Evidence map›Paper›PMID 42877700›Full record

ArticleBMJ public health2026

Socioeconomic differences and determinants of reimbursable out-of-pocket expenditures: a prospective cohort study within the BabyGel trial.

Francis Okello, Peter Olupot-Olupot, Thorkild Tylleskär, Ingunn Marie Stadskleiv Engebretsen, Antonieta Medina-Lara

Abstract read
In one paragraph

Article in BMJ public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Francis OkelloDepartment of Global Public Health and Primary Care, University of Bergen, Bergen, Norway.ORCID https://orcid.org/0000-0002-2786-8091
Peter Olupot-OlupotClinical & Infectious Disease Epidemiology, Busitema University Faculty of Health Sciences, Mbale, Eastern Region, Uganda.ORCID https://orcid.org/0000-0002-5757-609X
Thorkild TylleskärUniversity of Bergen, Bergen, Norway.
Ingunn Marie Stadskleiv EngebretsenDepartment of Global Public Health and Primary Care, University of Bergen, Bergen, Norway.
Antonieta Medina-LaraDepartment of Public Health and Sport Sciences, University of Exeter, Exeter, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Direct non-medical out-of-pocket costs, such as transport and subsistence, can delay access to child healthcare and worsen health outcomes. This study examined socioeconomic differences in reimbursable out-of-pocket expenditure (OOPE) within the BabyGel trial in eastern Uganda. Methods: We conducted a prospective cohort study nested within the BabyGel trial (2022-2024) in Budaka and Mbale districts. Reimbursed transport and inpatient subsistence costs were recorded for 2675 mother-baby pairs. Socioeconomic status (SES) was derived using multiple correspondence analysis and categorised into low, middle and high SES. Gamma and quantile regression models were used to examine differences in OOPE. Results: We included 2675 women (mean age 25 years (SD 6)). Children from low SES households had an average of 3.0 hospital visits, while those from middle SES households had the longest average hospital stay of 6.0 days. Low-SES households had 82% higher OOPE (exp(b)=0.82; 95% CI 0.73 to 0.93). Secondary education and shorter distances to water source were associated with 10% lower OOPE, while diarrhoea increased OOPE by US$1.49 at the 25th percentile. Conclusion: Reimbursing transport and subsistence costs can reduce financial barriers to newborn care, particularly benefiting low-SES households. These findings highlight the potential of targeted financial support mechanisms to promote equitable access to child healthcare in low-resource settings.

Indexed as

Community HealtheconomicsHand HygienePublic HealthPublic Health Practice

Identifiers

PMID42877700
PMCPMC13663746

What OpenQuestion holds

Textmetadata
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.