{"id":33038,"date":"2024-08-06T13:10:23","date_gmt":"2024-08-06T05:10:23","guid":{"rendered":"https:\/\/fass.nus.edu.sg\/srn\/?p=33038"},"modified":"2024-03-09T15:11:02","modified_gmt":"2024-03-09T07:11:02","slug":"integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore","status":"publish","type":"post","link":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/","title":{"rendered":"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore"},"content":{"rendered":"<p>Singapore\u2019s most recent Circuit Breaker ended on 9 Aug 2021. The Circuit Breaker, a government-issued stay-at-home order, was one of many measures taken to contain the spread of the COVID-19 pandemic. Since the pandemic, understanding how infectious diseases propagate has become an increasingly important field of study, especially as new diseases continue to crop up at an alarming pace. Researchers have employed new methodologies to study these diseases, including analytical frameworks and data-driven statistical modelling.<\/p>\n<p>In \u2018Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore\u2019 (<em>International Journal of Applied Earth Observation and Geoinformation<\/em>, 2023), Mr Benny Chin Wei Chien, Associate Professor Chen-Chieh Feng, Associate Professor Yi-Chen Wang (all from NUS Geography), along with fellow researchers from Duke-NUS Medical School, NUS Saw Swee Hock School of Public Health, and San Diego State University, explore how spatial interaction processes influence the transmission of infectious diseases.<\/p>\n<p>The study draws on data from Singapore, constructing a country model and five cross-region validation models to evaluate the difference in vulnerability to COVID-19. The researchers consider local risk (LR) factors such as local demographic, environmental conditions, and human behaviour, as well as neighbouring risk (NR), which is calculated as an aggregation of the LR of neighbours. By studying the data through this spatial framework, the researchers find that there is a more significant influence from local risk (LR) effects, as compared to neighbouring risk (NR) effects, on vulnerability. They also note the varying influence of the different factors when modelling spatial interactions.<\/p>\n<p>Read the article <a href=\"https:\/\/doi.org\/10.1016\/j.jag.2023.103376\">here<\/a>.<\/p>\n<figure id=\"attachment_33042\" aria-describedby=\"caption-attachment-33042\" style=\"width: 2560px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-33042\" src=\"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687.jpeg\" alt=\"\" width=\"2560\" height=\"1440\" srcset=\"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687.jpeg 2560w, https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687-300x169.jpeg 300w, https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687-1024x576.jpeg 1024w, https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687-768x432.jpeg 768w, https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687-1536x864.jpeg 1536w, https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687-2048x1152.jpeg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><figcaption id=\"caption-attachment-33042\" class=\"wp-caption-text\">Photo: \u2018Crowd\u2019 by Filbert Koung, from SRN\u2019s SG Photobank<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Singapore\u2019s most recent Circuit Breaker ended on 9 Aug 2021. The Circuit Breaker, a government-issued stay-at-home order, was one of many measures taken to contain the spread of the COVID-19 pandemic. Since the pandemic, understanding how infectious diseases propagate has become an increasingly important field of study, especially as new diseases continue to crop up [&hellip;]<\/p>\n","protected":false},"author":278,"featured_media":33042,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rs_blank_template":"","rs_page_bg_color":"","slide_template_v7":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[4541,4606,4609,4604],"tags":[],"class_list":["post-33038","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-geography","category-research","category-singapore-research-nexus","category-visible"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore - Singapore Research Nexus<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore - Singapore Research Nexus\" \/>\n<meta property=\"og:description\" content=\"Singapore\u2019s most recent Circuit Breaker ended on 9 Aug 2021. The Circuit Breaker, a government-issued stay-at-home order, was one of many measures taken to contain the spread of the COVID-19 pandemic. Since the pandemic, understanding how infectious diseases propagate has become an increasingly important field of study, especially as new diseases continue to crop up [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/\" \/>\n<meta property=\"og:site_name\" content=\"Singapore Research Nexus\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-06T05:10:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"emma\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"emma\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/\"},\"author\":{\"name\":\"emma\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#\\\/schema\\\/person\\\/453d3fd8b205d1575e3be28752ba62dc\"},\"headline\":\"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore\",\"datePublished\":\"2024-08-06T05:10:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/\"},\"wordCount\":284,\"publisher\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/wp-content\\\/uploads\\\/sites\\\/15\\\/2024\\\/08\\\/ccp-18-scaled-1-e1709529667687.jpeg\",\"articleSection\":[\"Geography\",\"Research\",\"Singapore Research Nexus\",\"Visible\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/\",\"url\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/\",\"name\":\"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore - Singapore Research Nexus\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/wp-content\\\/uploads\\\/sites\\\/15\\\/2024\\\/08\\\/ccp-18-scaled-1-e1709529667687.jpeg\",\"datePublished\":\"2024-08-06T05:10:23+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/#primaryimage\",\"url\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/wp-content\\\/uploads\\\/sites\\\/15\\\/2024\\\/08\\\/ccp-18-scaled-1-e1709529667687.jpeg\",\"contentUrl\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/wp-content\\\/uploads\\\/sites\\\/15\\\/2024\\\/08\\\/ccp-18-scaled-1-e1709529667687.jpeg\",\"width\":2560,\"height\":1440,\"caption\":\"Photo: \u2018Crowd\u2019 by Filbert Koung from SRN\u2019s SG Photobank\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/2024\\\/08\\\/06\\\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#website\",\"url\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/\",\"name\":\"Singapore Research Nexus\",\"description\":\"NUS Faculty of Arts and Social Sciences\",\"publisher\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#organization\",\"name\":\"Singapore Research Nexus\",\"url\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/wp-content\\\/uploads\\\/sites\\\/15\\\/2020\\\/08\\\/cropped-logo-1.png\",\"contentUrl\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/wp-content\\\/uploads\\\/sites\\\/15\\\/2020\\\/08\\\/cropped-logo-1.png\",\"width\":285,\"height\":49,\"caption\":\"Singapore Research Nexus\"},\"image\":{\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/#\\\/schema\\\/person\\\/453d3fd8b205d1575e3be28752ba62dc\",\"name\":\"emma\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/81b973a49ce624a67b049792b459c685dbc0be86bb5a96b6ea225a183f77709b?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/81b973a49ce624a67b049792b459c685dbc0be86bb5a96b6ea225a183f77709b?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/81b973a49ce624a67b049792b459c685dbc0be86bb5a96b6ea225a183f77709b?s=96&d=mm&r=g\",\"caption\":\"emma\"},\"url\":\"https:\\\/\\\/fass.nus.edu.sg\\\/srn\\\/author\\\/emma\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore - Singapore Research Nexus","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/","og_locale":"en_US","og_type":"article","og_title":"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore - Singapore Research Nexus","og_description":"Singapore\u2019s most recent Circuit Breaker ended on 9 Aug 2021. The Circuit Breaker, a government-issued stay-at-home order, was one of many measures taken to contain the spread of the COVID-19 pandemic. Since the pandemic, understanding how infectious diseases propagate has become an increasingly important field of study, especially as new diseases continue to crop up [&hellip;]","og_url":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/","og_site_name":"Singapore Research Nexus","article_published_time":"2024-08-06T05:10:23+00:00","og_image":[{"width":2560,"height":1440,"url":"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687.jpeg","type":"image\/jpeg"}],"author":"emma","twitter_card":"summary_large_image","twitter_misc":{"Written by":"emma","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/#article","isPartOf":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/"},"author":{"name":"emma","@id":"https:\/\/fass.nus.edu.sg\/srn\/#\/schema\/person\/453d3fd8b205d1575e3be28752ba62dc"},"headline":"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore","datePublished":"2024-08-06T05:10:23+00:00","mainEntityOfPage":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/"},"wordCount":284,"publisher":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/#organization"},"image":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/#primaryimage"},"thumbnailUrl":"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687.jpeg","articleSection":["Geography","Research","Singapore Research Nexus","Visible"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/","url":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/","name":"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore - Singapore Research Nexus","isPartOf":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/#website"},"primaryImageOfPage":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/#primaryimage"},"image":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/#primaryimage"},"thumbnailUrl":"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687.jpeg","datePublished":"2024-08-06T05:10:23+00:00","breadcrumb":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/#primaryimage","url":"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687.jpeg","contentUrl":"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2024\/08\/ccp-18-scaled-1-e1709529667687.jpeg","width":2560,"height":1440,"caption":"Photo: \u2018Crowd\u2019 by Filbert Koung from SRN\u2019s SG Photobank"},{"@type":"BreadcrumbList","@id":"https:\/\/fass.nus.edu.sg\/srn\/2024\/08\/06\/integrating-local-and-neighbouring-area-influences-into-vulnerability-modelling-of-infectious-diseases-in-singapore\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/fass.nus.edu.sg\/srn\/"},{"@type":"ListItem","position":2,"name":"Integrating local and neighbouring area influences into vulnerability modelling of infectious diseases in Singapore"}]},{"@type":"WebSite","@id":"https:\/\/fass.nus.edu.sg\/srn\/#website","url":"https:\/\/fass.nus.edu.sg\/srn\/","name":"Singapore Research Nexus","description":"NUS Faculty of Arts and Social Sciences","publisher":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fass.nus.edu.sg\/srn\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/fass.nus.edu.sg\/srn\/#organization","name":"Singapore Research Nexus","url":"https:\/\/fass.nus.edu.sg\/srn\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/fass.nus.edu.sg\/srn\/#\/schema\/logo\/image\/","url":"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2020\/08\/cropped-logo-1.png","contentUrl":"https:\/\/fass.nus.edu.sg\/srn\/wp-content\/uploads\/sites\/15\/2020\/08\/cropped-logo-1.png","width":285,"height":49,"caption":"Singapore Research Nexus"},"image":{"@id":"https:\/\/fass.nus.edu.sg\/srn\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/fass.nus.edu.sg\/srn\/#\/schema\/person\/453d3fd8b205d1575e3be28752ba62dc","name":"emma","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/81b973a49ce624a67b049792b459c685dbc0be86bb5a96b6ea225a183f77709b?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/81b973a49ce624a67b049792b459c685dbc0be86bb5a96b6ea225a183f77709b?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/81b973a49ce624a67b049792b459c685dbc0be86bb5a96b6ea225a183f77709b?s=96&d=mm&r=g","caption":"emma"},"url":"https:\/\/fass.nus.edu.sg\/srn\/author\/emma\/"}]}},"_links":{"self":[{"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/posts\/33038","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/users\/278"}],"replies":[{"embeddable":true,"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/comments?post=33038"}],"version-history":[{"count":4,"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/posts\/33038\/revisions"}],"predecessor-version":[{"id":33045,"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/posts\/33038\/revisions\/33045"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/media\/33042"}],"wp:attachment":[{"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/media?parent=33038"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/categories?post=33038"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fass.nus.edu.sg\/srn\/wp-json\/wp\/v2\/tags?post=33038"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}