{"id":916890,"date":"2023-10-25T20:41:31","date_gmt":"2023-10-26T03:41:31","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/"},"modified":"2023-12-13T11:24:48","modified_gmt":"2023-12-13T19:24:48","slug":"covid-19-research","status":"publish","type":"msr-group","link":"https:\/\/www.microsoft.com\/en-us\/research\/group\/covid-19-research\/","title":{"rendered":"COVID-19 Research"},"content":{"rendered":"<section class=\"mb-3 moray-highlight\">\n\t<div class=\"card-img-overlay mx-lg-0\">\n\t\t<div class=\"card-background  has-background- card-background--full-bleed\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"720\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/COVID-cell.jpg\" class=\"attachment-full size-full\" alt=\"Illustration of SARS-CoV-2, which causes Coronavirus Disease 2019 (COVID-19)\" style=\"\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/COVID-cell.jpg 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/COVID-cell-300x113.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/COVID-cell-1024x384.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/COVID-cell-768x288.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/COVID-cell-1536x576.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/COVID-cell-1600x600.jpg 1600w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/COVID-cell-240x90.jpg 240w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>\t\t<\/div>\n\t\t<!-- Foreground -->\n\t\t<div class=\"card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0\">\n\t\t\t<!-- Container -->\n\t\t\t<div class=\"container d-flex mt-md-n5 my-lg-5 \">\n\t\t\t\t<!-- Card wrapper -->\n\t\t\t\t<div class=\"w-100 w-lg-col-5\">\n\t\t\t\t\t<!-- Card -->\n\t\t\t\t\t<div class=\"card material-md-card py-5 px-md-5\">\n\t\t\t\t\t\t<div class=\"card-body \">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\n<h2 class=\"wp-block-heading\" id=\"covid-19-research\">COVID-19 Research<\/h2>\n\n\n\n<p>Collaborative biomedical research and innovation<\/p>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n\n<p>When the COVID-19 pandemic began the global science and research community quickly ramped up its efforts in society\u2019s effort to understand, navigate, mitigate, and recover from its consequences. This included researchers, data scientists, engineers, and others across Microsoft coming together with colleagues around the world to contribute to our collective response and better prepare us for future pandemics. These efforts involved teams from across <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/about-microsoft-research\/\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft Research<\/a>, the <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/ai-for-good-research-lab\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI for Good Lab<\/a>, and Microsoft teams involved in research worldwide. Support was provided through many channels, including <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/collaboration\/studies-in-pandemic-preparedness\/\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft\u2019s Studies in Pandemic Preparedness<\/a> and <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/ai-for-health\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI for Health<\/a> programs.<\/p>\n\n\n\n<p>The accelerated pace of discovery and innovation has led to many advances, from helping to unravel the structure of the SAR-CoV2 virus, to better understanding people\u2019s hybrid work patterns, which are included here across six topic areas.&nbsp;The unprecedented research collaboration at a global scale helped to open up new ways of working that have set us up well for the future.<\/p>\n\n\n\n\n\n<div style=\"padding-bottom:0; padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row wp-block-msr-immersive-section\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper\">\n\t\t\t<div class=\"wp-block-media-text has-vertical-margin-small  has-vertical-padding-none  is-stacked-on-mobile is-vertically-aligned-center is-style-border\" style=\"grid-template-columns:40% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-1024x576.jpg\" alt=\"COVID-19 research - microscopic view of virus\" class=\"wp-image-992397 size-full\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/10\/Adaptive-COVID-19-ImmuneResponse-StillFrame-4_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<h4 class=\"wp-block-heading\" id=\"adaptive-biotechnologies-and-microsoft-decode-covid-19-immune-response\">Adaptive Biotechnologies and Microsoft decode COVID-19 immune response<\/h4>\n\n\n\n<p>Adaptive Biotechnologies received FDA emergency use authorization in March 2021 for T-Detect\u2122 COVID, the first clinical T cell-based test for patients to confirm recent or prior COVID-19 infection. This novel technology was a result of Microsoft\u2019s AI and machine learning collaboration with Adaptive that is helping to decode the human immune system.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/treatment-diagnostics\/\">More on treatment and diagnostics<\/a><\/div>\n<\/div>\n<\/div><\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&p=921738&secret=GXWnub\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-1024x576.jpg\" alt=\"female scientist working in a clean lab pipetting liquid into test tubes\" class=\"wp-image-925713\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/understanding.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"connected-imaging-instrument\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/understanding-sars-cov-2\/\">Understanding SARS-CoV-2<\/a><\/h4>\n\n\n\n<p>This research suggested answers to concerns such as how SARS-CoV-2 evolved from animals to humans, improving the potency of peptide vaccines, examining the role of T-cells in immunity, using T-cell receptor sequencing to predict disease severity, and simulating the mechanism by which the virus docks with the body\u2019s receptors.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&p=918249&secret=arqGGW\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-1024x576.jpg\" alt=\"woman wearing a surgical mask swabbing the inside of an elderly man's nose\" class=\"wp-image-925716\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/swab.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"pandemic-preparedness\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/treatment-diagnostics\/\">Treatment & diagnostics research<\/a><\/h4>\n\n\n\n<p>The development of diagnostics and treatments for COVID-19 has been critical in the global response to this pandemic. Researchers worldwide rapidly developed and applied tools such as machine learning and advanced data analytics to help with triaging COVID-19 cases, predicting outcomes cases, and estimating treatment effectiveness.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1.jpg\" alt=\"woman wearing a face mask waiting in the subway\" class=\"wp-image-930876\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/subway-1024x576-1-960x540.jpg 960w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"heading-prevention-control\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/prevention-control\/\">Infection prevention & control\u200b<\/a><\/h4>\n\n\n\n<p>Using data to help understand, control, and prevent infection has played an essential role in public health responses worldwide. Researchers have used various data sources to assess the impact of public health interventions and recruit study participants, highlighting the feasibility of using online platforms to collect data on infectious diseases and trends in real-time.<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/association-of-covid-19-vaccination-prioritization-and-hospitalization-among-older-washingtonians\/\"><\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&p=918231&secret=pGkNtM\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-1024x576.jpg\" alt=\"a multi-slide presentation with charts and graphs\" class=\"wp-image-925707\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/presentation.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"machine-learning-for-image-reconstruction\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/forecasting-modeling\/\">Forecasting & modeling<\/a><\/h4>\n\n\n\n<p>Public health and policy decisions can be better informed using mathematical models and forecasting tools. Scientists and researchers used and developed a variety of techniques as the COVID-19 pandemic evolved to help improve response and recovery at local, regional, and global scales. The research here demonstrates innovative new methods for data modelling, &nbsp;forecasting disease transmission, behaviors, risk factors, and illness.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/evaluation-of-individual-and-ensemble-probabilistic-forecasts-of-covid-19-mortality-in-the-us-2\/\"><\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&p=918255&secret=vDJrbm\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-1024x576.jpg\" alt=\"two men shaking hands over a table surrounded by other people talking amongst one another\" class=\"wp-image-925719\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/handshake.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"connected-imaging-instrument\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/global-response-information\/\">Global response & information<\/a><\/h4>\n\n\n\n<p>The COVID-19 pandemic has affected nearly every aspect of life around the world, from healthcare and economics to diet and social needs. As a result, researchers have turned to a variety of methods to understand the impacts of the pandemic and inform policies and recovery efforts.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&p=918261&secret=Hy6f72\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-1024x576.jpg\" alt=\"woman attending a remote meeting\" class=\"wp-image-925722\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/03\/working-from-home.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"machine-learning-for-image-reconstruction\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/work-well-being\/\">Work & well-being<\/a><\/h4>\n\n\n\n<p>This research looks at the effects of remote work on the personal productivity and well-being of employees, on cross-group collaboration, and work relationships, and explores social talk and remote collegiality in video conferencing.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"padding-bottom:0; padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row wp-block-msr-immersive-section\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper\">\n\t\t\t<div class=\"wp-block-media-text has-video  has-vertical-margin-small  has-vertical-padding-none  has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center is-style-border\"><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\" id=\"studies-in-pandemic-preparedness\">Studies in Pandemic Preparedness<\/h3>\n\n\n\n<p>Find out more about the Microsoft <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/collaboration\/studies-in-pandemic-preparedness\/\">Studies in Pandemic Preparedness<\/a> program and watch highlights that were presented at the Royal Society Science of COVID Conference on March 30-31, 2022.<\/p>\n<\/div><figure class=\"wp-block-media-text__media video-wrapper\"><div class=\"yt-consent-placeholder\" role=\"region\" aria-label=\"Video playback requires cookie consent\" data-video-id=\"7awLejeU-co\" data-poster=\"https:\/\/img.youtube.com\/vi\/7awLejeU-co\/maxresdefault.jpg\"><iframe class=\"media-text__video\" data-src=\"https:\/\/www.youtube-nocookie.com\/embed\/7awLejeU-co?enablejsapi=1&rel=0\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen aria-hidden=\"true\" tabindex=\"-1\"><\/iframe><div class=\"yt-consent-placeholder__overlay\"><button class=\"yt-consent-placeholder__play\"><svg width=\"42\" height=\"42\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><g fill=\"none\" fill-rule=\"evenodd\"><circle fill=\"#000\" opacity=\".556\" cx=\"21\" cy=\"21\" r=\"21\"\/><path stroke=\"#FFF\" d=\"M27.5 22l-12 8.5v-17z\"\/><\/g><\/svg><span class=\"yt-consent-placeholder__label\">Video playback requires cookie consent<\/span><\/button><\/div><\/div><\/figure><\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Collaborative biomedical research and innovation When the COVID-19 pandemic began the global science and research community quickly ramped up its efforts in society\u2019s effort to understand, navigate, mitigate, and recover from its consequences. This included researchers, data scientists, engineers, and others across Microsoft coming together with colleagues around the world to contribute to our collective [&hellip;]<\/p>\n","protected":false},"featured_media":925704,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr_group_start":"","footnotes":""},"research-area":[13553],"msr-group-type":[243694],"msr-locale":[268875],"msr-impact-theme":[261673],"class_list":["post-916890","msr-group","type-msr-group","status-publish","has-post-thumbnail","hentry","msr-research-area-medical-health-genomics","msr-group-type-group","msr-locale-en_us"],"msr_group_start":"","msr_detailed_description":"","msr_further_details":"","msr_hero_images":[],"msr_research_lab":[199560,199563,199571,199562,851467,199561,199565,849856],"related-researchers":[{"type":"user_nicename","display_name":"Robert Aichner","user_id":39781,"people_section":"Section name 0","alias":"raichner"},{"type":"guest","display_name":"Joshua Allen","user_id":567618,"people_section":"Section name 0","alias":""},{"type":"user_nicename","display_name":"Ava Amini","user_id":40432,"people_section":"Section name 0","alias":"avasoleimany"},{"type":"user_nicename","display_name":"Shruthi Bannur","user_id":39213,"people_section":"Section name 0","alias":"shbannur"},{"type":"user_nicename","display_name":"Nancy Baym","user_id":31182,"people_section":"Section name 0","alias":"baym"},{"type":"guest","display_name":"Rachel Bergmann","user_id":603057,"people_section":"Section name 0","alias":""},{"type":"user_nicename","display_name":"Christian Bird","user_id":31346,"people_section":"Section name 0","alias":"cbird"},{"type":"guest","display_name":"Damian Borowiec","user_id":713461,"people_section":"Section name 0","alias":""},{"type":"user_nicename","display_name":"Andrea Britto Mattos Lima","user_id":42393,"people_section":"Section name 0","alias":"andreabri"},{"type":"user_nicename","display_name":"Jenna Butler","user_id":39979,"people_section":"Section name 0","alias":"jennbu"},{"type":"user_nicename","display_name":"Jonathan M. 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