Evidence map›Paper›PMID 42745813›Full record

ArticleFrontiers in public health2026

The role of voluntary health insurance in frailty onset and progression among older and aging European adults: a survival analysis, 2013-2022.

Michele Sorrentino, Yamato Uejima, Giuseppina Affinito, Paolo Montuori, Raffaele Palladino

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.

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

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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

5 authors.

Michele SorrentinoDepartment of Public Health, University of Naples Federico II, Naples, Italy.
Yamato UejimaDepartment of Primary Care and Public Health, School of Public Health, Imperial College, London, United Kingdom.
Giuseppina AffinitoDepartment of Public Health, University of Naples Federico II, Naples, Italy.
Paolo MontuoriDepartment of Public Health, University of Naples Federico II, Naples, Italy.
Raffaele PalladinoDepartment of Public Health, University of Naples Federico II, Naples, Italy.

Funding

Enhancing the Comparability of SHARE with HRS and ELSAR01AG052527 · NIA · MAX PLANCK INST/SOCIAL LAW/SOCIAL POLICY · PI BOERSCH-SUPAN, AXEL H · 2016 to 2020
$2.1M
NIA NIH HHS HHSN271201300071CNIA NIH HHS R01 AG052527
6 · The paper itself

Abstract

Background: Frailty is a syndrome characterized by physiological decline and increased vulnerability to adverse health outcomes, including disability, hospitalization, and mortality In Europe, 5.8-27.3% of those aged ≥65 is frail, and up to 50.9% is pre-frail. With an aging population, and cuts to public health spending, erosion of universal health coverage is becoming more evident in European Health Systems. As a result, voluntary health insurance (VHI) is becoming more common, offering faster access and reduced out-of-pocket expenses. However, VHI may also widen health inequalities, as lower-income groups face greater barriers to care, delayed or missed care, and prevention, increasing their risk of becoming frail. Aim: This study aimed to estimate the prevalence of VHI and assess its impact on the progression and onset of frailty among Europeans aged 50 and older between 2013 and 2022. Methods: Data was retrieved from waves 5, 6, 8, and 9 of Survey of Health, Aging and Retirement in Europe (SHARE) dataset, a longitudinal panel study of adults aged 50 years and older. Frailty was assessed using the SHARE Frailty Instrument (SHARE-FI), which includes weight loss, exhaustion, grip strength, walking speed, and physical activity. Mixed effects linear regression and Cox proportional hazards regression were employed to assess the impact of VHI on frailty. To further assess whether the association varied across subgroups, analyses were stratified by income quartiles (Q1 to Q4 being the highest) and country of residence. Results: At baseline 191,848 individuals aged 50 and above from 17 counties were included. VHI coverage was 37%, and increased across survey waves, with marked heterogeneity by country of residence and quartile of income. VHI was associated with lower frailty scores (coeff. = -0.056; 95% CI: -0.071 to -0.041) with the strongest association observed in Q1 (coeff.:= - 0.786; 95% CI: -0.817 to -0.755). Country-specific analyses confirmed this figure. When analyzing the risk of frailty onset ( Conclusion: VHI was associated with lower frailty progression and reduced risk of frailty onset. Nonetheless, being an out-of-pocket expense, it also might increase inequalities by weakening the Public Health System if not fully integrated into a wider strategy.

Indexed as

Frail ElderlyFrailtyInsurance, HealthAgedAged, 80 and overAgingDisease ProgressionEuropeFemaleHumansLongitudinal StudiesMaleMiddle AgedSurvival AnalysisagingEuropefrailtySHAREvoluntary health insurance

Identifiers

PMID42745813
PMCPMC13574600

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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.