Evidence map›Paper›PMID 40595992›Full record

ArticleScientific reports2025

Socioeconomic disparities in heat vulnerability among adults in Finland.

Ville Päivärinne, Anne H Lipponen, Virpi Kollanus, Pekka Tiittanen, Sakari Karvonen, Timo Lanki

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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

6 authors.

Ville PäivärinneFinnish Institute for Health and Welfare, P.O. Box 30, 00271, Helsinki, Finland. ville.paivarinne@thl.fi.
Anne H LipponenDepartment of Environmental and Biological Sciences, University of Eastern Finland, Kuopio, Finland.
Virpi KollanusFinnish Institute for Health and Welfare, Environmental Health Unit, Kuopio, Finland.
Pekka TiittanenFinnish Institute for Health and Welfare, Environmental Health Unit, Kuopio, Finland.
Sakari KarvonenFinnish Institute for Health and Welfare, P.O. Box 30, 00271, Helsinki, Finland.
Timo LankiFinnish Institute for Health and Welfare, Environmental Health Unit, Kuopio, Finland.

Funding

The Research Council of Finland's CLIHE (Climate and Health) program 329304
6 · The paper itself

Abstract

Understanding how socioeconomic status (SES) relates to heat vulnerability in cooler climates remains limited. This study explored whether low SES is associated to increased heat vulnerability in Finland. Data from 1828 participants aged 25 and over were collected via surveys in 2020 and 2021. Heat vulnerability was assessed using a nine-item index and SES was categorized as low or other. Linear regression models (ß-coefficients, 95% CIs) adjusted for gender, age, and survey year, with additional stratification by gender and age. Low SES was significantly associated with increased heat vulnerability [ß = 1.16 (95% CI: 1.00-1.32)], and the association persisted after adjustment [ß = 1.06 (95% CI: 0.90-1.21)]. The effect estimates were slightly higher in men [ß = 1.13 (95% CI: 0.89-1.37)] compared to women [ß = 0.97 (95% CI: 0.76-1.18)] and in individuals over 65 years [ß = 1.09 (95% CI: 0.87-1.31)] compared to those under 65 [ß = 0.98 (95% CI: 0.76-1.20)]. However, the confidence intervals were overlapping in both comparisons. These findings highlight the need to address socioeconomic disparities in mitigating heat-related health risks, even in developed societies like Finland.

Indexed as

Hot TemperatureSocial ClassAdultAgedFemaleFinlandHumansMaleMiddle AgedSocioeconomic Disparities in HealthSocioeconomic FactorsAdultsFinlandHeatQuestionnaireSocioeconomic statusVulnerability

Identifiers

PMID40595992
PMCPMC12219567

What OpenQuestion holds

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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.