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Data · dataset · 2026

Environmental determinants of <i>Bacillus cereus</i> food poisoning across the urban–rural gradient in the Republic of Korea, 2011–2024: a Bayesian zero-inflated analysis of 229 districts

Listed in ZivaHub and Deakin Research Online — shown once because both records carry DOI 10.6084/m9.figshare.34030328.v1

<p><i>Bacillus cereus</i> is a spore-forming environmental bacterium and a common cause of foodborne illness, yet its population-level determinants are poorly characterised.

Description

We analysed 1,223 notified cases from the 229 districts of the Republic of Korea, 2011 to 2024; models used the 223 contiguous districts (3,122 district-years). Crude incidence was 3.7-fold higher in rural than urban districts, with a warm-season peak.

With no spatial autocorrelation (Moran’s I = −0.005, p = 0.51), incidence was modelled with a Bayesian zero-inflated negative-binomial model with independent district and random-walk year effects, which outperformed the negative-binomial model and was well calibrated (ΔDIC ≈50, mid-PIT 0.500 against 0.494). Adjusting for demographic, environmental, healthcare and socioeconomic covariates, pasture land was associated with higher incidence (incidence–rate ratio 1.75, 95% credible interval 1.07 to 2.94), and in-area medical expenditure (0.55, 0.38 to 0.78), influenza-vaccination uptake (0.72, 0.53 to 0.96) and fiscal independence (0.66, 0.45 to 0.95) with lower incidence.

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In stratified models, household groundwater wells predicted higher rural incidence (1.89, 1.24 to 2.96) and the elderly-population rate higher urban incidence (1.47, 1.06 to 2.04). These exploratory findings are consistent with agricultural and private-water environments contributing to the rural excess of <i>B. cereus</i>.</p>

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Where it is published

Catalogue records · 1

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Provenance · 2 source records, 27 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/340303286 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/340303286 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 · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Cancer']
concepts[field].anzsrc:field:310706mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Virology']
concepts[field].anzsrc:field:310706mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Virology']
concepts[field].anzsrc:field:320211mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Infectious Diseases']
concepts[field].anzsrc:field:320211mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Infectious Diseases']
concepts[field].anzsrc:field:420203mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['environmental epidemiology']
concepts[field].anzsrc:field:420203mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['environmental epidemiology']
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 · dro deakin edu auvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · dro deakin edu auconnector:dro_deakin_edu_au@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 · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:social-sciencemapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
descriptionsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/description
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