Evidence map›Paper›PMID 42288568›Full record

ArticleScientific reports2026

Assessing the effects of population aging on health financing structures: evidence from APEC countries using panel data.

Mustafa Nal, Veli Durmuş, Güller Şahin, Gülfer Bektaş

Abstract read
In one paragraph

Article in Scientific reports, 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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0citing papers in PubMed
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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

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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.

Mustafa NalDepartment of Health Management, Faculty of Health Sciences, Kütahya Health Sciences University, Kütahya, Turkey.ORCID http://orcid.org/0000-0002-3282-1124
Veli DurmuşDepartment of Health Management, Faculty of Health Sciences, Kütahya Health Sciences University, Kütahya, Turkey.ORCID http://orcid.org/0000-0001-6124-6109
Güller ŞahinDepartment of Medical Services and Techniques, Gediz Health Services Vocational School, Kütahya Health Sciences University, Kütahya, Turkey.ORCID http://orcid.org/0000-0003-2500-7834
Gülfer BektaşDepartment of Healthcare Management, Faculty of Health Sciences, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey. gulfer.bektas@acibadem.edu.tr.ORCID http://orcid.org/0000-0002-0110-4181

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

An aging population, along with rising chronic diseases and disabilities, is increasing the demand for healthcare services; this places significant pressure on healthcare costs and public finances, particularly in countries with high public health expenditures. Asia-Pacific countries are at the forefront of global population aging, and the rapid demographic transformation in the region has significant economic, social, and political consequences. This study aims to evaluate the impact of selected aging indicators on health financing systems in Asia-Pacific Economic Cooperation (APEC) countries. In this study, the proportion of the population aged 60-80 and over, life expectancy at birth, and gender ratio were used as indicators of aging. To examine the effects on health financing in APEC countries during the 2000-2020 period, three separate models were established, including public health expenditures, private health expenditures, and out-of-pocket health expenditures; the analyses were carried out using panel quantile, Driscoll-Kraay, and Ridge methods. The findings show that life expectancy reduces public health expenditures except in the 90th quartile, while increasing private health expenditures in all quartiles. Although no significant relationship was found for out-of-pocket health expenditures, life expectancy stands out as the most prominent predictor. The Driscoll-Kraay and Ridge results reveal that the population aged 80 and over increases public health expenditures; this is associated with higher life expectancy and lower private health expenditures. Furthermore, the population aged 60 and over reduces out-of-pocket health expenditures, while the gender ratio was not found to be significant in all models. Life expectancy is the strongest predictor of out-of-pocket health expenditures. In contrast, the contribution of the population aged 80 and over to the decline in private health expenditures is limited. Gender ratio does not show a significant impact on health expenditures in APEC countries. These findings highlight the importance of developing age-sensitive and sustainable health financing policies in APEC countries.

Indexed as

AgingHealthcare FinancingHealth ExpendituresAgedAged, 80 and overAsiaFemaleHumansLife ExpectancyMaleAging indicatorsAPEC countriesHealth financing systemsPanel quantile regression method

Identifiers

PMID42288568
PMCPMC13521900

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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 OpenQuestion graph.