenditure in sub-Saharan Africa: A systematic review.PloS one · 2022Pooled it
- Assessing progress towards Sustainable Development Goal 3.8.2 and determinants of catastrophic health expenditures in Malaysia.PloS one · 2022Trial
- Article
- Evaluating catastrophic health expenditures among patients with long bone fractures in Ghana's major teaching hospitals: a hospital-based analysis.BMC health services research · 2025Article
- Assessing Household Out-of-Pocket Expenditures for Non-communicable Diseases in a 4Acta medica Philippina · 2025Article
- Care mobilities and associated contexts of hospital-based informal caregiving in Nigeria: Towards an explanatory framework.PloS one · 2025Article
- Rural‒urban disparities in household catastrophic health expenditure in Bangladesh: a multivariate decomposition analysis.International journal for equity in health · 2024Article
- Magnitude of health expenditure induced removable poverty in India: Some reflections of Ayushman Bharat.Heliyon · 2024Article
- Evaluation of the "We Can Do This" Campaign Paid Media and COVID-19 Vaccination Uptake, United States, December 2020-January 2022.Journal of health communication · 2023Article
- A cross-sectional analysis of the impact of health insurance on the use of health care in Rwanda.Heliyon · 2023Article
- Out- Of- Pocket health expenditure and household consumption patterns in Benin: Is there a crowding out effect?Health economics review · 2023Article
- What are the factors associated with catastrophic health expenditure in Colombia? A multi-level analysis.PloS one · 2023Article
- Catastrophic health expenditure of households with hypertension: a comparative study in China.Frontiers in public health · 2023Article
- The impact of public health expenditure and gross domestic product per capita on the risk of catastrophic health expenditures for OECD countries.Frontiers in public health · 2023Article
- Spatial disparities in impoverishing effects of out-of-pocket health payments in Malawi.Global health action · 2022Article
- Association of Body Mass Index with Risk of Household Catastrophic Health Expenditure in China: A Population-Based Cohort Study.Nutrients · 2022Article
Corrections and comments
- Erratum issued
Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
backgroundDespite a free access to public health services policy in most sub-Saharan African countries, households still contribute to total health expenditures through out-of-pocket expenditures. This reliance on out-of-pocket expenditures places households at a risk of catastrophic health expenditures and impoverishment. This study examined the incidence of catastrophic health expenditures, impoverishing effects of out-of-pocket expenditures on households and factors associated with catastrophic expenditures in Malawi.
methodsWe conducted a secondary analysis of the most recent nationally representative integrated household survey conducted by the National Statistical Office between April 2016 to 2017 in Malawi with a sample size of 12447 households. Catastrophic health expenditures were estimated based on household annual nonfood expenditures and total household annual expenditures. We estimated incidence of catastrophic health expenditures as the proportion of households whose out-of-pocket expenditures exceed 40% threshold level of non-food expenditures and 10% of total annual expenditures. Impoverishing effect of out-of-pocket health expenditures on households was estimated as the difference between poverty head count before and after accounting for household health payments. We used a multilevel binary logistic regression model to assess factors associated with catastrophic health expenditures.
resultsA total of 167 households (1.37%) incurred catastrophic health expenditures. These households on average spend over 52% of household nonfood expenditures on health care. 1.6% of Malawians are impoverished due to out-of-pocket health expenditures. Visiting a religious health facility (AOR = 2.27,95% CI:1.24-4.15), hospitalization (AOR = 6.03,95% CI:4.08-8.90), larger household size (AOR = 1.20,95% CI:1.24-1.34), higher socioeconomic status (AOR = 2.94,95% CI:1.39-6.19), living in central region (AOR = 3.54,95% CI:1.79-6.97) and rural areas (AOR = 5.13,95% CI:2.14-12.29) increased the odds of incurring catastrophic expenditures.
conclusionThe risk of catastrophic health expenditures and impoverishment persists in Malawi. This calls for government to improve the challenges faced by the free public health services and design better prepayment mechanisms to protect more vulnerable groups of the population from the burden of out-of-pocket payments.
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.