Table · dataset · 2026
<p>Path estimates of the mediation analysis.</p>
Listed in figshare
<div><p>National happiness is related not only to socioeconomic factors but also to biological and ecological factors.
Description
This ecological correlational study examined associations between national happiness, cat density, <i>Toxoplasma gondii</i> exposure, and socioeconomic indicators across 93 countries. We hypothesized that countries with higher socioeconomic indicators (e.g., GDP, health expenditure, income level) would exhibit higher happiness levels.
In contrast, we predicted that higher <i>T. gondii</i> exposure, both acute (IgM) and chronic (IgG), would be negatively associated with national happiness. Data on happiness measures, cat density, GDP per capita, income classification, health expenditure, and <i>T. gondii</i> seroprevalence in pregnant women (as a proxy for broader population exposure) were obtained from publicly available sources. In line with our hypothesis, we found that national happiness was positively associated with cat density and some socioeconomic factors and negatively associated with IgM seroprevalence.
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In multivariate analyses, cats per 10,000 inhabitants and IgM seroprevalence remained the strongest independent predictors. Overall, these exploratory analyses suggest that biological and ecological factors are associated with socioeconomic variables in determining national well-being. Future studies of happiness at the national level should integrate both socioeconomic and biological perspectives and include longitudinal and interdisciplinary approaches to elucidate the underlying mechanisms and processes.</p></div>
Links
Where it is published
- DOI doi.org/10.1371/journal.pone.0357911.t004 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Cancer · Chemistry · Computer Science & AI · Earth & Environmental Science · Ecology · Economics & Finance · Engineering · Humanities · Life Sciences · Medicine & Health · Ocean & Atmospheric Science · Research, science and technology policy · Social Science · Sociology
- Inferred from text
- Longitudinal study 65%
Provenance · 11 source records, 21 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub · removed upstream | oai:figshare.com:article/34034299 | 14 d ago | JSON v1 |
| Deakin Research Online · removed upstream | oai:figshare.com:article/34034299 | 14 d ago | JSON v1 |
| DMU Figshare · removed upstream | oai:figshare.com:article/34034299 | 14 d ago | JSON v1 |
| HKU DataHub · removed upstream | oai:figshare.com:article/34034299 | 13 d ago | JSON v1 |
| Swinburne Figshare · removed upstream | oai:figshare.com:article/34034299 | 13 d ago | JSON v1 |
| DaYta Ya Rona · removed upstream | oai:figshare.com:article/34034299 | 13 d ago | JSON v1 |
| SUNScholarData · removed upstream | oai:figshare.com:article/34034299 | 13 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34034299 | 13 d ago | JSON v1 |
| Loughborough Research Repository · removed upstream | oai:figshare.com:article/34034299 | 13 d ago | JSON v1 |
| GRANTS Data · removed upstream | oai:figshare.com:article/34034299 | 12 d ago | JSON v1 |
| UP Research Data Repository · removed upstream | oai:figshare.com:article/34034299 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[disease].local:disease:cancer | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Cancer'] |
| concepts[field].anzsrc:field:440710 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Science Policy'] |
| concepts[field].anzsrc:group:3103 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Ecology'] |
| concepts[field].anzsrc:group:4410 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Sociology'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[method].local:method:longitudinal-study | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |