{"id":1620,"date":"2023-09-11T15:15:59","date_gmt":"2023-09-11T19:15:59","guid":{"rendered":"https:\/\/carleton.ca\/sam3\/?page_id=1620"},"modified":"2026-02-18T11:58:58","modified_gmt":"2026-02-18T16:58:58","slug":"driving-2","status":"publish","type":"page","link":"https:\/\/carleton.ca\/sam3\/driving-2\/","title":{"rendered":"Expertise: Driving Assessment"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        Expertise: Driving Assessment\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1195\" height=\"407\" src=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo.jpg\" alt=\"AgeWell logo\" class=\"wp-image-104\" style=\"width:300px\" srcset=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo.jpg 1195w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-160x54.jpg 160w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-240x82.jpg 240w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-768x262.jpg 768w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-400x136.jpg 400w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-360x123.jpg 360w\" sizes=\"auto, (max-width: 1195px) 100vw, 1195px\" \/><\/figure>\n\n\n\n<h2 id=\"sam3-expertise-areas-driving-assessment\" class=\"wp-block-heading\">SAM3 Expertise Areas: Driving Assessment<\/h2>\n\n\n\n<p>Driving is an important skill that enables older adults to maintain active lives outside the home including work, volunteering, socialization with family and friends that is important to maintain cognitive, physical and emotional well-being.<\/p>\n\n\n\n<p><strong>Driving Assessment<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Older adult driving behaviours<\/li>\n\n\n\n<li>Assessment of driver attention<\/li>\n\n\n\n<li>Driving risk<\/li>\n\n\n\n<li>Applications of Autonomous Vehicles and Advanced Driver Assistance Systems<\/li>\n\n\n\n<li>Driving simulation<\/li>\n\n\n\n<li>Naturalistic driving<\/li>\n\n\n\n<li>Health impacts on driving<\/li>\n\n\n\n<li>Driver identification and signature<\/li>\n<\/ul>\n\n\n\n<p>Also see our collaboration with the Carleton ACE lab <a href=\"https:\/\/carleton.ca\/sense-md\/\">SENSE-MD<\/a><\/p>\n\n\n\n    \n\n\n                                                                                                                                                                                                                                                                                                                                                                                    \n\n\n\n<section class=\"w-screen px-6 cu-section cu-section--white cu-section--cards ml-offset-center md:px-8 lg:px-14\" 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  <span class=\"!absolute !-m-px !h-px !w-px !overflow-hidden !whitespace-nowrap !border-0 !p-0 ![clip:rect(0,0,0,0)]\">\n        Loading&#8230;\n    <\/span>\n<\/div>\n\n                                        \n        <p class=\"cu-no-posts hidden\">\n            No\n            category\n\n            posts are available.\n        <\/p>\n\n                <div class=\"cu-column cu-component not-contained mx-auto grid max-w-5xl md:grid-cols-3 gap-6 md:gap-10\">\n                        \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2026-03-22T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 23, 2026\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Van Benthem, K., Wallace, B., Bierlaire, A., Knoefel, F., Marshall, S., Herdman, C., A Pilot Study of Driver-Initiated Surprise Takeovers at Level Railway Crossings in Semi-Autonomous Vehicles: Effects of Driver Age and Trust in Automation.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/van-benthem-k-wallace-b-bierlaire-a-knoefel-f-marshall-s-herdman-c-a-pilot-study-of-driver-initiated-surprise-takeovers-at-level-railway-crossings-in-semi-autonomous-vehicles-effect\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Van Benthem, K., Wallace, B., Bierlaire, A., Knoefel, F., Marshall, S., Herdman, C., A Pilot Study of Driver-Initiated Surprise Takeovers at Level Railway Crossings in Semi-Autonomous Vehicles: Effects of Driver Age and Trust in Automation.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-12-22T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        December 23, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        K. Van Benthem, B. Wallace, L. McCauley, J. Keillor, S. Marshall, F. Knoefel, T. Friedman, and C. Herdman, \u201cProfiles of Mature Drivers and Their Trust in Telematics\u2011Based Safety Technologies\u201d, ISG 2026\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/k-van-benthem-b-wallace-l-mccauley-j-keillor-s-marshall-f-knoefel-t-friedman-and-c-herdman-profiles-of-mature-drivers-and-their-trust-in-telematics%e2%80%91based-safety-technologies\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                K. Van Benthem, B. Wallace, L. McCauley, J. Keillor, S. Marshall, F. Knoefel, T. Friedman, and C. Herdman, \u201cProfiles of Mature Drivers and Their Trust in Telematics\u2011Based Safety Technologies\u201d, ISG 2026\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-12-22T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        December 23, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        L. McCauley, K. Van Benthem, B. Wallace, C. Herdman, J. Keillor, F. Knoefel, S. Marshall, \u201cEffective Communication of Driving Feedback: Principles and Strategies for Empowering Older Adults\u201d, ISG 2026\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/l-mccauley-k-van-benthem-b-wallace-c-herdman-j-keillor-f-knoefel-s-marshall-effective-communication-of-driving-feedback-principles-and-strategies-for-empowering-older-adults-isg-20\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                L. McCauley, K. Van Benthem, B. Wallace, C. Herdman, J. Keillor, F. Knoefel, S. Marshall, \u201cEffective Communication of Driving Feedback: Principles and Strategies for Empowering Older Adults\u201d, ISG 2026\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-09-23T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        September 24, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        F. Knoefel, S. Gagnon, F. Berbatovci, M. Schwellnus, A. Frank, N. Thomas, S. Marshall, B. Wallace, R. Goubran, \u201cComparing Older to Middle-Aged Drivers on a Driving Simulator\u201d, Canadian Geriatrics Journal, 2025\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/f-knoefel-s-gagnon-f-berbatovci-m-schwellnus-a-frank-n-thomas-s-marshall-b-wallace-r-goubran-comparing-older-to-middle-aged-drivers-on-a-driving-simulator-canadian-geriatrics-jo\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                F. Knoefel, S. Gagnon, F. Berbatovci, M. Schwellnus, A. Frank, N. Thomas, S. Marshall, B. Wallace, R. Goubran, \u201cComparing Older to Middle-Aged Drivers on a Driving Simulator\u201d, Canadian Geriatrics Journal, 2025\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-04-28T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 29, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        McCauley, L., Benthem, K. V., Herdman, C., Wallace, B., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM, \u201cCommunicating increased driving risk: A study of mature driver expectations\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/c-1nasr-m-s-e-masson-p-wallace-b-a-benthem-k-v-herdman-c-keillor-j-goubran-r-knoefel-f-marshall-sm-identifying-mature-driver-risk-from-naturalistic-driving-2\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                McCauley, L., Benthem, K. V., Herdman, C., Wallace, B., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM, \u201cCommunicating increased driving risk: A study of mature driver expectations\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-04-28T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 29, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Nasr, M. S. E., Masson, P., Wallace, B., A., Benthem, K. V., Herdman, C., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM. \u201cIdentifying Mature Driver Risk from Naturalistic Driving\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/c-1nasr-m-s-e-masson-p-wallace-b-a-benthem-k-v-herdman-c-keillor-j-goubran-r-knoefel-f-marshall-sm-identifying-mature-driver-risk-from-naturalistic-driving\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Nasr, M. S. E., Masson, P., Wallace, B., A., Benthem, K. V., Herdman, C., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM. \u201cIdentifying Mature Driver Risk from Naturalistic Driving\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-04-17T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 18, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        M. Saif El Nasr, P. Masson, B. Wallace, A. Abarghooei, K. Van Benthem, C. Herdman, J. Keillor, R. Goubran, F. Knoefel, S. Marshall, \u201cInvestigating the Links between Mature Driver Health, Collision Risk, and Vignette-based Telematic Measurements\u201d at IEEE Medical Measurement and Applications Symposium (MeMeA 2025), 2025\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/m-saif-el-nasr-p-masson-b-wallace-a-abarghooei-k-van-benthem-c-herdman-j-keillor-r-goubran-f-knoefel-s-marshall-investigating-the-links-between-mature-driver-health-colli\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Saif El Nasr, P. Masson, B. Wallace, A. Abarghooei, K. Van Benthem, C. Herdman, J. Keillor, R. Goubran, F. Knoefel, S. Marshall, \u201cInvestigating the Links between Mature Driver Health, Collision Risk, and Vignette-based Telematic Measurements\u201d at IEEE Medical Measurement and Applications Symposium (MeMeA 2025), 2025\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-01-04T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        January 5, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Lochbihler, Aidan \u201cMethods for Classifying Driver Engagement in Autonomous Vehicles Using Physiological Sensors.\u201d MASc diss., Carleton University, 2024.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Thesis\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/elhajjar-diane-a-confidence-framework-for-heart-rate-estimation-in-video-magnification-masc-diss-carleton-university-2023-2-2\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Lochbihler, Aidan \u201cMethods for Classifying Driver Engagement in Autonomous Vehicles Using Physiological Sensors.\u201d MASc diss., Carleton University, 2024.\n            <\/span>\n        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(MeMeA) 2024, 2024\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2024\/bruce-wallace-philippe-masson-jonathan-ojangole-kathleen-van-benthem-chris-herdman-jocelyn-keillor-rafik-goubran-frank-knoefel-shawn-marshall-assessing-driving-risk-indicators-from-large-driv\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Bruce Wallace, Philippe Masson, Jonathan Ojangole, Kathleen Van Benthem, Chris Herdman, Jocelyn Keillor, Rafik Goubran, Frank Knoefel, Shawn Marshall, Assessing Driving Risk Indicators from Large Driving Data Sets, IEEE International Symposium on Medical 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