Evidence map›Paper›PMID 41873364›Full record

ArticleFrontiers in public health2026

Exploring the determinants of health in the aging population: the key role of education and socioeconomic context.

Marco Alberio, Alice Lomonaco, Paolo Pasetti, Susi Anny Veloso Resende, Loris Vergolini

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

5 authors.

Marco AlberioDepartment of Sociology and Business Law, University of Bologna, Bologna, Italy.
Alice LomonacoDepartment of Sociology and Business Law, University of Bologna, Bologna, Italy.
Paolo PasettiDepartment of Political and Social Sciences, University of Bologna, Bologna, Italy.
Susi Anny Veloso ResendeDepartment of Sociology and Business Law, University of Bologna, Bologna, Italy.
Loris VergoliniDepartment of Political and Social Sciences, University of Bologna, Bologna, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Population aging represents a major demographic transformation in Italy, characterized by higher levels of education and socioeconomic resources compared to previous generations. Education is widely recognized as a key determinant of health, yet the mechanisms linking educational attainment to health in later life remain only partially understood. This study examines the association between education and self-perceived health among older adults in Italy, focusing on the mediating role of economic strain and lifestyle factors, and exploring differences by age, geographical area, and gender. Methods: We use pooled cross-sectional data (2013-2019) from the ISTAT Aspetti della vita quotidiana survey regarding individuals aged 55 and older. Self-perceived health is analyzed using logistic regression models and mediation analysis is conducted using the KHB method to decompose the total effect of education into direct and indirect effects operating through economic strain and lifestyle variables (alcohol consumption, smoking, and physical activity). Subgroup analyses are performed by age group, geographical area, and gender. Results: Higher educational attainment is significantly associated with a greater probability of reporting good health. The educational gradient remains robust after controlling for sociodemographic characteristics. Economic strain and physical activity emerge as the main mediators, jointly explaining approximately one-quarter of the total educational effect. Smoking and alcohol consumption play a limited mediating role. The mediating effect of economic strain is stronger among individuals aged 55-64, while the role of physical activity increases with age. Discussion: Education plays a central role in shaping health inequalities in later life, both directly and through material and behavioral pathways. Policy interventions should address economic vulnerabilities and promote healthy lifestyles, adopting region-sensitive strategies to reduce health disparities in an aging society.

Indexed as

AgingEducational StatusSocial Determinants of HealthAgedCross-Sectional StudiesFemaleHumansItalyLife StyleMaleMiddle AgedSocioeconomic Disparities in HealthSocioeconomic Factorseconomic straineducationhealthy agingItalylifestyles

Identifiers

PMID41873364
PMCPMC13006030

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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.