Evidence map›Paper›PMID 40601053›Full record

ArticleEuropean journal of ageing2025

The hidden crisis: classifying unmet healthcare needs in European older adults during COVID-19.

Šime Smolić, Petra Međimurec, Ivan Čipin, Stipica Mudražija, Dario Mustač, Margareta Fabijančić

Abstract read
In one paragraph

Article in European journal of ageing, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

6 authors.

Šime SmolićDepartment of Macroeconomics and Economic Development, Faculty of Economics and Business, University of Zagreb, Zagreb, Croatia. ssmolic@efzg.hr.ORCID http://orcid.org/0000-0003-0920-8046
Petra MeđimurecDepartment of Demography, Faculty of Economics and Business, University of Zagreb, Zagreb, Croatia.ORCID http://orcid.org/0000-0003-2616-2457
Ivan ČipinDepartment of Demography, Faculty of Economics and Business, University of Zagreb, Zagreb, Croatia.ORCID http://orcid.org/0000-0002-5624-0359
Stipica MudražijaSchool of Public Health, University of Washington, Seattle, USA.ORCID http://orcid.org/0000-0003-2284-0310
Dario MustačDepartment of Demography, Faculty of Economics and Business, University of Zagreb, Zagreb, Croatia.ORCID http://orcid.org/0000-0002-9891-6222
Margareta FabijančićDepartment of Macroeconomics and Economic Development, Faculty of Economics and Business, University of Zagreb, Zagreb, Croatia.ORCID http://orcid.org/0000-0002-4566-3188

Funding

Horizon 2020 Framework Programme 101015924
6 · The paper itself

Abstract

This study investigates the unmet healthcare needs of older adults during the COVID-19 pandemic, leveraging data from the Survey of Health, Ageing and Retirement in Europe (SHARE) and the two waves of the SHARE Corona Survey (SCS) conducted in 2020 and 2021. Using latent class analysis (LCA) with covariates, we identified distinct groups based on experiences of forgoing medical treatments due to fear of infection, postponed medical appointments, and denied care, while examining socio-demographic, economic, and health-related differences in class membership. The two-wave data provide insights into patterns of unmet healthcare needs across time, highlighting groups whose situations appeared to either improve or deteriorate. Our findings reveal six distinct classes of healthcare needs: no unmet needs, high early postponement with rapid improvement, rising barriers, high early fear-based barriers, high denial with persistent postponement, and persistently high fear-based barriers. We observe significant disparities in class membership based on age, gender, living arrangements, rural/urban residence, education, employment status, financial hardship, self-rated health, changes in health, and the number of chronic conditions. High-risk groups, particularly women, those with lower education, those experiencing financial hardship, and individuals with multiple chronic conditions, were identified as especially vulnerable to unmet healthcare needs during the pandemic. Our findings offer targeted insights for intervention and policy, aiming to address healthcare access disparities among older adults during such crises.

Indexed as

COVID-19 pandemicLatent class analysisSHARE dataUnmet healthcare needs

Identifiers

PMID40601053
PMCPMC12222597

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.