{"id":1220,"date":"2025-02-28T19:55:25","date_gmt":"2025-02-28T19:55:25","guid":{"rendered":"https:\/\/lab.research.sickkids.ca\/pullenayegum\/?p=1220"},"modified":"2025-02-28T19:55:25","modified_gmt":"2025-02-28T19:55:25","slug":"managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning","status":"publish","type":"post","link":"https:\/\/lab.research.sickkids.ca\/pullenayegum\/2025\/02\/28\/managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning\/","title":{"rendered":"Managing Data Complexities in Electronic Health Records: Statistical Strategies for Enhanced Learning"},"content":{"rendered":"<p>We were recently awarded funding through CANSSI&#8217;s Collaborative Research Team program to work with the Yi (University of Western Ontario) and Schnitzer (Universit\u00e9 de Montr\u00e9al) labs on a series of projects focussed on learning from electronic health records in the face of data complexities (confounding, high dimensionality, measurement error, informative sampling schemes). More details on the project may be found here: https:\/\/canssi.ca\/story\/crt-28\/<\/p>\n<p>We are looking forward to working and learning together!<\/p>\n<h2 class=\"wp-block-heading\"><\/h2>\n","protected":false},"excerpt":{"rendered":"<p>We were recently awarded funding through CANSSI&#8217;s Collaborative Research Team  [&#8230;]<\/p>\n","protected":false},"author":198,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1220","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.0 (Yoast SEO v27.0) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Managing Data Complexities in Electronic Health Records: Statistical Strategies for Enhanced Learning - Pullenayegum Lab<\/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:\/\/lab.research.sickkids.ca\/pullenayegum\/2025\/02\/28\/managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Managing Data Complexities in Electronic Health Records: Statistical Strategies for Enhanced Learning\" \/>\n<meta property=\"og:description\" content=\"We were recently awarded funding through CANSSI&#8217;s Collaborative Research Team [...]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/lab.research.sickkids.ca\/pullenayegum\/2025\/02\/28\/managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Pullenayegum Lab\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-28T19:55:25+00:00\" \/>\n<meta name=\"author\" content=\"epullenayegum\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"epullenayegum\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/lab.research.sickkids.ca\/pullenayegum\/2025\/02\/28\/managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/lab.research.sickkids.ca\/pullenayegum\/2025\/02\/28\/managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning\/\"},\"author\":{\"name\":\"epullenayegum\",\"@id\":\"https:\/\/lab.research.sickkids.ca\/pullenayegum\/#\/schema\/person\/f3d426f0f7b5733fdb7e909702c84706\"},\"headline\":\"Managing Data Complexities in Electronic Health Records: Statistical Strategies for Enhanced Learning\",\"datePublished\":\"2025-02-28T19:55:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/lab.research.sickkids.ca\/pullenayegum\/2025\/02\/28\/managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning\/\"},\"wordCount\":89,\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/lab.research.sickkids.ca\/pullenayegum\/2025\/02\/28\/managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning\/\",\"url\":\"https:\/\/lab.research.sickkids.ca\/pullenayegum\/2025\/02\/28\/managing-data-complexities-in-electronic-health-records-statistical-strategies-for-enhanced-learning\/\",\"name\":\"Managing Data Complexities in Electronic Health Records: Statistical Strategies for Enhanced Learning - 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