{"id":59557,"date":"2022-05-18T08:41:23","date_gmt":"2022-05-18T12:41:23","guid":{"rendered":"https:\/\/www.med.unc.edu\/medicine\/?p=59557"},"modified":"2023-06-06T18:19:56","modified_gmt":"2023-06-06T22:19:56","slug":"emily-pfaff-phd-leads-study-using-machine-learning-models-to-help-identify-long-covid-patients","status":"publish","type":"post","link":"https:\/\/www.med.unc.edu\/medicine\/news\/emily-pfaff-phd-leads-study-using-machine-learning-models-to-help-identify-long-covid-patients\/","title":{"rendered":"Emily Pfaff, PhD, Leads Study Using Machine Learning Models to Help Identify Long COVID Patients"},"content":{"rendered":"<figure id=\"attachment_51576\" class=\"thumbnail wp-caption alignright\" style=\"width: 235px\"><a href=\"https:\/\/www.med.unc.edu\/medicine\/wp-content\/uploads\/sites\/945\/2021\/05\/Pfaff_Emily_headshot.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-51576\" src=\"https:\/\/www.med.unc.edu\/medicine\/wp-content\/uploads\/sites\/945\/2021\/05\/Pfaff_Emily_headshot-225x300.jpg\" alt=\"Pfaff_Emily_headshot-NCTraCS-Interview\" width=\"225\" height=\"300\" srcset=\"https:\/\/www.med.unc.edu\/medicine\/wp-content\/uploads\/sites\/945\/2021\/05\/Pfaff_Emily_headshot-225x300.jpg 225w, https:\/\/www.med.unc.edu\/medicine\/wp-content\/uploads\/sites\/945\/2021\/05\/Pfaff_Emily_headshot-600x800.jpg 600w, https:\/\/www.med.unc.edu\/medicine\/wp-content\/uploads\/sites\/945\/2021\/05\/Pfaff_Emily_headshot-301x401.jpg 301w, https:\/\/www.med.unc.edu\/medicine\/wp-content\/uploads\/sites\/945\/2021\/05\/Pfaff_Emily_headshot.jpg 672w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/a><figcaption class=\"caption wp-caption-text\">Emily Pfaff, PhD, MS<\/figcaption><\/figure>\n<p>A study published in <a href=\"https:\/\/www.thelancet.com\/journals\/landig\/article\/PIIS2589-7500(22)00048-6\/fulltext\">The Lancet Digital Health<\/a> led by <a href=\"https:\/\/www.med.unc.edu\/medicine\/directory\/emily-pfaff\/\">Emily R. Pfaff<\/a>, PhD, assistant professor in the <a href=\"https:\/\/www.med.unc.edu\/medicine\/endocrinology-metabolism\/\">Division of Endocrinology and Metabolism<\/a>, shows how the National COVID Cohort Collaborative used XGBoost machine learning (ML) models to better define long COVID and identify potential long-COVID patients with a high degree of accuracy.<\/p>\n<p>Clinical scientists used ML models to explore de-identified electronic health record (EHR) data in the <a href=\"https:\/\/ncats.nih.gov\/n3c\">National COVID Cohort Collaborative (N3C)<\/a>, a National Institutes of Health-funded national clinical database, to help discern characteristics of people with long-COVID and factors that may help identify such patients using data from medical records.<\/p>\n<p>The findings\u00a0have the potential to improve clinical research on long COVID and inform a more standardized care regimen for the condition.<\/p>\n<p>\u201cCharacterizing, diagnosing, treating and caring for long-COVID patients has proven to be a challenge due to the list of characteristic symptoms continuously evolving over time,\u201d said Pfaff. \u201cWe needed to gain a better understanding of the complexities of long-COVID, and for that it made sense to take advantage of modern data analysis tools and a unique big data resource like N3C, where many features of long COVID are represented.\u201d<\/p>\n<p><a href=\"https:\/\/news.unchealthcare.org\/2022\/05\/scientists-use-machine-learning-models-to-help-identify-long-covid-patients\/\">[Read More]<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A study published in The Lancet Digital Health led by Emily R. Pfaff, PhD, assistant professor in the Division of Endocrinology and Metabolism, shows how the National COVID Cohort Collaborative used XGBoost machine learning (ML) models to better define long COVID and identify potential long-COVID patients with a high degree of accuracy. Clinical scientists used &hellip; <a href=\"https:\/\/www.med.unc.edu\/medicine\/news\/emily-pfaff-phd-leads-study-using-machine-learning-models-to-help-identify-long-covid-patients\/\" aria-label=\"Read more about Emily Pfaff, PhD, Leads Study Using Machine Learning Models to Help Identify Long COVID Patients\">Read more<\/a><\/p>\n","protected":false},"author":112673,"featured_media":51576,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"layout":"","cellInformation":"","apiCallInformation":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[96,2],"tags":[631],"class_list":["post-59557","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-endocrinology-metabolism","category-news","tag-631","odd"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Emily Pfaff, PhD, Leads Study Using Machine Learning Models to Help Identify Long COVID Patients | Department of Medicine<\/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:\/\/www.med.unc.edu\/medicine\/news\/emily-pfaff-phd-leads-study-using-machine-learning-models-to-help-identify-long-covid-patients\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Emily Pfaff, PhD, Leads Study Using Machine Learning Models to Help Identify Long COVID Patients | Department of Medicine\" \/>\n<meta property=\"og:description\" content=\"A study published in The Lancet Digital Health led by Emily R. Pfaff, PhD, assistant professor in the Division of Endocrinology and Metabolism, shows how the National COVID Cohort Collaborative used XGBoost machine learning (ML) models to better define long COVID and identify potential long-COVID patients with a high degree of accuracy. Clinical scientists used &hellip; Read more\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.med.unc.edu\/medicine\/news\/emily-pfaff-phd-leads-study-using-machine-learning-models-to-help-identify-long-covid-patients\/\" \/>\n<meta property=\"og:site_name\" content=\"Department of Medicine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/UNCDeptMedicine\" \/>\n<meta property=\"article:published_time\" content=\"2022-05-18T12:41:23+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-06-06T22:19:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.med.unc.edu\/medicine\/wp-content\/uploads\/sites\/945\/2021\/05\/Pfaff_Emily_headshot.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"672\" \/>\n\t<meta property=\"og:image:height\" content=\"896\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Morgan Duerden\" \/>\n<meta name=\"twitter:card\" 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