Evidence map›Paper›PMID 41668844›Full record

ArticleFrontiers in public health2026

The financial toxicity of ageing: a longitudinal analysis of the health and functional determinants of household OOP spending in rural South Africa.

Lawrence Ejike Ugwu, Janine Anthea White, Matthew Aplin-Houtz, Erhabor Sunday Idemudia

Abstract read
In one paragraph

Article in Frontiers in 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.

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1 · What the graph read from it

What it found

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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

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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

4 authors.

Lawrence Ejike UgwuFaculty of Humanities, North-West University, Mafikeng, South Africa.
Janine Anthea WhiteDivision of Health & Society, Faculty of Health Sciences, School of Public Health, University of the Witwatersrand, Johannesburg, Gauteng, South Africa.
Matthew Aplin-HoutzBrooklyn College Department of Psychology, Brooklyn, NY, United States.
Erhabor Sunday IdemudiaFaculty of Humanities, North-West University, Mafikeng, South Africa.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: In sub-Saharan Africa, the epidemiological transition has created a double burden of chronic disease and functional decline. While the relationship between non-communicable diseases (NCDs) and out-of-pocket (OOP) health expenditure is well-established, less is known about the financial burden of physical frailty and cognitive decline. This study investigates the "financial toxicity" of ageing, distinguishing between the costs of disease diagnosis and those of functional disability. Methods: We analysed longitudinal data from the Health and Ageing in Africa: A Longitudinal Study (HAALSI) in rural South Africa (Waves 1-3, 2015-2022). The analytic sample included 4,371 adults aged ≥40 years (13,437 person-wave observations). We utilised Generalised Estimating Equations (GEE) to model two outcomes: the likelihood of incurring any OOP health expenditure (market entry) and the magnitude of spending among payers (financial toxicity). Predictors included chronic diagnoses (hypertension, diabetes, HIV), objective function (grip strength, gait speed), and cognitive/mental status (delayed recall, depression), adjusting for sociodemographic factors. Findings: Socioeconomic status and NCD diagnoses were the primary drivers of market entry; hypertension was associated with a 26% increase in spending (AOR 1.26, 95% CI 1.14-1.40). Among those incurring costs, physical frailty (weaker grip strength) was associated with a greater magnitude of spending ( Conclusion: The financial toxicity of ageing is characterised by a "dual burden of exclusion." While NCD diagnoses drive households into the payment system, severe functional and mental decline appears to act as a barrier to access, effectively excluding the most vulnerable from the formal health economy. Financial risk protection mechanisms must be expanded beyond disease-specific models to cover geriatric frailty and disability explicitly.

Indexed as

AgingCost of IllnessHealth ExpendituresRural PopulationAdultAgedChronic DiseaseFemaleFrailtyHumansLongitudinal StudiesMaleMiddle AgedNoncommunicable DiseasesSocioeconomic FactorsSouth Africaagingfinancial toxicityfunctional disabilitymultimorbidityout-of-pocket expenditurerural South Africa

Identifiers

PMID41668844
PMCPMC12883658

What Socratic holds

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LicenceCC BY
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Registered trials

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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.