{"id":11921,"date":"2026-09-15T12:00:09","date_gmt":"2026-09-15T16:00:09","guid":{"rendered":"https:\/\/data4lunghealth.ca\/?p=11921"},"modified":"2026-09-16T05:29:32","modified_gmt":"2026-09-16T09:29:32","slug":"webinar-causal-inference-2609","status":"publish","type":"post","link":"https:\/\/data4lunghealth.ca\/fr\/webinar-causal-inference-2609\/","title":{"rendered":"Advances in causal inference methods applied to real-world evidence"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"11921\" class=\"elementor elementor-11921\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bf11ca8 e-con-full e-flex e-con e-parent\" data-id=\"bf11ca8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ebd118b elementor-widget elementor-widget-heading\" data-id=\"ebd118b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">When: September 29th from 3:00-4:30 PM ET <\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4812d8f elementor-widget elementor-widget-text-editor\" data-id=\"4812d8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"elementtoproof\" style=\"margin: 0in; font-size: 12pt; font-family: Aptos, sans-serif; caret-color: #ffffff; color: #ffffff; text-decoration-thickness: auto; text-decoration-style: solid; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;\"><span style=\"color: black;\">This webinar will introduce respiratory health clinicians and researchers to the foundations of causal inference, including the potential outcomes framework, the four identifiability assumptions (consistency, exchangeability, positivity, and no interference), and directed acyclic graphs (DAGs) as practical tools for identifying confounding, selection bias, and guiding analytic decisions in observational respiratory health research.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ef7753 elementor-widget elementor-widget-button\" data-id=\"3ef7753\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/forms.cloud.microsoft\/r\/G67fdUEkfw\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Inscrivez-vous ici<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffd2388 elementor-widget elementor-widget-spacer\" data-id=\"ffd2388\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23ad3fb elementor-widget elementor-widget-heading\" data-id=\"23ad3fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Speakers<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61d1e04 e-con-full e-flex e-con e-child\" data-id=\"61d1e04\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59143c8 elementor-widget elementor-widget-image\" data-id=\"59143c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/data4lunghealth.ca\/wp-content\/uploads\/elementor\/thumbs\/Cristina_Longo-rt5lc5o349cn4ezhbydk0jmt13fm3554decy8q7lua.jpg\" title=\"Cristina Longo\" alt=\"Cristina Longo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11e67a9 elementor-widget elementor-widget-text-editor\" data-id=\"11e67a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Dr. Cristina Longo<\/h3><p class=\"profile-title\">Assistant Professor at Universit\u00e9 de Montreal<\/p><p class=\"profile-bio\">Cristina is a pediatric epidemiologist with expertise in pharmacoepidemiology, causal inference, and machine learning.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-781c269 e-con-full e-flex e-con e-child\" data-id=\"781c269\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae80ca1 elementor-widget elementor-widget-image\" data-id=\"ae80ca1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/data4lunghealth.ca\/wp-content\/uploads\/elementor\/thumbs\/Albina_Tskhay-rt5lc5o349cn4ezhbydk0jmt13fm3554decy8q7lwi.jpg\" title=\"Albina Tskhay\" alt=\"Dr. Albina Tskhay headshot\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b8ac67 elementor-widget elementor-widget-text-editor\" data-id=\"0b8ac67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Dr. Albina Tskhay<\/h3><p class=\"profile-title\">Postdoctoral Researcher at The Digital Health and Network Multi-Omic Laboratory<\/p><p class=\"profile-bio\">\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>When: September 29th from 3:00-4:30 PM ET This webinar will introduce respiratory health clinicians and researchers to the foundations of causal inference, including the potential outcomes framework, the four identifiability assumptions (consistency, exchangeability, positivity, and no interference), and directed acyclic graphs (DAGs) as practical tools for identifying confounding, selection bias, and guiding analytic decisions in [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":12626,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"iawp_total_views":10,"footnotes":""},"categories":[44],"tags":[],"class_list":["post-11921","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-webinar"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"This webinar will introduce respiratory health clinicians and researchers to the foundations of causal inference for guiding decisions in health research.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"admin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/data4lunghealth.ca\/fr\/webinar-causal-inference-2609\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.1.1\" \/>\n\t\t<meta 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