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.
Read the rest (1 more)
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>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34030328.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Cancer · Cancer · Earth & Environmental Science · Earth & Environmental Science · Ecology · Ecology · Environmental epidemiology · Environmental epidemiology · Infectious diseases · Infectious diseases · Life Sciences · Life Sciences · Mathematics & Statistics · Mathematics & Statistics · Medicine & Health · Medicine & Health · Social Science · Social Science · Sociology · Sociology · Virology · Virology
Provenance · 2 source records, 27 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34030328 | 6 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34030328 | 6 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[disease].local:disease:cancer | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Cancer'] |
| concepts[disease].local:disease:cancer | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Cancer'] |
| concepts[field].anzsrc:field:310706 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Virology'] |
| concepts[field].anzsrc:field:310706 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Virology'] |
| concepts[field].anzsrc:field:320211 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Infectious Diseases'] |
| concepts[field].anzsrc:field:320211 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Infectious Diseases'] |
| concepts[field].anzsrc:field:420203 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['environmental epidemiology'] |
| concepts[field].anzsrc:field:420203 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['environmental epidemiology'] |
| concepts[field].anzsrc:group:3103 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Ecology'] |
| concepts[field].anzsrc:group:3103 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Ecology'] |
| concepts[field].anzsrc:group:4410 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Sociology'] |
| concepts[field].anzsrc:group:4410 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Sociology'] |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |