{"id":4716,"date":"2023-04-19T17:26:04","date_gmt":"2023-04-19T17:26:04","guid":{"rendered":"https:\/\/www.vdh.virginia.gov\/emergency-preparedness\/?page_id=4716"},"modified":"2024-06-07T13:49:48","modified_gmt":"2024-06-07T17:49:48","slug":"foresight-analytics-resources","status":"publish","type":"page","link":"https:\/\/www.vdh.virginia.gov\/emergency-preparedness\/foresight-analytics\/foresight-analytics-resources\/","title":{"rendered":"Foresight &amp; Analytics &#8212; Resources"},"content":{"rendered":"<div id=\"pl-4716\"  class=\"panel-layout\" ><div id=\"pg-4716-0\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-4716-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-4716-0-0-0\" class=\"so-panel widget widget_sow-editor panel-first-child\" data-index=\"0\" ><div id=\"VDHResources\" class=\"panel-widget-style panel-widget-style-for-4716-0-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t><h3 class=\"widget-title\">VDH &amp; Collaborative Resources<\/h3>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<ul>\n<li><a href=\"https:\/\/www.vdh.virginia.gov\/coronavirus\/see-the-numbers\/covid-19-modeling\/\">COVID-19 Modeling Hub<\/a><\/li>\n<li><a href=\"https:\/\/www.vdh.virginia.gov\/emergency-preparedness\/foresight-analytics-covid-19-weekly-reports-archive\/\">COVID-19 Weekly Modeling Report Archive<\/a><\/li>\n<li><a href=\"https:\/\/www.vdh.virginia.gov\/emergency-preparedness\/foresight-analytics\/foresight-analytics-resources\/foresight-analytics-weekly-situation-update-archive\/\">VDH OEP Weekly Situation Update Archive<\/a><\/li>\n<\/ul>\n<p>Report:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.vdh.virginia.gov\/content\/uploads\/sites\/8\/2023\/05\/Modeling-and-Foresight-Report-Final-.pdf\">Modeling and Foresight during the COVID-19 Pandemic<\/a><\/li>\n<\/ul>\n<p>Videos:<\/p>\n<ul>\n<li><a href=\"https:\/\/youtu.be\/XO0nFR0eIxI\">Briefing on Virginia COVID-19 Modeling<\/a> (April 13, 2020)<\/li>\n<li><a href=\"https:\/\/youtu.be\/s07nT5Tt2ts\">Metaculus Presents: How Forecasts Inform COVID-19 Policy, with VDH and UVA Biocomplexity Institute<\/a> (Oct 13, 2021)<\/li>\n<\/ul>\n<\/div>\n<\/div><\/div><\/div><div id=\"panel-4716-0-0-1\" class=\"so-panel widget widget_sow-editor\" data-index=\"1\" ><div id=\"VDHResources\" class=\"panel-widget-style panel-widget-style-for-4716-0-0-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t><h3 class=\"widget-title\">CDC Center for Forecasting and Outbreak Analytics<\/h3>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<ul>\n<li><a href=\"https:\/\/www.cdc.gov\/forecast-outbreak-analytics\/index.html\">CDC CFA Website<\/a><\/li>\n<li><a href=\"https:\/\/www.cdc.gov\/insight-net\/php\/about\/index.html\">Insight Net<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div><\/div><\/div><div id=\"panel-4716-0-0-2\" class=\"so-panel widget widget_sow-editor\" data-index=\"2\" ><div id=\"UVA-BI-Products\" class=\"panel-widget-style panel-widget-style-for-4716-0-0-2\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t><h3 class=\"widget-title\">UVA-BI Resources<\/h3>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Dashboards &amp; Data<\/strong><\/p>\n<p>Data:<\/p>\n<ul>\n<li><a href=\"https:\/\/data.virginia.gov\/Health\/COVID-19-UVA-Biocomplexity-Model-Projections\/mmxj-b8v8\">COVID-19 UVA Biocomplexity Institute Model Projections<\/a><\/li>\n<\/ul>\n<p>Current:<\/p>\n<ul>\n<li><a href=\"http:\/\/covid19-forecast.uvadcos.io\/\">Biocomplexity Forecast Dashboard<\/a><\/li>\n<li><a href=\"https:\/\/nssac.bii.virginia.edu\/covid-19\/vmrddash\/\">COVID-19 Medical Resource Demand Dashboard - Virginia<\/a><\/li>\n<li><a href=\"https:\/\/nssac.bii.virginia.edu\/covid-19\/vaxstatdashboard\/\">COVID-19 VaxStat Dashboard - Virginia<\/a><\/li>\n<\/ul>\n<p>Archive:<\/p>\n<ul>\n<li><a href=\"https:\/\/arcgis.vdh.virginia.gov\/portal\/apps\/opsdashboard\/index.html#\/8631cfc4f181460fafc7e1923f41d581\">COVID-19 Mobility Dashboard<\/a> (Not updated)<\/li>\n<li><a href=\"https:\/\/nssac.bii.virginia.edu\/covid-19\/kdd-command\/\">COVID-19 Mobility Impact Dashboard<\/a> (Not updated)<\/li>\n<\/ul>\n<p><strong>Publications:<\/strong><\/p>\n<p>Published Articles:<\/p>\n<ul>\n<li><a href=\"http:\/\/dx.doi.org\/10.15585\/mmwr.mm7019e3\">Modeling of future COVID-19 cases, hospitalizations, and deaths, by vaccination rates and nonpharmaceutical intervention scenarios. Morbidity and Mortality Weekly Report. May 2021.<\/a><\/li>\n<li><a href=\"https:\/\/ojs.aaai.org\/index.php\/AAAI\/article\/view\/21529\">Data-Driven Real-Time Strategic Placement of Mobile Vaccine Distribution Sites. Proceedings of the AAAI Conference on Artificial Intelligence. June 2022<\/a>.<\/li>\n<li><a href=\"https:\/\/doi.org\/10.1177\/10943420221127034\">Data-Driven Scalable Pipeline using National Agent-Based Models for Real-time Pandemic Response and Decision Support. The International Journal of High Performance Computing Applications. April 2022.<\/a><\/li>\n<li><a href=\"https:\/\/dl.acm.org\/doi\/full\/10.1145\/3531006\">Evaluating the utility of high-resolution proximity metrics in predicting the spread of COVID-19. ACM Transactions on Spatial Algorithms and Systems. December 2022.<\/a><\/li>\n<li><a href=\"https:\/\/ojs.aaai.org\/index.php\/AAAI\/article\/view\/21174\">Finding Nontrivial Minimum Fixed Points in Discrete Dynamical Systems: Complexity, Special Case Algorithms and Heuristics. Proceedings of the AAAI Conference on Artificial Intelligence. June 2022.<\/a><\/li>\n<li><a href=\"https:\/\/elifesciences.org\/articles\/73584\">Projected resurgence of COVID-19 in the United States in July-December 2021 resulting from the increased transmissibility of the Delta variant and faltering vaccination. eLife. June 2022.<\/a><\/li>\n<li><a href=\"https:\/\/www.cambridge.org\/core\/journals\/network-science\/article\/techniques-for-blocking-the-propagation-of-two-simultaneous-contagions-over-networks-using-a-graph-dynamical-systems-framework\/47E0A229CCBB533F03A41E83F9CD3B38\">Techniques for blocking the propagation of two simultaneous contagions over networks using a graph dynamical systems framework. Network Science. August 2022.<\/a><\/li>\n<li><a href=\"https:\/\/doi.org\/10.1073\/pnas.2123355119\">Understanding the co-evolution of mask-wearing and epidemics: a network perspective. Environmental Sciences. June 2022<\/a><\/li>\n<li><a href=\"https:\/\/ww2.amstat.org\/meetings\/jsm\/2022\/onlineprogram\/AbstractDetails.cfm?abstractid=323426\">Best Practices in Coordinating Large-Scale Data Science Initiatives. Joint Statistical Meetings 2022. August 2022.<\/a><\/li>\n<li><a href=\"https:\/\/www.nature.com\/articles\/s41597-023-01979-6\">COVID-19 non-pharmaceutical interventions: data annotation for rapidly changing local policy information. Nature Scientific Data. March 2023<\/a>.<\/li>\n<li><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/36437905\/\">Impact of SARS-CoV-2 vaccination of children ages 5-11 years on COVID-19 disease burden and resilience to new variants in the United States. Lancet Regional Health Americas. January 2023<\/a>.<\/li>\n<li><a href=\"https:\/\/www.pnas.org\/doi\/10.1073\/pnas.2305227120\">Coupled models of genomic surveillance and evolving pandemics with applications for timely public health interventions, November 2023.<\/a><\/li>\n<\/ul>\n<p>Book Chapters:<\/p>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-031-08506-2_9#Ack1\">AI Techniques for Forecasting Epidemic Dynamics: Theory and Practice. <em>Artificial Intelligence in Covid-19<\/em>. November 2022.<\/a><\/li>\n<li><a href=\"https:\/\/www.worldscientific.com\/doi\/10.1142\/9789811265679_0020\">The Role of Artificial Intelligence in Epidemiological Modeling. <em>Artificial Intelligence for Science.<\/em> April 2023.<\/a><\/li>\n<\/ul>\n<p>Conference Proceedings<\/p>\n<ul>\n<li><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3447548.3467197\">All models are useful: Bayesian ensembling for robust high resolution covid-19 forecasting. Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery &amp; Data Mining. August 2021<\/a>.<\/li>\n<li><a href=\"https:\/\/doi.org\/10.1109\/BigData52589.2021.9671811\">AI-Driven Agent-Based Models to Study the Role of Vaccine Acceptance in Controlling COVID-19 Spread in the US. 2021 IEEE International Conference on Big Data (Big Data). December 2021<\/a>.<\/li>\n<li><a href=\"https:\/\/doi.org\/10.1109\/WSC52266.2021.9715382\">High performance agent-based modeling to study realistic contact tracing protocols. 2021 Winter Simulation Conference (WSC). December 2021<\/a>.<\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/9715467\">Informing University Covid-19 Decisions Using Simple Compartmental Models. 2021 Winter Simulation Conference (WSC). December 2021<\/a>.<\/li>\n<li><a href=\"https:\/\/doi.org\/10.1609\/aaai.v36i11.21479\">CausalGNN: Causal-based Graph Neural Networks for Spatio-Temporal Epidemic Forecasting. Proceedings of the Thirty-Sixth Annual Conference on Artificial Intelligence (AAAI-22). June 2022<\/a>.<\/li>\n<li><a href=\"https:\/\/proceedings.mlr.press\/v162\/rosenkrantz22a\/rosenkrantz22a.pdf\">Efficiently Learning the Topology and Behavior of a Networked Dynamical System Via Active Queries. International Conference on Machine Learning. June 2022<\/a>.<\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/10020579\">Enhancing COVID-19 Ensemble Forecasting Model Performance Using Auxiliary Data Sources. Proceedings of the 2022 IEEE International Conference on Big Data (Big Data). December 2022.<\/a><\/li>\n<\/ul>\n<p>Preprints<\/p>\n<ul>\n<li><a href=\"https:\/\/doi.org\/10.48550\/arXiv.2206.04612\">A computational framework for weighted simplicial homology. arXiv preprint. June 2022<\/a>.<\/li>\n<li><a href=\"https:\/\/doi.org\/10.1101\/2022.08.05.22278480\">Rapid threat detection in SARS-CoV-2. medRxiv. August 2022<\/a>.<\/li>\n<li><a href=\"https:\/\/www.medrxiv.org\/content\/10.1101\/2022.10.12.22280997v1\">Utility of human judgment ensembles during times of pandemic uncertainty: A case study during the COVID-19 Omicron BA.1 wave in the USA. medRxiv. October 2022.<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div><\/div><\/div><div id=\"panel-4716-0-0-3\" class=\"so-panel widget widget_sow-editor\" data-index=\"3\" ><div id=\"Metaculus-Products\" class=\"panel-widget-style panel-widget-style-for-4716-0-0-3\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t><h3 class=\"widget-title\">Metaculus Tournaments &amp; Resources<\/h3>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p>Forecasting Tournaments<\/p>\n<ul>\n<li><a href=\"https:\/\/www.metaculus.com\/tournament\/keep-virginia-safe-ii\/\">Keep Virginia Safe II Forecasting Tournament<\/a><\/li>\n<li><a href=\"https:\/\/www.metaculus.com\/tournament\/vdh\/\">Keep Virginia Safe Forecasting Tournament<\/a>\n<ul>\n<li><a href=\"https:\/\/www.metaculus.com\/notebooks\/11162\/the-keep-virginia-safe-tournament-202122-project-summary\/\">KVS Project Summary<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.metaculus.com\/tournament\/realtimepandemic\/\">Real-time Pandemic Decision Making<\/a><\/li>\n<li><a href=\"https:\/\/www.metaculus.com\/tournament\/realtimepandemic\/\">Virginia Lightning Round Tournament<\/a><\/li>\n<\/ul>\n<p>Articles:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.metaculus.com\/notebooks\/11816\/forecasting-for-situational-awareness-in-an-emerging-public-health-crisis\/\">Forecasting for Situational Awareness in an Emerging Public Health Crisis<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div><\/div><\/div><div id=\"panel-4716-0-0-4\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"4\" ><div id=\"RAND\" class=\"panel-widget-style panel-widget-style-for-4716-0-0-4\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t><h3 class=\"widget-title\">RAND Corporation Resources<\/h3>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p>Early in the pandemic, VDH partnered with RAND Corporation to assist with evaluation of COVID-19 models.<\/p>\n<ul>\n<li><a href=\"https:\/\/www.rand.org\/pubs\/research_reports\/RRA323-1.html\">A Framework for Assessing Models of the COVID-19 Pandemic to Inform Policymaking in Virginia<\/a><\/li>\n<li><a href=\"http:\/\/A Model of the Spread of the COVID-19 Pandemic During a Hurricane in Virginia\">A Model of the Spread of the COVID-19 Pandemic During a Hurricane in Virginia<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>COVID-19 Modeling Hub COVID-19 Weekly Modeling Report Archive VDH OEP Weekly Situation Update Archive Report: Modeling and Foresight during the COVID-19 Pandemic Videos: Briefing on Virginia COVID-19 Modeling (April 13, [&hellip;]<\/p>\n","protected":false},"author":352,"featured_media":0,"parent":4603,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"tags":[],"class_list":["post-4716","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Foresight &amp; 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