{"id":6156,"date":"2020-04-20T14:47:06","date_gmt":"2020-04-20T21:47:06","guid":{"rendered":"https:\/\/depts.washington.edu\/pandemicalliance\/?p=6156"},"modified":"2021-03-09T14:47:55","modified_gmt":"2021-03-09T22:47:55","slug":"early-prediction-of-mortality-risk-among-severe-covid-19-patients-using-machine-learning","status":"publish","type":"post","link":"https:\/\/depts.washington.edu\/pandemicalliance\/2020\/04\/20\/early-prediction-of-mortality-risk-among-severe-covid-19-patients-using-machine-learning\/","title":{"rendered":"Early prediction of mortality risk among severe COVID-19 patients using machine learning"},"content":{"rendered":"<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Using available clinical data, Hu et al developed a machine learning model to predict the outcomes of COVID-19 patients early on, in which the individual risk score based on the four selected variables (age, high-sensitivity C-reactive protein level, lymphocyte count and d-dimer level) and the corresponding probability of death can be used to assess the mortality risk of COVID-19 patients.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The authors provide a web link to their predictive model, and suggest its use by clinicians who can determine appropriate interventions early on to improve patient outcomes.\u00a0<\/span><\/li>\n<\/ul>\n<p><i><span style=\"font-weight: 400\">Hu et al. (Apr 19, 2020). Early prediction of mortality risk among severe COVID-19 patients using machine learning. Pre-print downloaded Apr 20 from \u00a0 <\/span><\/i><a href=\"https:\/\/doi.org\/10.1101\/2020.04.13.20064329\"><span style=\"font-weight: 400\">https:\/\/doi.org\/10.1101\/2020.04.13.20064329<\/span><\/a><span style=\"font-weight: 400\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Using available clinical data, Hu et al developed a machine learning model to predict the outcomes of COVID-19 patients early on, in which the individual risk score based on the four selected variables (age, high-sensitivity C-reactive protein level, lymphocyte count and d-dimer level) and the corresponding probability of death can be used to assess the&#8230;<\/p>\n<div><a class=\"more\" href=\"https:\/\/depts.washington.edu\/pandemicalliance\/2020\/04\/20\/early-prediction-of-mortality-risk-among-severe-covid-19-patients-using-machine-learning\/\">Read more<\/a><\/div>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[6],"tags":[],"topic":[23],"class_list":["post-6156","post","type-post","status-publish","format-standard","hentry","category-article-summary","topic-modeling-and-prediction"],"_links":{"self":[{"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/posts\/6156","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/comments?post=6156"}],"version-history":[{"count":1,"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/posts\/6156\/revisions"}],"predecessor-version":[{"id":6157,"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/posts\/6156\/revisions\/6157"}],"wp:attachment":[{"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/media?parent=6156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/categories?post=6156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/tags?post=6156"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/depts.washington.edu\/pandemicalliance\/wp-json\/wp\/v2\/topic?post=6156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}