Evidence map›Paper›PMID 42243777›Full record

ArticleBMC public health2026

How environmental health burdens shape physical activity patterns: age-specific evidence from OECD countries.

Salim Yılmaz, Sumeyra Gundem, Sevde Betul Kara

Abstract read
In one paragraph

Article in BMC 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
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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

3 authors.

Salim YılmazDepartment of Healthcare Management, Faculty of Health Sciences, Acibadem Mehmet Ali Aydinlar University, Istanbul, 34752, Türkiye. salim.yilmaz@acibadem.edu.tr.ORCID 0000-0003-2405-5084
Sumeyra GundemDepartment of Healthcare Management, Faculty of Health Sciences, Istanbul Arel University, Istanbul, 34010, Türkiye.ORCID 0000-0001-9726-8860
Sevde Betul KaraDepartment of Physiotherapy and Rehabilitation, Faculty of Health Sciences, Istanbul Arel University, Istanbul, 34010, Türkiye.ORCID 0000-0002-9795-3347

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDespite widespread acknowledgment of physical activity's (PA) benefits, inactivity remains a significant public health challenge, exacerbated by environmental and socioeconomic factors. This study investigates how environmental health burdens-specifically air pollution and smoking-related disease burdens-alongside socioeconomic conditions shape PA patterns across different life stages in OECD countries.

methodsUsing cross-sectional data from 38 OECD countries, age-stratified beta regression models examined the determinants of PA prevalence among adolescents (ages 11-17), adults (ages 18-69), and older adults (ages 70+). Independent variables included air pollution-related and smoking-related Disability-Adjusted Life Years (DALYs), Body Mass Index (BMI), GDP per capita, urbanization, internet penetration, access to sports facilities, healthcare expenditure, and average annual working hours. Data imputation techniques ensured dataset completeness, supported by auxiliary demographic variables. Robustness checks included multicollinearity assessments, non-linear tests, and sensitivity analyses.

resultsAdolescents exhibited relatively high PA rates, positively influenced by urbanization only when socioeconomic contexts were considered (β=0.119, p=0.031). Adult PA was significantly boosted by greater access to sports facilities (β=0.172, p=0.019), while internet penetration negatively impacted activity levels marginally (β=-0.126, p=0.068). For older adults, PA increased notably with better sports facility access (β=0.178, p=0.001) but declined with higher air pollution-related (β=-0.128, p=0.028) and smoking-related DALYs (β=-0.097, p=0.027), as well as increased internet penetration (β=-0.143, p=0.030).

conclusionDeterminants of PA vary markedly across age groups and include significant interactions with environmental and socioeconomic factors. Urbanization enhances adolescent PA contingent on supportive environments. In adults and older adults, infrastructure such as sports facilities proves essential, though environmental health burdens significantly limit activity in older populations. Age-specific, environmentally informed public health strategies and infrastructural interventions are critical to sustainably promoting PA across life stages.

Indexed as

Air PollutionEnvironmental HealthExerciseOrganisation for Economic Co-Operation and DevelopmentAdolescentAdultAgedAge FactorsChildCross-Sectional StudiesFemaleHumansMaleMiddle AgedSmokingSocioeconomic FactorsAge FactorsAir PollutionEnvironmental ExposureHealth PolicyPhysical ActivitiesSmoking

Identifiers

PMID42243777
PMCPMC13326186

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.