{"id":5332,"date":"2026-08-05T13:08:14","date_gmt":"2026-08-05T03:08:14","guid":{"rendered":"https:\/\/www.optalert.com\/?p=5332"},"modified":"2026-09-16T14:36:40","modified_gmt":"2026-09-16T04:36:40","slug":"como-validar-um-sistema-de-deteccao-de-sonolencia","status":"publish","type":"post","link":"https:\/\/www.optalert.com\/pt\/how-to-validate-a-driver-drowsiness-detection-system\/","title":{"rendered":"Como validar um sistema de detec\u00e7\u00e3o de sonol\u00eancia do motorista"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5332\" class=\"elementor elementor-5332\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-dce-background-color=\"#FFFFFF\" data-dce-background-overlay-image-url=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Modern-dark-blue-SUV-on-a-test-track.png\" class=\"elementor-section elementor-top-section elementor-element elementor-element-60522efc big elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"60522efc\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6ff55f99\" data-id=\"6ff55f99\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\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-d2228dc ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"d2228dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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>Since July 2024, all new models of passenger vehicles in Europe require a driver monitoring system (DMS) that can detect drowsiness. Engineering teams across the automotive industry have scrambled to learn about the science of drowsiness and develop systems that can detect it in drivers. Each of these systems then needs to be validated and shown to accurately detect drowsiness. One recurring problem we see in many teams is erroneous test protocols. A protocol validating against the Karolinska Sleepiness Scale is measuring the wrong thing.<\/p><p>The industry is moving toward this position. Euro NCAP\u2019s 2026 Driver Monitoring protocol requires detection at <strong>\u201ca KSS level &gt;7 at the latest, or an equivalent metric\u201d:<\/strong> earlier than the regulation requires, and explicitly open to an objective alternative.<sup><a href=\"#ref1\">1<\/a><\/sup><\/p><p>Within Optalert, we are frequently astounded that so many tests are not oriented around the <em>only<\/em> ground truth that matters: <strong>driver impairment<\/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<div data-dce-background-image-url=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/05\/bg-dots.svg\" class=\"elementor-element elementor-element-b8be2cf dots big e-flex e-con-boxed e-con e-parent\" data-id=\"b8be2cf\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-857bb7b e-con-full e-flex e-con e-child\" data-id=\"857bb7b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-082edee highlight ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"082edee\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&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\">Common mistakes in validation test protocols<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-027ac16 ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"027ac16\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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>This article begins with a table listing common mistakes to watch out for when assessing a given test protocol. It then outlines in more detail how to devise a protocol that avoids these traps, in line with decades of meticulous research from sleep science laboratories.<\/p><p>Longer-term we believe the industry should agree upon a standardised test protocol. This will allow systems to be compared in terms of performance. Until a broader consensus is reached, adhere to the principles outlined below to ensure a system is measuring what it should.<\/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-9be0758 ob-has-background-overlay elementor-widget elementor-widget-jet-table\" data-id=\"9be0758\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper jet-table-responsive-mobile\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-07c7dab jet-table__head-cell\" colspan=\"1\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">What to watch out for<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-d61428e jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Why?<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-94c810b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">What should be done?<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-610e6fe\"><td class=\"jet-table__cell elementor-repeater-item-b391e1c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Subjects are <strong>not sufficiently sleep deprived.<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1859620 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">If people are not sleep deprived to the point at which they are impaired and exhibiting an increase in performance failures, you cannot test whether a system detects impairment.<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c69ebce jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Healthy, well-rested subjects must be kept awake to the point at which they exhibit significant impairment.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-30717a7\"><td class=\"jet-table__cell elementor-repeater-item-94d215b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">There is <strong>no safety driver<\/strong> in the passenger seat in an on-road test.<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a786e2b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Either the test is not pushing subjects to dangerous levels of impairment, or it is an egregious breach of ethics in terms of danger to the driver and other road users.<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-10d8abe jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">With truly impaired subjects in a driving test, a raft of safety measures is required for when they fail.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1efc83d\"><td class=\"jet-table__cell elementor-repeater-item-185da44 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A test validates against a <strong>ground truth that is not impairment.<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9752a4f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A system must detect driver impairment, which is the increase in performance failures. It is not the KSS score or some other proxy metric that correlates loosely with impairment.<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-f3cf4b0 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Performance failures include not stopping in response to a car appearing or wheels drifting out of lane.<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" data-dce-background-overlay-color=\"#FFFFFF\" class=\"elementor-element elementor-element-58ab93e big e-flex e-con-boxed e-con e-parent\" data-id=\"58ab93e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;gradient&quot;,&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3ea2191 e-con-full e-flex e-con e-child\" data-id=\"3ea2191\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-744beac highlight ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"744beac\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&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\">A DMS should measure impairment<\/h2>\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-a4c9372 e-con-full e-flex e-con e-child\" data-id=\"a4c9372\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-285bf88 e-con-full e-flex e-con e-child\" data-id=\"285bf88\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e29455a fatigue ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"e29455a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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<ul><li>A drowsiness detection system exists to <strong>prevent accidents caused by driver drowsiness<\/strong>.<\/li><li>To prevent accidents, it must be optimised to detect <strong>impairment<\/strong>.<\/li><li>Impairment is defined as <strong>the increase in relative risk of the driver exhibiting performance failures<\/strong>.<\/li><li>Any test to measure the effectiveness of drowsiness detection within a DMS must measure against <strong>impairment<\/strong> and <strong>not the driver\u2019s subjective feeling of tiredness<\/strong>, as measured by the Karolinska Sleepiness Scale (KSS) or any other subjective measure.<\/li><\/ul><p>Our recommendations below provide a clear <strong>overview of how to thoroughly administer such a validation test<\/strong>, drawing from preeminent research in this field.<\/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-81b695b e-con-full e-flex e-con e-child\" data-id=\"81b695b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d9d601b ob-has-background-overlay elementor-widget elementor-widget-image\" data-id=\"d9d601b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_photomorph_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Rear-of-blue-SUV.png\" class=\"attachment-large size-large wp-image-5353\" alt=\"\" srcset=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Rear-of-blue-SUV.png 1024w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Rear-of-blue-SUV-300x300.png 300w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Rear-of-blue-SUV-150x150.png 150w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Rear-of-blue-SUV-768x768.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-167d86c e-con-full e-flex e-con e-child\" data-id=\"167d86c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0eec2e1 ob-has-background-overlay elementor-widget elementor-widget-jet-table\" data-id=\"0eec2e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper jet-table-responsive-mobile\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-07c7dab jet-table__head-cell\" colspan=\"2\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Glossary of terms<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-610e6fe\"><td class=\"jet-table__cell elementor-repeater-item-b391e1c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Perfomance failure<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1859620 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">An instance of a test subject failing to perform the assigned task within a test.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-30717a7\"><td class=\"jet-table__cell elementor-repeater-item-94d215b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Relative risk<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a786e2b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">The ratio of the probability of a performance failure at a given level of drowsiness to the probability of a performance failure in an alert state.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1efc83d\"><td class=\"jet-table__cell elementor-repeater-item-185da44 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Impairment<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9752a4f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">The relative risk at a given level of drowsiness.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-4dc63c2\"><td class=\"jet-table__cell elementor-repeater-item-72569de jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Ground truth<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1125175 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">The observation or measurement used to assess performance failure.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-8da4e39\"><td class=\"jet-table__cell elementor-repeater-item-12c7436 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Error of omission<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-671cfa6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Lack of response to a visual stimulus in a psychomotor vigilance test within 2,000 milliseconds.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-d072fcc\"><td class=\"jet-table__cell elementor-repeater-item-6240a94 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Prolonged wakefulness<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-6a95fdf jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Extension of the time a subject remains awake beyond the usual time they would go to sleep. It is usually deemed to be 18 to 36 hours awake.<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" data-dce-background-overlay-color=\"#FFFFFF\" class=\"elementor-element elementor-element-8233599 big e-flex e-con-boxed e-con e-parent\" data-id=\"8233599\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;gradient&quot;,&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-59b0599 e-con-full e-flex e-con e-child\" data-id=\"59b0599\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f6d0d51 highlight ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"f6d0d51\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&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\">Test subjects must be pushed to the point of failure<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c487363 e-grid e-con-full e-con e-child\" data-id=\"c487363\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72fd5ee fatigue ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"72fd5ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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>To measure a system\u2019s ability to detect impairment, subjects must be\u2026impaired. This involves a considerable period of extended wakefulness. In general, after 17 hours of extended wakefulness relative risk begins increasing in psychomotor vigilance tests: the same threshold at which cognitive performance becomes equivalent to a blood alcohol concentration of 0.05%.<sup><a href=\"#ref2\">2<\/a><\/sup> Driving tasks usually only reveal an increase in relative risk after 24 hours of extended wakefulness, although it varies across subjects. High impact research in the field has tended to keep subjects awake for <a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC3746718\/\" target=\"_blank\" rel=\"noopener\">30 hours<\/a> or even <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/36478313\/\" target=\"_blank\" rel=\"noopener\">32-34 hours<\/a><sup><a href=\"#ref3\">3<\/a><\/sup> before driving tasks.<\/p><p>If a well-rested person is kept up for a few hours after their bedtime, their ability to drive will likely be unimpaired or only very slightly impaired. They cannot self-assess with KSS or any other subjective measure in this regard. The only relevant ground truth is an increase in performance failures.<\/p><p>One dead giveaway of a test involving unimpaired subjects is if there is no safety driver in the passenger seat. If this is the case, the test is either egregiously unethical or subjects are not truly impaired.<\/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-59db5d6 ob-has-background-overlay elementor-widget elementor-widget-image\" data-id=\"59db5d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_photomorph_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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\" width=\"800\" height=\"800\" src=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-sleeping-in-car.png\" class=\"attachment-large size-large wp-image-5367\" alt=\"\" srcset=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-sleeping-in-car.png 1024w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-sleeping-in-car-300x300.png 300w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-sleeping-in-car-150x150.png 150w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-sleeping-in-car-768x768.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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>\n\t\t\t\t<div class=\"elementor-element elementor-element-45aeb75 ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"45aeb75\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Verify that sleep deprived subjects really have been kept awake<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-456e09f fatigue ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"456e09f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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 decoding=\"async\" class=\"alignleft wp-image-5360 size-thumbnail\" src=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Clock-showing-time-passing-150x150.png\" alt=\"\" width=\"150\" height=\"150\" srcset=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Clock-showing-time-passing-150x150.png 150w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Clock-showing-time-passing-300x300.png 300w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Clock-showing-time-passing-768x768.png 768w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Clock-showing-time-passing.png 1024w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/>It is critical that a test ensures sleep deprived subjects are indeed kept awake. Carefully controlled research verifies that the impaired participants did not sleep in their extended wakeful period. Methods for verification include wearable accelerometer technology or direct observation by an invigilator. A sleep diary is less reliable because it can be falsified.<\/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-dd9cf3b highlight ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"dd9cf3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&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\">Laboratory test versus on-track validation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28bfc56 fatigue ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"28bfc56\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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>Two types of testing are employed for calibrating, testing, or validating a drowsiness detection system: laboratory tests and on-track validation. Ordinarily a team runs many more laboratory tests due to the lower cost and effort involved in their administration.<\/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-006e6d5 ob-has-background-overlay elementor-widget elementor-widget-jet-table\" data-id=\"006e6d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper jet-table-responsive-mobile\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-7308d53 jet-table__head-cell\" colspan=\"1\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-e125ce8 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><span class=\"jet-elements-icon jet-table__cell-icon jet-table__cell-icon--before\"><i aria-hidden=\"true\" class=\"far fa-mouse\"><\/i><\/span><div class=\"jet-table__cell-text\">Laboratory test<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-b285c5c jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><span class=\"jet-elements-icon jet-table__cell-icon jet-table__cell-icon--before\"><i aria-hidden=\"true\" class=\"far fa-steering-wheel\"><\/i><\/span><div class=\"jet-table__cell-text\">On-track validation<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-610e6fe\"><td class=\"jet-table__cell elementor-repeater-item-b391e1c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Description<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1859620 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Subjects sit at a computer and undertake a psychomotor vigilance task at regular intervals.<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c095936 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Subjects drive on a test track and their performance failures are recorded.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-30717a7\"><td class=\"jet-table__cell elementor-repeater-item-94d215b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>What is being measured?<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a786e2b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><em>Fundamental<\/em> cognitive impairment<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a3886e1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><em>Domain-specific<\/em> (driving) impairment<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1efc83d\"><td class=\"jet-table__cell elementor-repeater-item-185da44 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Safety protocols required<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9752a4f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Ensure participants are returned home safely (they cannot drive or catch public transport).<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5e4d646 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A safety driver with dual controls should be in the passenger seat.<br\/>Ensure participants are returned home safely (they cannot drive or catch public transport).<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-4dc63c2\"><td class=\"jet-table__cell elementor-repeater-item-72569de jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Purpose<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1125175 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Can be used to either calibrate or test a DMS.<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-b8ca496 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Final step to validate or compare systems.<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section data-dce-background-image-url=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/05\/bg-dots.svg\" class=\"elementor-section elementor-top-section elementor-element elementor-element-17617bff dots big elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"17617bff\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-521ccc13\" data-id=\"521ccc13\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\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-7eeec17c highlight ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"7eeec17c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&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\">Laboratory tests<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c46cd04 e-grid e-con-boxed e-con e-parent\" data-id=\"c46cd04\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9701f9 fatigue ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"e9701f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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>The Johns Test of Vigilance (JTV) is the psychomotor vigilance task that correlates most closely with performance failures in driving tasks. Over two decades ago, Optalert\u2019s founder Dr. Murray Johns found that the impairment caused by drowsiness presents far more often as simply not responding to a stimulus as opposed to a gradual increase in response time. Consequently, performance failure in the JTV is defined as non-response within 2,000 milliseconds.<\/p><p>Any laboratory test attempting to simulate driving should adopt this definition of performance failure, as it has been extensively validated across decades of research. It is also important to note that extremely rapid responses should be excluded as they are considered anticipatory. The exact timing depends on the complexity of the task, but usually sits somewhere between 50 and 150 milliseconds.<\/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-9ec644d ob-has-background-overlay elementor-widget elementor-widget-image\" data-id=\"9ec644d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_photomorph_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-doing-JTV.png\" class=\"attachment-large size-large wp-image-5368\" alt=\"\" srcset=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-doing-JTV.png 1024w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-doing-JTV-300x300.png 300w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-doing-JTV-150x150.png 150w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Woman-doing-JTV-768x768.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3b97bc ob-has-background-overlay elementor-widget elementor-widget-jet-table\" data-id=\"e3b97bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:30,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper jet-table-responsive-mobile\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-02323a5 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Ground truth<\/strong><\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-3610f38 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Unimpaired:<\/strong> Sessions with fewer than 5% errors of omission<br\/><strong>Impaired:<\/strong> Sessions with greater than or equal to 5% errors of omission<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-610e6fe\"><td class=\"jet-table__cell elementor-repeater-item-b391e1c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Environment<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1859620 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Quiet environment with no distractions<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-30717a7\"><td class=\"jet-table__cell elementor-repeater-item-94d215b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Participants<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a786e2b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">10 people diverse across age, sex, stature, skin complexion, and eyelid aperture<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1efc83d\"><td class=\"jet-table__cell elementor-repeater-item-185da44 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Regimen<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9752a4f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Participants to be well rested prior to start of test.\n<ul>\n<li>2 \u00d7 15-minute vigilance tests in the morning an hour apart<\/li>\n<li>1 \u00d7 15-minute vigilance test each hour, starting from 18 hours to 34 hours awake<\/li>\n<\/ul><\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-4dc63c2\"><td class=\"jet-table__cell elementor-repeater-item-72569de jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Study conclusion<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1125175 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">When a participant reaches 25% errors of omission or 34 hours of prolonged wakefulness, whichever comes first.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-53af16c\"><td class=\"jet-table__cell elementor-repeater-item-faf868e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Analysis<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5c6d000 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Binary classification (impaired or unimpaired) is compared between the DMS and the ground truth. This yields sensitivity, specificity, and overall accuracy.<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\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<div data-dce-background-color=\"#FFFFFF\" data-dce-background-overlay-color=\"#FFFFFF\" class=\"elementor-element elementor-element-f6c191f big e-flex e-con-boxed e-con e-parent\" data-id=\"f6c191f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;gradient&quot;,&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f1ed7a1 e-con-full e-flex e-con e-child\" data-id=\"f1ed7a1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16e269b highlight ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"16e269b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&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\">On-track validation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22e4cc1 e-grid e-con-full e-con e-child\" data-id=\"22e4cc1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-08d95f3 fatigue ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"08d95f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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>When conducting on-track validation of the drowsiness detection within a DMS, numerous definitions of performance failure could be adopted. Practical options include:<\/p><ul><li>not braking when a traffic light turns red;<\/li><li>not braking or taking evasive action when another vehicle or obstacle appears;<\/li><li>drifting out of lane (i.e., not responding to lane markings); or<\/li><li>any number of other errors of omitting to respond to a stimulus.<\/li><\/ul><p>Poor examples of performance failures include:<\/p><ul><li><a href=\"https:\/\/www.optalert.com\/yawning-good-indicator-of-drowsiness\/\" target=\"_blank\" rel=\"noopener\">yawning<\/a>;<\/li><li>slumping in the seat;<\/li><li>loosening the grip on the steering wheel;<\/li><li>reporting feeling subjectively tired;<\/li><li>an external &#8220;expert&#8221; visually assessing the person as drowsy; or<\/li><li>any other measure that would not directly relate to the vehicle having an accident in real-world conditions.<\/li><\/ul><p>The table shows an example of a protocol, although as noted there are a range of performance failures that could be selected that accurately map to impairment in real-world driving tasks.<\/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-042237b ob-has-background-overlay elementor-widget elementor-widget-image\" data-id=\"042237b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_photomorph_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Modern-dark-blue-SUV-on-a-test-track-with-pink-barrier.png\" class=\"attachment-large size-large wp-image-5373\" alt=\"\" srcset=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Modern-dark-blue-SUV-on-a-test-track-with-pink-barrier.png 1024w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Modern-dark-blue-SUV-on-a-test-track-with-pink-barrier-300x300.png 300w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Modern-dark-blue-SUV-on-a-test-track-with-pink-barrier-150x150.png 150w, https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/09\/Modern-dark-blue-SUV-on-a-test-track-with-pink-barrier-768x768.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee2eded ob-has-background-overlay elementor-widget elementor-widget-jet-table\" data-id=\"ee2eded\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper jet-table-responsive-mobile\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-02323a5 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Ground truth<\/strong><\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-3610f38 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Unimpaired:<\/strong> No two or more lane departures occur within 15 minutes of each other<br\/><strong>Impaired:<\/strong> Two or more lane departures occur within 15 minutes of each other<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-610e6fe\"><td class=\"jet-table__cell elementor-repeater-item-b391e1c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Environment<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1859620 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Co-driver for safety, no interaction with driver, maximum speed of 50 km\/h<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-30717a7\"><td class=\"jet-table__cell elementor-repeater-item-94d215b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Participants<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a786e2b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">10 people diverse across age, sex, stature, skin complexion, and eyelid aperture<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1efc83d\"><td class=\"jet-table__cell elementor-repeater-item-185da44 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Regimen<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9752a4f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Participants are subjected to 34 hours of prolonged wakefulness.<br\/>They then drive a vehicle for one to two hours on a test track.<br\/>Lane departures (two wheels out of lane) are recorded as a performance failure.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-4dc63c2\"><td class=\"jet-table__cell elementor-repeater-item-72569de jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Study conclusion<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1125175 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A driving session concludes when the co-driver finds it necessary to intervene or the driver complains of feeling too drowsy to continue safely.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-53af16c\"><td class=\"jet-table__cell elementor-repeater-item-faf868e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Analysis<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5c6d000 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A true positive occurs when the DMS sounds an alert no more than 15 minutes prior to the second lane departure in a performance failure event. This yields sensitivity, specificity, and overall accuracy.<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49f5810 fatigue ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"49f5810\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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>Regardless of which performance failure is selected, the DMS must detect impairment before it occurs. This shows it would have prevented the performance failure in real-world conditions.<\/p><p>In addition, the driver must not be roused throughout the drive by either the safety co-driver or any devices in-vehicle. The DMS must not sound any alerts that would wake the driver.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section data-dce-background-image-url=\"https:\/\/www.optalert.com\/wp-content\/uploads\/2023\/05\/bg-dots.svg\" class=\"elementor-section elementor-top-section elementor-element elementor-element-b2d3209 dots big elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b2d3209\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2c217aa\" data-id=\"2c217aa\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\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-c4b5c84 highlight ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"c4b5c84\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&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\">Frequently Asked Questions (FAQ)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a9282c ob-has-background-overlay elementor-widget elementor-widget-jet-table\" data-id=\"2a9282c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:30,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper jet-table-responsive-mobile\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-02323a5 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>What should a drowsiness detection system be validated against?<\/strong><\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-3610f38 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Impairment: the increase in a driver\u2019s relative risk of a performance failure. Not the Karolinska Sleepiness Scale, not yawning, not head pose, and not an observer\u2019s judgement that someone looks drowsy. A performance failure is an observable event: a lane departure, or a failure to brake when a hazard appears.<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-610e6fe\"><td class=\"jet-table__cell elementor-repeater-item-b391e1c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>How sleep deprived do test subjects need to be?<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1859620 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Enough to be measurably impaired. Relative risk begins increasing in psychomotor vigilance tests after about 17 hours awake, but driving tasks usually only reveal an increase after 24 hours, and it varies between people. Leading research keeps subjects awake for 30 to 34 hours before driving tasks.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-30717a7\"><td class=\"jet-table__cell elementor-repeater-item-94d215b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>How can you tell a validation protocol is unsound?<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a786e2b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Three signals. Subjects are not sleep deprived enough to be impaired. There is no safety driver in the passenger seat during an on-road test, meaning either the subjects are not genuinely impaired or the test is unethical. And the ground truth is something other than impairment.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1efc83d\"><td class=\"jet-table__cell elementor-repeater-item-185da44 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Why is the KSS the wrong ground truth?<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9752a4f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">It measures how tired someone feels rather than how impaired they are, and the two can decouple entirely. A participant may report a high KSS while unimpaired, or a low KSS while impaired. Asking the question also rouses the participant, which counteracts the drowsiness being measured.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-4dc63c2\"><td class=\"jet-table__cell elementor-repeater-item-72569de jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>What is the difference between a laboratory test and on-track validation?<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1125175 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A laboratory test measures fundamental cognitive impairment through a psychomotor vigilance task and can be used to calibrate or test a system. On-track validation measures domain-specific driving impairment and is the final step to validate or compare systems. Laboratory tests are cheaper, so teams run many more of them.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-53af16c\"><td class=\"jet-table__cell elementor-repeater-item-faf868e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\"><strong>Does Euro NCAP or the EU regulation require the KSS?<\/strong><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5c6d000 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Neither mandates it exclusively. Regulation (EU) 2021\/1341 permits alternative measurements where they are shown to be valid and accurate, and Euro NCAP\u2019s 2026 protocol asks for detection at a KSS level above 7 \u201cor an equivalent metric\u201d. Both leave the door open to an objective measure.<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-1f8900f9 left-o elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1f8900f9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_glider_is_slider&quot;:&quot;no&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-31087315\" data-id=\"31087315\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\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-1cd7fed8 elementor-hidden-desktop elementor-hidden-tablet ob-has-background-overlay elementor-widget elementor-widget-image\" data-id=\"1cd7fed8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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:\/\/www.optalert.com\/wp-content\/uploads\/elementor\/thumbs\/iStock-1308374278-Large-q0757br6pi59lthvpuyt34r9vhav9hl1aewyixdjc8.jpg\" title=\"Hypnotic Cybernetic Abstract Artificial Intelligence Meditation Plexus Array\" alt=\"Cybernetic artificial intelligence in three-dimensional logic space on quantum computing communication of abstract Plexus elements array. 3D illustration concept loop for music, logic, and meditation.\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"ob-is-pseudo elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3b0b0a84\" data-id=\"3b0b0a84\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_column_has_pseudo&quot;:&quot;yes&quot;,&quot;_ob_pseudo_before_popover_whyxrot&quot;:&quot;yes&quot;,&quot;_ob_pseudo_before_popover_border&quot;:&quot;yes&quot;,&quot;_ob_pseudo_after_popover_whyxrot&quot;:&quot;yes&quot;,&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;}\">\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-71c8b871 highlight ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-heading\" data-id=\"71c8b871\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_harakiri_text_clip&quot;:&quot;none&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&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\">Optalert can help you validate your system<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f92a8db ob-harakiri-inherit ob-has-background-overlay elementor-widget elementor-widget-text-editor\" data-id=\"3f92a8db\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_use_harakiri&quot;:&quot;yes&quot;,&quot;_ob_harakiri_writing_mode&quot;:&quot;inherit&quot;,&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" 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>We encourage automotive OEMs and tier 1s to contact us for more information on how to rigorously validate the drowsiness detection within a DMS.<\/p><p>We are eager to support the industry to employ sound science and ensure we are doing all we can to keep drivers and other road users safe.<\/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 class=\"elementor-section elementor-top-section elementor-element elementor-element-4470b1e9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4470b1e9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;_ob_glider_is_slider&quot;:&quot;no&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-5fbff70c\" data-id=\"5fbff70c\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;_ob_column_hoveranimator&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\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-1ffd98a ob-has-background-overlay elementor-widget elementor-widget-html\" data-id=\"1ffd98a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;,&quot;_ob_poopart_use&quot;:&quot;yes&quot;,&quot;_ob_shadough_use&quot;:&quot;no&quot;,&quot;_ob_allow_hoveranimator&quot;:&quot;no&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2>References<\/h2>\n<ol class=\"references\">\n \t<li id=\"ref1\">Euro NCAP. <em>Safe Driving: Driver Engagement Protocol<\/em>, version 1.1, October 2025.<\/li>\n \t<li id=\"ref2\">Dawson D, Reid K. Fatigue, alcohol and performance impairment. <em>Nature<\/em>. 1997;388:235. doi:<a href=\"https:\/\/doi.org\/10.1038\/40775\" rel=\"nofollow\">10.1038\/40775<\/a><\/li>\n \t<li id=\"ref3\">Cori JM, Wilkinson VE, Soleimanloo SS, Westlake J, Stevens B, Rajaratnam SMW, Howard ME. A brief assessment of eye blink drowsiness immediately prior to or following driving detects drowsiness related driving impairment. <em>J Sleep Res<\/em>. 2023 Jun;32(3):e13785. doi:<a href=\"https:\/\/doi.org\/10.1111\/jsr.13785\" rel=\"nofollow\">10.1111\/jsr.13785<\/a><\/li>\n<\/ol>\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@graph\": [\n    {\n      \"@type\": \"TechArticle\",\n      \"@id\": \"https:\/\/www.optalert.com\/how-to-validate-a-driver-drowsiness-detection-system\/#article\",\n      \"headline\": \"How to validate a driver drowsiness detection system\",\n      \"description\": \"A DMS must be validated against impairment, not against how tired a driver reports feeling. Common protocol mistakes, laboratory versus on-track testing, and what Euro NCAP's 2026 protocol now permits.\",\n      \"mainEntityOfPage\": \"https:\/\/www.optalert.com\/how-to-validate-a-driver-drowsiness-detection-system\/\",\n      \"inLanguage\": \"en-AU\",\n      \"proficiencyLevel\": \"Expert\",\n      \"datePublished\": \"2023-10-05\",\n      \"dateModified\": \"2026-09-07\",\n      \"author\": {\n        \"@type\": \"Person\",\n        \"@id\": \"https:\/\/www.optalert.com\/#paul-zubrinich\",\n        \"name\": \"Paul Zubrinich\",\n        \"jobTitle\": \"Chief Marketing Officer\",\n        \"affiliation\": {\n          \"@id\": \"https:\/\/www.optalert.com\/#organization\"\n        },\n        \"sameAs\": [\n          \"https:\/\/www.linkedin.com\/in\/paulzubrinich\/\"\n        ]\n      },\n      \"publisher\": {\n        \"@id\": \"https:\/\/www.optalert.com\/#organization\"\n      },\n      \"mentions\": [\n        {\n          \"@id\": \"https:\/\/www.optalert.com\/#jds\"\n        },\n        {\n          \"@id\": \"https:\/\/www.optalert.com\/#jtv\"\n        }\n      ],\n      \"citation\": [\n        {\n          \"@type\": \"CreativeWork\",\n          \"name\": \"Safe Driving - Driver Engagement Protocol, version 1.1\",\n          \"author\": \"Euro NCAP\",\n          \"datePublished\": \"2025-10\"\n        },\n        {\n          \"@type\": \"ScholarlyArticle\",\n          \"name\": \"Fatigue, alcohol and performance impairment\",\n          \"author\": \"Dawson D, Reid K\",\n          \"datePublished\": \"1997\",\n          \"sameAs\": \"https:\/\/doi.org\/10.1038\/40775\",\n          \"isPartOf\": {\n            \"@type\": \"Periodical\",\n            \"name\": \"Nature\"\n          }\n        },\n        {\n          \"@type\": \"ScholarlyArticle\",\n          \"name\": \"A brief assessment of eye blink drowsiness immediately prior to or following driving detects drowsiness related driving impairment\",\n          \"author\": \"Cori JM, Wilkinson VE, Soleimanloo SS, Westlake J, Stevens B, Rajaratnam SMW, Howard ME\",\n          \"datePublished\": \"2023-06\",\n          \"identifier\": \"PMID:36478313\",\n          \"sameAs\": \"https:\/\/doi.org\/10.1111\/jsr.13785\",\n          \"isPartOf\": {\n            \"@type\": \"Periodical\",\n            \"name\": \"Journal of Sleep Research\"\n          }\n        }\n      ]\n    },\n    {\n      \"@type\": \"Organization\",\n      \"@id\": \"https:\/\/www.optalert.com\/#organization\",\n      \"name\": \"Optalert\",\n      \"url\": \"https:\/\/www.optalert.com\/\",\n      \"description\": \"Optalert measures drowsiness objectively through eyelid movements, using the Johns Drowsiness Scale.\",\n      \"sameAs\": [\n        \"https:\/\/en.wikipedia.org\/wiki\/Optalert\",\n        \"https:\/\/www.linkedin.com\/company\/optalert-pty-ltd\/\"\n      ]\n    },\n    {\n      \"@type\": \"FAQPage\",\n      \"@id\": \"https:\/\/www.optalert.com\/how-to-validate-a-driver-drowsiness-detection-system\/#faq\",\n      \"mainEntity\": [\n        {\n          \"@type\": \"Question\",\n          \"name\": \"What should a drowsiness detection system be validated against?\",\n          \"acceptedAnswer\": {\n            \"@type\": \"Answer\",\n            \"text\": \"Impairment - the increase in a driver's relative risk of a performance failure. Not the Karolinska Sleepiness Scale, not yawning, not head pose, and not an observer's judgement that someone looks drowsy. A performance failure is an observable event: a lane departure, or a failure to brake when a hazard appears.\"\n          }\n        },\n        {\n          \"@type\": \"Question\",\n          \"name\": \"How sleep deprived do test subjects need to be?\",\n          \"acceptedAnswer\": {\n            \"@type\": \"Answer\",\n            \"text\": \"Enough to be measurably impaired. Relative risk begins increasing in psychomotor vigilance tests after about 17 hours awake, but driving tasks usually only reveal an increase after 24 hours, and it varies between people. Leading research keeps subjects awake for 30 to 34 hours before driving tasks.\"\n          }\n        },\n        {\n          \"@type\": \"Question\",\n          \"name\": \"How can you tell a validation protocol is unsound?\",\n          \"acceptedAnswer\": {\n            \"@type\": \"Answer\",\n            \"text\": \"Three signals. Subjects are not sleep deprived enough to be impaired. There is no safety driver in the passenger seat during an on-road test - meaning either the subjects are not genuinely impaired or the test is unethical. And the ground truth is something other than impairment.\"\n          }\n        },\n        {\n          \"@type\": \"Question\",\n          \"name\": \"Why is the KSS the wrong ground truth?\",\n          \"acceptedAnswer\": {\n            \"@type\": \"Answer\",\n            \"text\": \"It measures how tired someone feels rather than how impaired they are, and the two can decouple entirely. A participant may report a high KSS while unimpaired, or a low KSS while impaired. Asking the question also rouses the participant, which counteracts the drowsiness being measured.\"\n          }\n        },\n        {\n          \"@type\": \"Question\",\n          \"name\": \"What is the difference between a laboratory test and on-track validation?\",\n          \"acceptedAnswer\": {\n            \"@type\": \"Answer\",\n            \"text\": \"A laboratory test measures fundamental cognitive impairment through a psychomotor vigilance task and can be used to calibrate or test a system. On-track validation measures domain-specific driving impairment and is the final step to validate or compare systems. Laboratory tests are cheaper, so teams run many more of them.\"\n          }\n        },\n        {\n          \"@type\": \"Question\",\n          \"name\": \"Does Euro NCAP or the EU regulation require the KSS?\",\n          \"acceptedAnswer\": {\n            \"@type\": \"Answer\",\n            \"text\": \"Neither mandates it exclusively. Regulation (EU) 2021\/1341 permits alternative measurements where they are shown to be valid and accurate, and Euro NCAP's 2026 protocol asks for detection at a KSS level above 7 \\\"or an equivalent metric\\\". Both leave the door open to an objective measure.\"\n          }\n        }\n      ]\n    }\n  ]\n}\n<\/script>\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>Since July 2024, all new models of passenger vehicles in Europe require a driver monitoring system (DMS) that can detect drowsiness. Engineering teams across the automotive industry have scrambled to learn about the science of drowsiness and develop systems that can detect it in drivers. Each of these systems then needs to be validated and [&hellip;]<\/p>\n","protected":false},"featured_media":5392,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_seopress_titles_title":"How to validate a driver drowsiness detection system","_seopress_titles_desc":"A DMS must be validated against impairment, not against how tired a driver says they feel. 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