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Data · dataset · 2026

<p>Pearson’s <i>r</i> and Spearman rho correlations.</p>

Listed in ZivaHub and Deakin Research Online and DMU Figshare — shown once because both records carry DOI 10.1371/journal.pone.0357911.s003

<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>

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Longitudinal study 65%
Provenance · 3 source records, 30 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/3403427211 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/3403427211 d agoJSON v1
DMU Figshareoai:figshare.com:article/3403427211 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[disease].local:disease:cancermapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Cancer']
concepts[disease].local:disease:cancermapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Cancer']
concepts[disease].local:disease:cancermapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Cancer']
concepts[field].anzsrc:field:440710mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Science Policy']
concepts[field].anzsrc:field:440710mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Science Policy']
concepts[field].anzsrc:field:440710mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Science Policy']
concepts[field].anzsrc:group:3103mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:4410mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:life-sciencesmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:medicine-healthmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:social-sciencemapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:social-sciencemapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[method].local:method:longitudinal-studyenrichment · zivahub uct ac zakeyword-concept-rules@1.0.0title+description (65%)
descriptionsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/description
licensesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/rights
publication_datesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
titlesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/title