Evidence map›Paper›PMID 41196444›Full record

ArticleHealth economics review2025

Economic and demographic influences on health expenditures: robust approaches for income and aging effects.

Canser Boz, Fatma Sevinç Kurnaz

Abstract read
In one paragraph

Article in Health economics review, 2025. 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
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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

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

2 authors.

Canser BozFaculty of Health Sciences, Health Economics, Istanbul University-Cerrahpasa, Istanbul, Turkey. canser.boz@iuc.edu.tr.ORCID http://orcid.org/0000-0002-6136-4479
Fatma Sevinç KurnazFaculty of Arts & Science, Department of Statistics, Theory of Statistics, Yıldız Technical University, Istanbul, Turkey.ORCID http://orcid.org/0000-0002-5958-7366

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHealth expenditure is influenced by complex interactions between economic, demographic, social factors, with significant variations across countries. This study aims to investigate the determinants of health expenditures employing robust regression methods offering a more flexible and reliable approach to dealing with outliers and high data variation.

methodsThis study employs robust regression methods, Weighted Least Squares (WLS) and MM-estimator regression, to examine the determinants of health expenditures. The analyses were conducted using data from 179 countries for the year 2021 with the R Studio.

resultsThe findings indicate that income and ageing are significant determinants of health expenditures, and sixteen outliers were identified. In contrast, education level, public health expenditure, disease patterns showed no significant effect.

conclusionThis study fills gap in the literature by using robust regression methods to account for outliers and provides new insights into the role of economic and demographic factors in health expenditures.

Indexed as

AgingHealth economicsHealth expenditureMM estimationRobust regression

Identifiers

PMID41196444
PMCPMC12590646

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LicenceCC BY-NC-ND
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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 OpenQuestion graph.