{"id":221,"date":"2022-01-03T09:19:32","date_gmt":"2022-01-03T09:19:32","guid":{"rendered":"https:\/\/dsrc.haifa.ac.il\/?p=221"},"modified":"2023-09-23T10:18:22","modified_gmt":"2023-09-23T10:18:22","slug":"can-sleep-quality-be-used-to-predict-stress-vulnerability","status":"publish","type":"post","link":"https:\/\/dsrc.haifa.ac.il\/?p=221","title":{"rendered":"Can sleep quality be used to predict stress vulnerability?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"221\" class=\"elementor elementor-221\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6245141 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6245141\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0a800e0\" data-id=\"0a800e0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-702eae6 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"702eae6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_mobile&quot;:&quot;fadeInUp&quot;}\" 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\">Can sleep quality be used to predict stress vulnerability?\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-79e9592 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"79e9592\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cd6d352\" data-id=\"cd6d352\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c1d1f64 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"c1d1f64\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_mobile&quot;:&quot;fadeInUp&quot;}\" 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\">Roee Admon - Department of Psychology<br>Pavel Goldstein - School of Public Health<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c5c6b2 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3c5c6b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-52b5c52 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"52b5c52\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-61dc863b\" data-id=\"61dc863b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-b701fe1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b701fe1\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-1b9076c\" data-id=\"1b9076c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-549575f elementor-widget elementor-widget-text-editor\" data-id=\"549575f\" 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><strong>\u00a0Artificial Intelligence<br \/><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-a8d0a5c\" data-id=\"a8d0a5c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-55311d5 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"55311d5\" 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><strong>Psychology<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-0c1689e\" data-id=\"0c1689e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-936add9 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"936add9\" 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><strong>Database Collection Grant 2021<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-47237aa3 elementor-widget elementor-widget-text-editor\" data-id=\"47237aa3\" 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><img fetchpriority=\"high\" decoding=\"async\" class=\" alignleft size-full wp-image-220\" style=\"margin-right: 10px; float: left;\" title=\"Graphic design by Idit Nevo\" src=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2022\/01\/inv2_1.jpg\" alt=\"inv2 1\" width=\"340\" height=\"391\" longdesc=\"Graphic design by Idit Nevo\" srcset=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2022\/01\/inv2_1.jpg 1748w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2022\/01\/inv2_1-261x300.jpg 261w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2022\/01\/inv2_1-891x1024.jpg 891w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2022\/01\/inv2_1-768x882.jpg 768w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2022\/01\/inv2_1-1337x1536.jpg 1337w\" sizes=\"(max-width: 340px) 100vw, 340px\" \/><\/p><p>This project aims to identify biomarkers of resilience vs. vulnerability to stress, based on physiological data that is acquired passively using wearable sensors during sleep. The identification of biomarkers could help develop personalized treatment plans for preventing stress psychopathology. More than 150 healthy adult participants have already completed the study and a machine learning model was able to predict variability in their stress levels with 80% accuracy based on their physiological data. Current efforts are directed towards acquiring data from psychopathological populations.<br \/>Graphic design by Idit Nevo<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-5325968 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5325968\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a863077\" data-id=\"a863077\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fdc4274 elementor-widget elementor-widget-spacer\" data-id=\"fdc4274\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Roee Admon, Pavel Goldstein<\/p>\n","protected":false},"author":2,"featured_media":219,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"_eb_attr":"","footnotes":""},"categories":[86,30,82,74,112,113],"tags":[46],"class_list":["post-221","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-86","category-artificial-intelligence","category-database-collection","category-psychology","category-psychology-department","category-school-of-public-health","tag-artificial-intelligence","entry","has-media"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"Roee Admon, Pavel Goldstein\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Admon, Goldstein\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/dsrc.haifa.ac.il\/?p=221\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Data Science Research Center - Data Science Research Center\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Can sleep quality be used to predict stress vulnerability? 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