Evidence map›Paper›PMID 42876755›Full record

ArticleFrontiers in public health2026

Climate risk or healthcare investment? Explaining oral health outcomes across European Union member states.

Cassandra Lupita, Anca-Cristina Perpelea, Laura-Cristina Rusu, Iulia Muntean, Edida Maghet, Oana Ramona Lobonț, Magda-Mihaela Luca

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

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

7 authors.

Cassandra LupitaDepartment of Oral Pathology, Multidisciplinary Center for Research, Evaluation, Diagnosis and Therapies in Oral Medicine, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania.
Anca-Cristina PerpeleaDepartment of Organization, Professional Legislation and Management of the Dental Office, Faculty of Dental Medicine, "Carol Davila" University of Medicine and Pharmacy, Bucharest, Romania.
Laura-Cristina RusuDepartment of Oral Pathology, Multidisciplinary Center for Research, Evaluation, Diagnosis and Therapies in Oral Medicine, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania.
Iulia MunteanDepartment of Oral Pathology, Multidisciplinary Center for Research, Evaluation, Diagnosis and Therapies in Oral Medicine, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania.
Edida MaghetDepartment of Oral Pathology, Multidisciplinary Center for Research, Evaluation, Diagnosis and Therapies in Oral Medicine, "Victor Babes" University of Medicine and Pharmacy Timisoara, Timisoara, Romania.
Oana Ramona LobonțFinance, Business Information Systems and Modeling Department, Faculty of Economics and Business Administration, West University of Timisoara, Timisoara, Romania.
Magda-Mihaela LucaDepartment of Pediatric Dentistry, Faculty of Dental Medicine, "Victor Babes", University of Medicine and Pharmacy Timisoara, Timisoara, Romania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Climate change is a major public-health concern, but short-term population-level evidence linking annual climate variability to oral-health outcomes remains limited. This study evaluates within-country associations between temperature, extreme heat days, and three oral-health indicators across EU member states. Methods: A longitudinal ecological panel analysis was conducted for the 27 EU member states from 2016 to 2023. Daily temperatures at each country centroid were obtained from the Open-Meteo Historical Weather API and aggregated to annual mean temperature and days with maximum temperature above 30 °C. Outcomes were GBD 2023 carries and periodontal prevalence and Eurostat unmet dental care. Two-way fixed-effects models used country-clustered finite-sample-corrected standard errors and 999-replication wild-cluster bootstrap Results: Neither mean annual temperature nor extreme heat days were associated with any outcome in the two-way fixed-effects models. Within R-squared values were 0.056 for caries, 0.032 for periodontal disease, and 0.044 for unmet dental care. Wild-cluster bootstrap inference confirmed the absence of associations at the 5% level. Quadratic temperature terms and climate-by-expenditure interactions were also non-significant. Conclusion: Over the eight-year study period, short-term within-country variation in the reconstructed climate indicators was not associated with the examined oral-health outcomes. Nonlinear and expenditure-interaction models were also null. Longer panels, spatially resolved exposure measures, and oral-health-specific financing, coverage, and utilization indicators are needed.

Indexed as

Climate ChangeEuropean UnionOral HealthDental CariesHumansLongitudinal StudiesPeriodontal Diseasesclimate changedental cariesextreme heat daysgeneral government health expenditureoral healthpanel data analysisperiodontal diseaseunmet dental care needs

Identifiers

PMID42876755
PMCPMC13661443

What OpenQuestion holds

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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.