Evidence map›Paper›PMID 35987656›Full record

ArticleInternational journal for equity in health2022

Disease-specific distress healthcare financing and catastrophic out-of-pocket expenditure for hospitalization in Bangladesh.

Nurnabi Sheikh, Abdur Razzaque Sarker, Marufa Sultana, Rashidul Alam Mahumud, Sayem Ahmed, Mohammad Touhidul Islam, Susan Howick, Alec Morton

Open access · goldAbstract read
In one paragraph

Article in International journal for equity in health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed, 1 pooled it
4.8field-weighted citation impact, top 4% of its field
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

24 citing papers in PubMed, 1 synthesis or guideline pooled it, 25 citations in OpenAlex.

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  4. The financial burden of cancer: A longitudinal analysis of out-of-pocket healthcare costs in Australia (2009-2021).Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 6 institutions in 3 countries.

Nurnabi SheikhDepartment of Management Science, Strathclyde Business School, University of Strathclyde, Glasgow, UK. nurnabi.sheikh@strath.ac.uk.
Abdur Razzaque SarkerPopulation Studies Division, Bangladesh Institute of Development Studies (BIDS), Dhaka, Bangladesh.
Marufa SultanaDeakin Health Economics, Institute for Health Transformation, School of Health and Social Development, Deakin University, Geelong, Victoria-3220, Australia.
Rashidul Alam MahumudNHMRC Clinical Trials Centre, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia.
Sayem AhmedInstitute of Health and Wellbeing, Health Economics and Health Technology Assessment, University of Glasgow, Glasgow, UK.
Mohammad Touhidul IslamWorld Health Organization Country Office for Bangladesh, Dhaka, Bangladesh.
Susan HowickDepartment of Management Science, Strathclyde Business School, University of Strathclyde, Glasgow, UK.
Alec MortonDepartment of Management Science, Strathclyde Business School, University of Strathclyde, Glasgow, UK.
University of Strathclyde · GBBangladesh Institute of Development Studies · BDDeakin University · AUUniversity of Glasgow · GBUniversity of Sydney · AUWorld University of Bangladesh · BD

Funding

World Health Organization 001
6 · The paper itself

Abstract

backgroundFinancial risk protection and equity are two fundamental components of the global commitment to achieve Universal Health Coverage (UHC), which mandates health system reform based on population needs, disease incidence, and economic burden to ensure that everyone has access to health services without any financial hardship. We estimated disease-specific incidences of catastrophic out-of-pocket health expenditure and distress financing to investigate progress toward UHC financial risk indicators and investigated inequalities in financial risk protection indicators by wealth quintiles. In addition, we explored the determinants of financial hardship indicators as a result of hospitalization costs.

methodsIn order to conduct this research, data were extracted from the latest Bangladesh Household Income and Expenditure Survey (HIES), conducted by the Bangladesh Bureau of Statistics in 2016-2017. Financial hardship indicators in UHC were measured by catastrophic health expenditure and distress financing (sale/mortgage, borrowing, and family support). Concentration curves (CC) and indices (CI) were estimated to measure the pattern and severity of inequalities across socio-economic classes. Binary logistic regression models were used to assess the determinants of catastrophic health expenditure and distress financing.

resultsWe found that about 26% of households incurred catastrophic health expenditure (CHE) and 58% faced distress financing on hospitalization in Bangladesh. The highest incidence of CHE was for cancer (50%), followed by liver diseases (49.2%), and paralysis (43.6%). The financial hardship indicators in terms of CHE (CI = -0.109) and distress financing (CI = -0.087) were more concentrated among low-income households. Hospital admission to private health facilities, non-communicable diseases, and the presence of chronic patients in households significantly increases the likelihood of higher UHC financial hardship indicators.

conclusionsThe study findings strongly suggest the need for national-level social health security schemes with a particular focus on low-income households, since we identified greater inequalities between low- and high-income households in UHC financial hardship indicators. Regulating the private sector and implementing subsidized healthcare programmes for diseases with high treatment costs, such as cancer, heart disease, liver disease, and kidney disease are also expected to be effective to protect households from financial hardship. Finally, in order to reduce reliance on OOPE, the government should consider increasing its allocations to the health sector.

Indexed as

Healthcare FinancingHealth ExpendituresBangladeshCatastrophic IllnessFamily CharacteristicsFinancing, PersonalHospitalizationHumansBangladeshCatastrophic health expenditureDistress financingInequalitiesOut-of-pocket paymentUniversal Health Coverage

Identifiers

PMID35987656
PMCPMC9392951
OpenAlexW4292440792

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.