{"id":368,"date":"2024-04-29T12:14:36","date_gmt":"2024-04-29T19:14:36","guid":{"rendered":"https:\/\/labs.wsu.edu\/chase\/?page_id=368"},"modified":"2024-05-07T08:02:04","modified_gmt":"2024-05-07T15:02:04","slug":"covid-19","status":"publish","type":"page","link":"https:\/\/labs.wsu.edu\/chase\/covid-19\/","title":{"rendered":"COVID-19"},"content":{"rendered":"<section  class=\"wsu-section wsu-width--full wsu-color-background--white wsu-spacing-before--none wsu-spacing-top--none wsu-hide--phone\"  >\r\n    <div class=\"wsu-section__inner wsu-width--content\">    \n<div class=\"wsu-row wsu-row--quarters\" >\r\n    \n<div class=\"wsu-column wsu-spacing-after--default wsu-color-background--gray-10\"  style=\"\">\r\n\t\n<div class=\"wsu-cta \" >\n\t<a \t\t\t\t\thref=\"https:\/\/labs.wsu.edu\/chase\/addiction\/\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small wsu-button--style-action\">\n\t\t\t\n\t\tAddiction\t\t\t<\/a>\n<\/div>\n\n<\/div>\r\n\n\n<div class=\"wsu-column  wsu-color-background--gray-10\"  style=\"\">\r\n\t\n<div class=\"wsu-cta \" >\n\t<a \t\t\t\t\thref=\"https:\/\/labs.wsu.edu\/chase\/environmental-health\/\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small wsu-button--style-action\">\n\t\t\t\n\t\tEnvironmental Health\t\t\t<\/a>\n<\/div>\n\n<\/div>\r\n\n\n<div class=\"wsu-column  wsu-color-background--gray-10\"  style=\"\">\r\n\t\n<div class=\"wsu-cta \" >\n\t<a \t\t\t\t\thref=\"https:\/\/labs.wsu.edu\/chase\/health-equity\/\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small wsu-button--style-action\">\n\t\t\t\n\t\tHealth Equity\t\t\t<\/a>\n<\/div>\n\n<\/div>\r\n\n\n<div class=\"wsu-column  wsu-color-background--gray-0\"  style=\"\">\r\n\t\n<div class=\"wsu-cta \" >\n\t<a \t\t\t\t\thref=\"https:\/\/labs.wsu.edu\/chase\/covid-19\/\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small wsu-button--style-action\">\n\t\t\t\n\t\tCOVID-19\t\t\t<\/a>\n<\/div>\n\n<\/div>\r\n\n<\/div>\n    <\/div><\/section>\n\n<div class=\"breadcrumbs\" typeof=\"BreadcrumbList\" vocab=\"https:\/\/schema.org\/\">\r\n\t<!-- Breadcrumb NavXT 7.2.0 -->\n<span property=\"itemListElement\" typeof=\"ListItem\"><a property=\"item\" typeof=\"WebPage\" title=\"Go to Labs Network Sites.\" href=\"https:\/\/medicine.wsu.edu\/\" class=\"main-home\" ><span property=\"name\">College of Medicine<\/span><\/a><meta property=\"position\" content=\"1\"><\/span><span property=\"itemListElement\" typeof=\"ListItem\"><a property=\"item\" typeof=\"WebPage\" title=\"Go to Community Health and Spatial Epidemiology Lab.\" href=\"https:\/\/labs.wsu.edu\/chase\" class=\"home\" aria-current=\"page\"><span property=\"name\">Community Health and Spatial Epidemiology Lab<\/span><\/a><meta property=\"position\" content=\"2\"><\/span><\/div><header class=\"wsu-article-header \">\r\n\t<h1 class=\"wsu-article-header__title\">\r\n\t\tCOVID-19 Research\t<\/h1>\r\n\t\t<\/header>\r\n\n\n\n<h2 class=\"wp-block-heading\" id=\"HealthReport\">COVID-19 Rural Urban Explorer (CURE)<\/h2>\n\n\n\n<p class=\"wsu-spacing-after--xsmall\">The COVID Urban Rural Explorer (CURE) aim to highlight rural urban inequities in COVID trends by county across the US. It also enables users to identify rural counties with both limited hospital capacity and where cases are rapidly growing.<\/p>\n\n\n<div class=\"wsu-cta \" >\n\t<a \t\t\t\t\thref=\"https:\/\/chaselab.net\/COVID19Tracker\/Index.htm\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small\">\n\t\t\t\n\t\tAccess the Tracker\t\t\t<\/a>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"792\" height=\"423\" src=\"https:\/\/s3.wp.wsu.edu\/uploads\/sites\/3430\/2024\/04\/CURE-792x423.png\" alt=\"COVID-19 Rural Urban Explorer map\" class=\"wp-image-462\" srcset=\"https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/CURE-792x423.png 792w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/CURE-396x212.png 396w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/CURE-768x410.png 768w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/CURE.png 951w\" sizes=\"(max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"HealthReport\">Data-Driven Development of a Small-Area COVID-19 Vulnerability Index for the United States<\/h2>\n\n\n\n<p class=\"wsu-spacing-after--xsmall\">As the COVID-19 pandemic continues to surge in the United States, it has become clear that infection risk is higher in certain populations, particularly socially and economically marginalized groups. Social risk factors, together with other demographic and community characteristics, may reveal local variations and inequities in COVID risk that could be useful for targeting testing and interventions. Yet to date, rates of infection and estimations of COVID risk are typically reported at the county and state level. In this study we develop a small area vulnerability index based on publicly-available sociodemographic data and 668,428 COVID diagnoses reported in 4,803 ZIP codes in the United States (15% of all ZIP codes). The outcome was COVID-19 diagnosis rates per 100,000 people by ZIP code. Explanatory variables included sociodemographic characteristics obtained from the 2018 American Community Survey 5-year estimates. Bayesian multivariable techniques were used to capture complexities of spatial data and spatial autocorrelation and identify individual risk factors and derive their respective weights in the index. COVID-19 diagnosis rates varied from zero to 29,508 per 100,000 people. The final vulnerability index showed that higher population density, higher percentage of noninsured, nonwhite race and Hispanic ethnicity were positively associated with COVID-19 diagnosis rates. Our findings indicate disproportionate risk of COVID-19 infection among some populations and validate and expand understanding of these inequities, integrating several risk factors into a summary index reflecting composite vulnerability to infection. This index can provide local public health and other agencies with evidence-based metrics of COVID risk at a geographical scale that has not been previously available to most US communities.<\/p>\n\n\n<div class=\"wsu-cta  wsu-cta--width-inline\" >\n\t<a \t\t\t\t\thref=\"https:\/\/www.medrxiv.org\/content\/10.1101\/2020.08.17.20176248v1.article-info\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small\">\n\t\t\t\n\t\tView Paper\t\t\t<\/a>\n<\/div>\n\n\n<div class=\"wsu-cta  wsu-cta--width-inline\" >\n\t<a \t\t\t\t\thref=\"https:\/\/chaselab.net\/USACovidIndex\/Index.htm\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small\">\n\t\t\t\n\t\tView Vulnerability Index Map\t\t\t<\/a>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"792\" height=\"416\" src=\"https:\/\/s3.wp.wsu.edu\/uploads\/sites\/3430\/2024\/04\/USIndex-792x416.png\" alt=\"Map showing the Development of a Small-Area COVID-19 Vulnerability Index\" class=\"wp-image-463\" srcset=\"https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/USIndex-792x416.png 792w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/USIndex-396x208.png 396w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/USIndex-768x403.png 768w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/USIndex.png 857w\" sizes=\"(max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"HealthReport\">Development of a Vulnerability Index for Diagnosis with the Novel Coronavirus, COVID-19, in Washington State, USA<\/h2>\n\n\n\n<p class=\"wsu-spacing-after--xsmall\">Published and peer reviewed in Health &amp; Place, our COVID-19 vulnerability index utilize demographic, socioeconomic, and medical risk factors can be used to understand population- and community-level variation in susceptibility to COVID-19 across Washington State. Calculate at teh ZIP-code level this index was validated using actual COVID-19 cases from 116 ZIP codes (total of 8,773 COVID-19 diagnoses) from both King and Spokane County in Washignton State.<\/p>\n\n\n<div class=\"wsu-cta  wsu-cta--width-inline\" >\n\t<a \t\t\t\t\thref=\"https:\/\/chaselab.net\/VurnailityIndex\/Index.htm\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small\">\n\t\t\t\n\t\tView Vulnerability Index Map\t\t\t<\/a>\n<\/div>\n\n\n<div class=\"wsu-cta  wsu-cta--width-inline\" >\n\t<a \t\t\t\t\thref=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC7318982\/\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small\">\n\t\t\t\n\t\tView Vulnerability Manuscript\t\t\t<\/a>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"705\" height=\"446\" src=\"https:\/\/s3.wp.wsu.edu\/uploads\/sites\/3430\/2024\/04\/Vindex.png\" alt=\"map showing the  vulnerability index for diagnosis with the novel coronavirus, COVID-19, in Washington State\" class=\"wp-image-464\" srcset=\"https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/Vindex.png 705w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/Vindex-396x251.png 396w\" sizes=\"(max-width: 705px) 100vw, 705px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"HealthReport\">Hospital Capacity Modeling<\/h2>\n\n\n\n<p class=\"wsu-spacing-after--xsmall\">The hospital capacity model aims to assist hospitals to predict the future need of essential health care resources as result of Covid19. This web-based model can be used by hospitals and public health organizations to estimate the surge of incoming patients will impact the availability of essential resources such as N95 masks, gowns, gloves, hospital beds, and ventilators. This model relies on user input and will therefore provide an easy and flexible modeling platform requiring minimal technical knowledge.<\/p>\n\n\n<div class=\"wsu-cta \" >\n\t<a \t\t\t\t\thref=\"https:\/\/chaselab.net\/Covid19CapacityModeling\/Index.html\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small\">\n\t\t\t\n\t\tAccess Hospital Capacity Tool\t\t\t<\/a>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"785\" height=\"351\" src=\"https:\/\/s3.wp.wsu.edu\/uploads\/sites\/3430\/2024\/04\/HospitalCapacity.png\" alt=\"capacity modeling based on Hospitalization chart\" class=\"wp-image-465\" srcset=\"https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/HospitalCapacity.png 785w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/HospitalCapacity-396x177.png 396w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/HospitalCapacity-768x343.png 768w\" sizes=\"(max-width: 785px) 100vw, 785px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"HealthReport\">The Need for GIScience in Mapping COVID-19<\/h2>\n\n\n\n<p class=\"wsu-spacing-after--xsmall\">The use of mapping has grown exponentially during the COVID-19 pandemic. Published in Health &amp; Place, this commentary focuses on the use of mapping and Geospatial technique in the era of COVID-19.<\/p>\n\n\n<div class=\"wsu-cta \" >\n\t<a \t\t\t\t\thref=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC7328589\/?fbclid=IwAR2bxmbdSiLSOqrarX8TbpMBZJtc9V74pfRNo1N1M4xrVOf6yZE7Y4mFJzg\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small\">\n\t\t\t\n\t\tView Full Article\t\t\t<\/a>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"SHeLI\">COVID-19 Hotspots Overtime<\/h2>\n\n\n\n<p class=\"wsu-spacing-after--xsmall\">This animated map showing the growth of COVID-19 cases and deaths across the US since the beginning of the pandemic.<\/p>\n\n\n<div class=\"wsu-cta \" >\n\t<a \t\t\t\t\thref=\"https:\/\/www.chaselab.net\/COVID19TS\/index.html\"\t\n\t\tclass=\"wsu-button  wsu-button--size-small\">\n\t\t\t\n\t\tView Interactive Hotspots Map\t\t\t<\/a>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"654\" height=\"400\" src=\"https:\/\/s3.wp.wsu.edu\/uploads\/sites\/3430\/2024\/04\/covidTS.png\" alt=\"COVID-19 hotspots cases and deaths across the US  map\" class=\"wp-image-466\" srcset=\"https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/covidTS.png 654w, https:\/\/wpcdn.web.wsu.edu\/wp-labs\/uploads\/sites\/3430\/2024\/04\/covidTS-396x242.png 396w\" sizes=\"(max-width: 654px) 100vw, 654px\" \/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>COVID-19 Rural Urban Explorer (CURE) The COVID Urban Rural Explorer (CURE) aim to highlight rural urban inequities in COVID trends by county across the US. It also enables users to identify rural counties with both limited hospital capacity and where cases are rapidly growing. Data-Driven Development of a Small-Area COVID-19 Vulnerability Index for the United [&hellip;]<\/p>\n","protected":false},"author":34189,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"categories":[],"tags":[],"wsuwp_university_location":[],"wsuwp_university_org":[],"_links":{"self":[{"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/pages\/368"}],"collection":[{"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/users\/34189"}],"replies":[{"embeddable":true,"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/comments?post=368"}],"version-history":[{"count":8,"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/pages\/368\/revisions"}],"predecessor-version":[{"id":499,"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/pages\/368\/revisions\/499"}],"wp:attachment":[{"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/media?parent=368"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/categories?post=368"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/tags?post=368"},{"taxonomy":"wsuwp_university_location","embeddable":true,"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/wsuwp_university_location?post=368"},{"taxonomy":"wsuwp_university_org","embeddable":true,"href":"https:\/\/labs.wsu.edu\/chase\/wp-json\/wp\/v2\/wsuwp_university_org?post=368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}