Evidence map›Paper›PMID 39891289›Full record

ArticleInternational journal for equity in health2025

Assessing the determinants of out-of-pocket health expenditures among Cambodian households in informal employment using survey data.

Andrea Hannah Kaiser, Sovathiro Mao, Jesper Sundewall, Marlaina Ross, Sokunthea Koy, Searivoth Vorn, Pichenda Koeut, Bjoern Ekman

Abstract read
In one paragraph

Article in International journal for equity in health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. Article
  2. Article
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.

Andrea Hannah KaiserDepartment of Clinical Sciences, Malmoe (IKVM), Division of Social Medicine and Global Health (SMGH), CRC, Lund University, Jan Waldenstroems Gata 35, Malmoe, Sweden. andrea.kaiser@med.lu.se.
Sovathiro MaoGeneral Secretariat for the National Social Protection Council, Ministry of Economy and Finance of Cambodia, Street 92, Phnom Penh, 120211, Cambodia.
Jesper SundewallDepartment of Clinical Sciences, Malmoe (IKVM), Division of Social Medicine and Global Health (SMGH), CRC, Lund University, Jan Waldenstroems Gata 35, Malmoe, Sweden.
Marlaina RossCausal Design, FACTORY Phnom Penh, Phnom Penh, 1159 NR2, Cambodia.
Sokunthea KoyDeutsche Gesellschaft für Internationale Zusammenarbeit (GIZ) GmbH Cambodia, Improving Social Protection and Health Project, Sayon Building, Samdach Pan Ave No. 41, Phnom Penh, 12211, Cambodia.
Searivoth VornGeneral Secretariat for the National Social Protection Council, Ministry of Economy and Finance of Cambodia, Street 92, Phnom Penh, 120211, Cambodia.
Pichenda KoeutGeneral Secretariat for the National Social Protection Council, Ministry of Economy and Finance of Cambodia, Street 92, Phnom Penh, 120211, Cambodia.
Bjoern EkmanDepartment of Clinical Sciences, Malmoe (IKVM), Division of Social Medicine and Global Health (SMGH), CRC, Lund University, Jan Waldenstroems Gata 35, Malmoe, Sweden.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAs the deadline for the Sustainable Development Goals approaches, financial protection in Cambodia remains inadequate, especially for nonpoor informal workers lacking formal social health protection coverage or access to other prepayment schemes. This exposes them to high out-of-pocket health expenditures (OOPE) and related financial hardship. To better understand the drivers behind these expenditures, our study aims to model their healthcare, health, and social determinants and to assess their relative importance.

methodsIn 2023, we conducted a cross-sectional multistage clustered sampling survey across seven Cambodian provinces, surveying 3,254 households engaged in informal employment and not covered by any formal social health protection scheme. The survey gathered information on households' use of outpatient and inpatient care and associated OOPE. We employed generalized linear models (GLMs) to analyse the healthcare, health, and social determinants of OOPE and the OOPE budget share (the proportion of total annual household consumption expenditure spent on OOPE) and applied Shapley decomposition analysis to quantify the relative contributions of these determinants to the explained variance in our outcomes.

resultsHealthcare variables were the dominant contributors to the explained variance in all outcomes (41.36-50.73%), followed by health factors. While several social variables were significant, only the wealth quintile made notable contributions to explaining variance in our outcomes. The key healthcare contributors included the sector type and level of care, and the number of outpatient medications. Important health contributors included illness severity and the presence of chronic illnesses or noncommunicable diseases.

conclusionsOur findings emphasize the necessity of integrating nonpoor informal workers and their dependents into formal prepayment schemes to reduce OOPE and enhance financial protection on Cambodia's path toward universal health coverage. Strategically engaging with private providers and pharmacies to improve access to essential services and medicines, coupled with the implementation of an effective referral system are important policy considerations to this end. Further research is needed on how health determinants are modifiable with policy interventions. Our findings can assist the Cambodian government in advancing its universal health coverage goals and offer insights for other countries aiming to extend coverage to similar population groups.

Indexed as

EmploymentFinancing, PersonalHealth ExpendituresAdultCambodiaCross-Sectional StudiesFamily CharacteristicsFemaleHumansMaleMiddle AgedSurveys and QuestionnairesCambodiaFinancial protectionInformal employmentLow- and middle-income countriesOut-of-pocket budget shareOut-of-pocket health expendituresPopulation coverageUniversal health coverage

Identifiers

PMID39891289
PMCPMC11783865

What Socratic 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 Socratic graph.