Spatiotemporal distribution of leptospirosis in Thailand (2007–2022).
<p><b>(a)</b> Regional trends in annual incidence rates per 100,000 population across Thailand’s five major regions, showing distinct temporal patterns. <b>(b)</b> Geographic distribution of median incidence rates by province, with darker orange indicating higher rates...
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2025
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| _version_ | 1851482045311614976 |
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| author | Pikkanet Suttirat (13567965) |
| author2 | Sudarat Chadsuthi (3738406) Charin Modchang (3738409) Joacim Rocklöv (296647) |
| author2_role | author author author |
| author_facet | Pikkanet Suttirat (13567965) Sudarat Chadsuthi (3738406) Charin Modchang (3738409) Joacim Rocklöv (296647) |
| author_role | author |
| dc.creator.none.fl_str_mv | Pikkanet Suttirat (13567965) Sudarat Chadsuthi (3738406) Charin Modchang (3738409) Joacim Rocklöv (296647) |
| dc.date.none.fl_str_mv | 2025-10-14T17:45:10Z |
| dc.identifier.none.fl_str_mv | 10.1371/journal.pntd.0013618.g001 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/figure/Spatiotemporal_distribution_of_leptospirosis_in_Thailand_2007_2022_/30358658 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Ecology Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified shapley additive explanation median incidence rate 878 &# 8211 861 &# 8211 2020 &# 8211 low risk based specific climatic variables model &# 8217 predicting leptospirosis risk model performance declined leptospirosis risk predictive performance integrating climatic testing periods targeted interventions study develops study demonstrates strongest predictors provincial level potential underreporting machine learning household size driving outbreaks complex mix complex interplay classify provinces agricultural features |
| dc.title.none.fl_str_mv | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022). |
| dc.type.none.fl_str_mv | Image Figure info:eu-repo/semantics/publishedVersion image |
| description | <p><b>(a)</b> Regional trends in annual incidence rates per 100,000 population across Thailand’s five major regions, showing distinct temporal patterns. <b>(b)</b> Geographic distribution of median incidence rates by province, with darker orange indicating higher rates of reported cases (cases per 100,000 population). <b>(c)</b> Frequency of high-risk years per province, where high risk is defined by an incidence rate exceeding the national median of 2.43 cases per 100,000 population (calculated from the 2007–2017 training period). The map plots were created using the plotnine package in Python using a shapefile obtained from The Humanitarian Data Exchange (HDX) (<a href="https://data.humdata.org/dataset/cod-ab-tha" target="_blank">https://data.humdata.org/dataset/cod-ab-tha</a>).</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_3eb8abec2ee5ffdf497a6e77ab1cb6db |
| identifier_str_mv | 10.1371/journal.pntd.0013618.g001 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/30358658 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022).Pikkanet Suttirat (13567965)Sudarat Chadsuthi (3738406)Charin Modchang (3738409)Joacim Rocklöv (296647)EcologyScience PolicyEnvironmental Sciences not elsewhere classifiedBiological Sciences not elsewhere classifiedshapley additive explanationmedian incidence rate878 &# 8211861 &# 82112020 &# 8211low risk basedspecific climatic variablesmodel &# 8217predicting leptospirosis riskmodel performance declinedleptospirosis riskpredictive performanceintegrating climatictesting periodstargeted interventionsstudy developsstudy demonstratesstrongest predictorsprovincial levelpotential underreportingmachine learninghousehold sizedriving outbreakscomplex mixcomplex interplayclassify provincesagricultural features<p><b>(a)</b> Regional trends in annual incidence rates per 100,000 population across Thailand’s five major regions, showing distinct temporal patterns. <b>(b)</b> Geographic distribution of median incidence rates by province, with darker orange indicating higher rates of reported cases (cases per 100,000 population). <b>(c)</b> Frequency of high-risk years per province, where high risk is defined by an incidence rate exceeding the national median of 2.43 cases per 100,000 population (calculated from the 2007–2017 training period). The map plots were created using the plotnine package in Python using a shapefile obtained from The Humanitarian Data Exchange (HDX) (<a href="https://data.humdata.org/dataset/cod-ab-tha" target="_blank">https://data.humdata.org/dataset/cod-ab-tha</a>).</p>2025-10-14T17:45:10ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pntd.0013618.g001https://figshare.com/articles/figure/Spatiotemporal_distribution_of_leptospirosis_in_Thailand_2007_2022_/30358658CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/303586582025-10-14T17:45:10Z |
| spellingShingle | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022). Pikkanet Suttirat (13567965) Ecology Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified shapley additive explanation median incidence rate 878 &# 8211 861 &# 8211 2020 &# 8211 low risk based specific climatic variables model &# 8217 predicting leptospirosis risk model performance declined leptospirosis risk predictive performance integrating climatic testing periods targeted interventions study develops study demonstrates strongest predictors provincial level potential underreporting machine learning household size driving outbreaks complex mix complex interplay classify provinces agricultural features |
| status_str | publishedVersion |
| title | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022). |
| title_full | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022). |
| title_fullStr | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022). |
| title_full_unstemmed | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022). |
| title_short | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022). |
| title_sort | Spatiotemporal distribution of leptospirosis in Thailand (2007–2022). |
| topic | Ecology Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified shapley additive explanation median incidence rate 878 &# 8211 861 &# 8211 2020 &# 8211 low risk based specific climatic variables model &# 8217 predicting leptospirosis risk model performance declined leptospirosis risk predictive performance integrating climatic testing periods targeted interventions study develops study demonstrates strongest predictors provincial level potential underreporting machine learning household size driving outbreaks complex mix complex interplay classify provinces agricultural features |