{"id":87,"date":"2021-06-15T15:02:53","date_gmt":"2021-06-15T19:02:53","guid":{"rendered":"https:\/\/carleton.ca\/sam3\/?page_id=87"},"modified":"2026-02-19T11:06:38","modified_gmt":"2026-02-19T16:06:38","slug":"nrc-canada","status":"publish","type":"page","link":"https:\/\/carleton.ca\/sam3\/nrc-canada\/","title":{"rendered":"NRC Canada"},"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                        NRC Canada\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=\"500\" height=\"246\" src=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/NRC-logo.png\" alt=\"NRC logo\" class=\"wp-image-113\" style=\"width:300px\" srcset=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/NRC-logo.png 500w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/NRC-logo-160x79.png 160w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/NRC-logo-240x118.png 240w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/NRC-logo-400x197.png 400w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/NRC-logo-360x177.png 360w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure>\n\n\n\n<h2 id=\"nrc-canada\" class=\"wp-block-heading\"><a href=\"https:\/\/nrc.canada.ca\/en\" target=\"_blank\" rel=\"noreferrer noopener\">NRC Canada<\/a><\/h2>\n\n\n\n<h2 id=\"project-1-ai-enabled-cough-detection-and-multimodal-contactless-vital-signs-monitoring\" class=\"wp-block-heading\">Project 1: AI-enabled cough detection and multimodal contactless vital signs monitoring<\/h2>\n\n\n\n<h3 id=\"2020-2021\" class=\"wp-block-heading\">2020 \u2013 2021<\/h3>\n\n\n\n<p><strong>Project goals:<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>AI-enabled cough diagnostics: Cough is a symptom and mechanism for COVID-19 and viral spread. This project aims to distinguish cough types (dry, wet, wheeze and whooping) with data-driven approaches on previously collected cough data. Collaborating with the NRC team to integrate the models within a system for clinical validations. The COVID-19 cough will be explored to understand if there are unique features. The team will collaborate with other research organizations to obtain relevant data.<\/li>\n\n\n\n<li>Multimodal contactless vital signs monitoring: Thermal and RGB imaging has the potential to be used for non-contact assessment of vital signs (heart rate and respiration rate) through measurement of small changes in temperature or skin colour. The team has prior experience using thermal and RGB cameras within residential settings and will apply this to public space applications. The team will compare the performance of the cameras individually and in combination using existing datasets.<\/li>\n<\/ol>\n\n\n\n<p><strong>PI:<\/strong>&nbsp;<a href=\"https:\/\/carleton.ca\/sam3\/people\/dr-rafik-goubran\/\">Rafik Goubran<\/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\" data-attributes=\"&#x7B;&quot;numberOfPosts&quot;&#x3A;100,&quot;showImages&quot;&#x3A;false,&quot;moreButton&quot;&#x3A;&quot;loadmore&quot;,&quot;blockType&quot;&#x3A;&quot;cards&quot;,&quot;contentType&quot;&#x3A;&quot;post&quot;,&quot;currentPage&quot;&#x3A;1,&quot;blockBackground&quot;&#x3A;&quot;white&quot;,&quot;numberOfColumns&quot;&#x3A;3,&quot;showDates&quot;&#x3A;true,&quot;showTimeToRead&quot;&#x3A;true,&quot;showExcerpts&quot;&#x3A;true,&quot;showFilter&quot;&#x3A;false,&quot;taxName&quot;&#x3A;&quot;category&quot;,&quot;categories&quot;&#x3A;&quot;42&quot;,&quot;tags&quot;&#x3A;&quot;&quot;&#x7D;\" data-page=\"2\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n                \n        <div class=\"cu-loading hidden text-center mx-auto h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n    <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=\"2023-07-11T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        July 12, 2023\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, B. Wallace, N. Thomas, H. Sveistrup, R. Goubran, and C. Laurin, \u201cSupportive Smart Homes: Their Role in Aging in Place\u201d, Switzerland: Springer Nature, 2023\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 Publisher Page Also available on Indigo Amazon Barnes and Noble MacOdrum Library\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2023\/f-knoefel-b-wallace-n-thomas-h-sveistrup-r-goubran-and-c-laurin-supportive-smart-homes-their-role-in-aging-in-place-in-press-switzerland-springer-nature-2023\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                F. Knoefel, B. Wallace, N. Thomas, H. Sveistrup, R. Goubran, and C. Laurin, \u201cSupportive Smart Homes: Their Role in Aging in Place\u201d, Switzerland: Springer Nature, 2023\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=\"2023-03-20T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 21, 2023\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        B. Wallace, F. Knoefel, R. Goubran, H. Sveistrup, and N. Thomas \u201cTechnology Enabling Aging in Place \u2013 The Supportive Smart Home,\u201d IEEE Instrumentation &#038; Measurement Magazine, 2023.\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\/2023\/b-wallace-f-knoefel-r-goubran-h-sveistrup-and-n-thomas-technology-enabling-aging-in-place-the-supportive-smart-home-accepted-ieee-instrumentation-measurement-magazine\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                B. Wallace, F. Knoefel, R. Goubran, H. Sveistrup, and N. 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Knoefel, \u201cImpact of face covering models on respiratory sound classification applications\u201d 2022 IEEE Sensors Applications Symposium (SAS), 2022.\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\/2022\/c-30m-cohen-mcfarlane-f-hassan-p-xi-b-wallace-r-goubran-f-knoefel-impact-of-face-covering-models-on-respiratory-sound-classification-applications-accepted-for-2022-ieee\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Cohen-McFarlane, F., Hassan, P. Xi, B. Wallace, R. Goubran, F. Knoefel, \u201cImpact of face covering models on respiratory sound classification applications\u201d 2022 IEEE Sensors Applications Symposium (SAS), 2022.\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=\"2022-08-02T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        August 3, 2022\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        Yassin Kassab, L., Law, A., Wallace, B., Larivi\u00e8re-Chartier, J., Goubran, R. Knoefel, F., \u201cEffects of Lighting and Window Length on Heart Rate Assessment through Video Magnification\u201d 2022 IEEE Sensors Applications Symposium (SAS), 2022\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\/2022\/c-33yassin-kassab-l-law-a-wallace-b-lariviere-chartier-j-goubran-r-knoefel-f-effects-of-lighting-and-window-length-on-heart-rate-assessment-through-video-magnification\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Yassin Kassab, L., Law, A., Wallace, B., Larivi\u00e8re-Chartier, J., Goubran, R. Knoefel, F., \u201cEffects of Lighting and Window Length on Heart Rate Assessment through Video Magnification\u201d 2022 IEEE Sensors Applications Symposium (SAS), 2022\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=\"2022-08-02T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        August 3, 2022\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. Habashy, J. Valdes, M. Cohen-McFarlane, F., P. Xi, B. Wallace, R. Goubran, F. Knoefel, \u201cCough Classification Using Audio Spectrogram Transformer\u201d 2022 IEEE Sensors Applications Symposium (SAS), 2022\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\/2022\/c-35k-habashy-j-valdes-m-cohen-mcfarlane-f-p-xi-b-wallace-r-goubran-f-knoefel-cough-classification-using-audio-spectrogram-transformer-accepted-for-2022-ieee-sensors\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                K. Habashy, J. Valdes, M. Cohen-McFarlane, F., P. Xi, B. Wallace, R. Goubran, F. Knoefel, \u201cCough Classification Using Audio Spectrogram Transformer\u201d 2022 IEEE Sensors Applications Symposium (SAS), 2022\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=\"2022-08-02T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        August 3, 2022\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. Cohen-McFarlane, B. Wallace, P. Xi, R. Goubran, F. Knoefel, \u201cFeasibility analysis of the fusion of pressure sensors and audio measurements for respiratory evaluations\u201d, 2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA), 2022.\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\/2022\/c-37m-cohen-mcfarlane-bruce-wallace-pengcheng-xi-rafik-goubran-frank-knoefel-feasibility-analysis-of-the-fusion-of-pressure-sensors-and-audio-measurements-for-respiratory-evaluations\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Cohen-McFarlane, B. Wallace, P. Xi, R. Goubran, F. Knoefel, \u201cFeasibility analysis of the fusion of pressure sensors and audio measurements for respiratory evaluations\u201d, 2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA), 2022.\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=\"2022-08-02T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        August 3, 2022\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        Yassin Kassab, L., Law, A., Wallace, B., Larivi\u00e8re-Chartier, J., Goubran, R. Knoefel, F., \u201cThe Effect of Noise on Contactless Heart Rate Measurement using Video Magnification\u201d, 2022 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2022.\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\/2022\/c-39yassin-kassab-l-law-a-wallace-b-lariviere-chartier-j-goubran-r-knoefel-f-the-effect-of-noise-on-contactless-heart-rate-measurement-using-video-magnification-20\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Yassin Kassab, L., Law, A., Wallace, B., Larivi\u00e8re-Chartier, J., Goubran, R. Knoefel, F., \u201cThe Effect of Noise on Contactless Heart Rate Measurement using Video Magnification\u201d, 2022 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2022.\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=\"2022-05-14T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 15, 2022\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        Cohen-MacFarlane, M \u201cHuman Respiratory Sound Classification for Remote Health Monitoring Applications\u201d, PhD Thesis, Carleton University, 2022.\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\/2022\/cohen-macfarlane-m-human-respiratory-sound-classification-for-remote-health-monitoring-applications-phd-thesis-carleton-university-2022\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Cohen-MacFarlane, M \u201cHuman Respiratory Sound Classification for Remote Health Monitoring Applications\u201d, PhD Thesis, Carleton University, 2022.\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=\"2022-05-14T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 15, 2022\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        Yassin Kassab, L \u201cHeart Rate Detection using Video Magnification: Impact of Algorithmic Parameters and Noise\u201d,  M.A.Sc. Thesis, Carleton University, 2022.\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\/2022\/yassin-kassab-l-heart-rate-detection-using-video-magnification-impact-of-algorithmic-parameters-and-noise-m-a-sc-thesis-carleton-university-2022\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Yassin Kassab, L \u201cHeart Rate Detection using Video Magnification: Impact of Algorithmic Parameters and Noise\u201d,  M.A.Sc. Thesis, Carleton University, 2022.\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=\"2022-05-02T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 3, 2022\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. Mozafari, A. Law, J. Green, and R. Goubran, \u201cRespiration Rate Estimation from Thermal Video of Masked and Unmasked Individuals Using Tensor Decomposition,\u201d 2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2022.\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\/2022\/m-mozafari-a-law-j-green-and-r-goubran-respiration-rate-from-thermal-camera-using-tensor-decomposition-2022-ieee-international-instrumentation-and-measurement-technology-con\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Mozafari, A. Law, J. Green, and R. Goubran, \u201cRespiration Rate Estimation from Thermal Video of Masked and Unmasked Individuals Using Tensor Decomposition,\u201d 2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2022.\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=\"2022-05-02T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 3, 2022\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. Mozafari, A. Law, S. B\u00e9ni Tchoudem Djouaka, J. Green, and R. Goubran, \u201cComparison of Blind Source Separation for Respiration Rate from Depth Camera,\u201d2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2022.\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\/2022\/m-mozafari-a-law-s-beni-tchoudem-djouaka-j-green-and-r-goubran-comparison-of-blind-source-separation-for-respiration-rate-from-depth-camera2022-ieee-international-instrume\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Mozafari, A. Law, S. B\u00e9ni Tchoudem Djouaka, J. Green, and R. Goubran, \u201cComparison of Blind Source Separation for Respiration Rate from Depth Camera,\u201d2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2022.\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=\"2022-01-31T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        February 1, 2022\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        B. Wallace, L. Y. Kassab, A. Law, R. Goubran, and F. Knoefel, \u201cContactless Remote Assessment of Heart Rate and Respiration Rate using Video Magnification,\u201d IEEE Instrumentation &#038; Measurement Magazine, no. Feb, p. 21, 2022.\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\/2022\/j-9b-wallace-l-y-kassab-a-law-r-goubran-and-f-knoefel-contactless-remote-assessment-of-heart-rate-and-respiration-rate-using-video-magnification-ieee-instrumentation-m\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                B. Wallace, L. Y. Kassab, A. Law, R. Goubran, and F. Knoefel, \u201cContactless Remote Assessment of Heart Rate and Respiration Rate using Video Magnification,\u201d IEEE Instrumentation &#038; Measurement Magazine, no. Feb, p. 21, 2022.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n                    \n        <\/div>\n        \n                                            <button aria-label=\"Load More\" class=\"loadMore cu-button not-prose cu-button--dark-grey cu-button--center \" type=\"button\">\n    <div class=\"block load-more-button\">\n        Load More\n    <\/div>\n    <div class=\"hidden no-more-posts\">\n        No more to load\n    <\/div>\n    <div class=\"items-center justify-center hidden load-more-spinner cu-pageloader\">\n    <div class=\"inline-block h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n        <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<\/div>\n<\/button>\n                    \n    <\/div>\n<\/section>\n\n\n\n<h2 id=\"project-2-integrated-decision-support-for-health-and-safety\" class=\"wp-block-heading\">Project 2: Integrated Decision Support for Health and Safety<\/h2>\n\n\n\n<h3 id=\"2021-2024\" class=\"wp-block-heading\">2021 &#8211; 2024<\/h3>\n\n\n\n<p><strong>Project goals: <\/strong>Healthy and safe aging in place requires a continuous assessment of well-being. Automating this assessment is a cost-effective solution that reduces the burden on family members and caregivers. This project proposes deploying ambient sensors in the home and using an integrated decision support system to combine the information from these sensors and assess the health and well-being of the home occupant. The system will monitor cough, vital signs (heart rate, breathing rate) and daily activities using data analysis, deep learning and machine learning methods. The result is an integrated decision support software system that can detect any decline in health conditions, help in the early detection of diseases and enable early intervention. The project will lead to a cost-effective approach to enable aging in place by providing high-quality healthcare, reducing the burden on family members, and reducing the need for long term care, in support of the NRC AiP program.<\/p>\n\n\n\n<p><strong>PI:<\/strong> <a href=\"https:\/\/carleton.ca\/sam3\/people\/dr-rafik-goubran\/\">Rafik Goubran<\/a><\/p>\n\n\n\n<h2 id=\"publications\" class=\"wp-block-heading\">Publications<\/h2>\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\" data-attributes=\"&#x7B;&quot;numberOfPosts&quot;&#x3A;12,&quot;showImages&quot;&#x3A;false,&quot;moreButton&quot;&#x3A;&quot;loadmore&quot;,&quot;blockType&quot;&#x3A;&quot;cards&quot;,&quot;contentType&quot;&#x3A;&quot;post&quot;,&quot;currentPage&quot;&#x3A;1,&quot;blockBackground&quot;&#x3A;&quot;white&quot;,&quot;numberOfColumns&quot;&#x3A;3,&quot;showDates&quot;&#x3A;true,&quot;showTimeToRead&quot;&#x3A;true,&quot;showExcerpts&quot;&#x3A;true,&quot;showFilter&quot;&#x3A;false,&quot;taxName&quot;&#x3A;&quot;category&quot;,&quot;categories&quot;&#x3A;&quot;41&quot;,&quot;tags&quot;&#x3A;&quot;&quot;&#x7D;\" data-page=\"2\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n                \n        <div class=\"cu-loading hidden text-center mx-auto h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n    <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=\"2026-03-27T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 28, 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        Smart homes helping older adults live safely and independently\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                NRC Article on our recent projectOne morning, an older man doesn&#8217;t go to the kitchen for breakfast as he usually does. Instead, he&#8217;s still sitting\n                                    &#8230;\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\/smart-homes-helping-older-adults-live-safely-and-independently\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Smart homes helping older adults live safely and independently\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=\"2025-06-06T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        June 7, 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        B. Laska, P. Xi, J. Vald\u00e9s, B. Wallace, J. Green, R. Goubran, F. Knoefel, \u201cCoughprint: Distilled Cough Representations from Speech Foundation Model Embeddings\u201d, in IEEE Transactions on Instrumentation and Measurement, 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\/b-laska-p-xi-j-valdes-b-wallace-j-green-r-goubran-f-knoefel-coughprint-distilled-cough-representations-from-speech-foundation-model-embeddings-in-ieee-transactions-on-instrumentati\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                B. Laska, P. Xi, J. Vald\u00e9s, B. Wallace, J. Green, R. Goubran, F. Knoefel, \u201cCoughprint: Distilled Cough Representations from Speech Foundation Model Embeddings\u201d, in IEEE Transactions on Instrumentation and Measurement, 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        B. Laska, B. Wallace, R. Goubran, F. Knoefel, \u201cEnvironment-Compensated Gas Sensor Time-Series Analysis for Tracking Food Spoilage\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\/b-laska-b-wallace-r-goubran-f-knoefel-environment-compensated-gas-sensor-time-series-analysis-for-tracking-food-spoilage-accepted-at-ieee-medical-measurement-and-applications\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                B. Laska, B. Wallace, R. Goubran, F. Knoefel, \u201cEnvironment-Compensated Gas Sensor Time-Series Analysis for Tracking Food Spoilage\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=\"2024-09-21T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        September 22, 2024\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        Elhajjar, Diane \u201cA Confidence Framework for Heart Rate Estimation in Video Magnification.\u201d MASc diss., Carleton University, 2023.\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\/2024\/elhajjar-diane-a-confidence-framework-for-heart-rate-estimation-in-video-magnification-masc-diss-carleton-university-2023\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Elhajjar, Diane \u201cA Confidence Framework for Heart Rate Estimation in Video Magnification.\u201d MASc diss., Carleton University, 2023.\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=\"2024-07-09T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        July 10, 2024\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        J. Valdes, Z. Cook, J. Wang, B. Wallace, B. Laska, J. Green, R. Goubran, P. Xi, \u201cHuman Activity Understanding through Explainable Audio-Visual Features\u201d, IEEE Sensors Letters, 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 NRC Link to IEEE\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\/j-valdes-z-cook-j-wang-b-wallace-b-laska-j-green-r-goubran-p-xi-human-activity-understanding-through-explainable-audio-visual-features-accepted-in-ieee-sensors-letters-2024\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                J. Valdes, Z. Cook, J. Wang, B. Wallace, B. Laska, J. Green, R. Goubran, P. Xi, \u201cHuman Activity Understanding through Explainable Audio-Visual Features\u201d, IEEE Sensors Letters, 2024\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=\"2024-05-03T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 4, 2024\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        Brady Laska, Pengcheng Xi, Julio Valdes, Bruce Wallace, Rafik Goubran, Zero-shot Multi-task Cough Sound Analysis with Speech Foundation Model Embeddings, IEEE International Symposium on Medical Measurements (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\/brady-laska-pengcheng-xi-julio-valdes-bruce-wallace-rafik-goubran-zero-shot-multi-task-cough-sound-analysis-with-speech-foundation-model-embeddings-accepted-ieee-international-symposium-on-medic\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Brady Laska, Pengcheng Xi, Julio Valdes, Bruce Wallace, Rafik Goubran, Zero-shot Multi-task Cough Sound Analysis with Speech Foundation Model Embeddings, IEEE International Symposium on Medical Measurements (MeMeA) 2024, 2024\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=\"2024-02-29T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 1, 2024\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        Saiful Huq, \u201cDifferentiation of Dry and Wet Cough Sounds using A Deep Learning Model and Data Augmentation\u201d, M.A.Sc. Thesis Carleton University, 2023.\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\/2024\/saif-huq-differentiation-of-dry-and-wet-cough-sounds-using-a-deep-learning-model-and-data-augmentation-m-a-sc-thesis-2023\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Saiful Huq, \u201cDifferentiation of Dry and Wet Cough Sounds using A Deep Learning Model and Data Augmentation\u201d, M.A.Sc. Thesis Carleton University, 2023.\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=\"2024-02-24T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        February 25, 2024\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        Mahya Shahmohammadimehrjardi, Bruce Wallace, Adrian D. C. Chan, Rafik Goubran , Pengcheng Xi, Julio J. Valdes , \u201cMulti-Level Method for Sound Source Location Measurement\u201d 2024 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 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\/c-35mahya-shahmohammadimehrjardi-bruce-wallace-adrian-d-c-chan-rafik-goubran-pengcheng-xi-julio-j-valdes-multi-level-method-for-sound-source-location-measurement-accepted-2024-ieee-int\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Mahya Shahmohammadimehrjardi, Bruce Wallace, Adrian D. C. Chan, Rafik Goubran , Pengcheng Xi, Julio J. Valdes , \u201cMulti-Level Method for Sound Source Location Measurement\u201d 2024 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2024\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=\"2024-02-24T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        February 25, 2024\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        Brady Laska, Julio J. Vald\u00e9s, Pengcheng Xi, Rafik Goubran, Bruce Wallace, Madison Cohen-McFarlane, Frank Knoefel, \u201cCough Sound Analysis using Vocal Tract Models\u201d 2024 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 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\/c-34brady-laska-julio-j-valdes-pengcheng-xi-rafik-goubran-bruce-wallace-madison-cohen-mcfarlane-frank-knoefel-cough-sound-analysis-using-vocal-tract-models-accepted-2024-ieee-internationa\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Brady Laska, Julio J. Vald\u00e9s, Pengcheng Xi, Rafik Goubran, Bruce Wallace, Madison Cohen-McFarlane, Frank Knoefel, \u201cCough Sound Analysis using Vocal Tract Models\u201d 2024 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2024\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=\"2023-12-30T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        December 31, 2023\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        D. Elhajjar, B. Wallace, A. Law, R. Goubran, F. Knoefel, \u201cMachine Learning Assessment of Heart Rate Confidence from Video Magnification \u201c, 23rd IEEE International Conference on Bioinformatics and Bioengineering (BIBE), 2023\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\/2023\/d-elhajjar-b-wallace-a-law-r-goubran-f-knoefel-machine-learning-assessment-of-heart-rate-confidence-from-video-magnification-23rd-ieee-international-conference-on-bioinformatics-and-bi\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                D. Elhajjar, B. Wallace, A. Law, R. Goubran, F. Knoefel, \u201cMachine Learning Assessment of Heart Rate Confidence from Video Magnification \u201c, 23rd IEEE International Conference on Bioinformatics and Bioengineering (BIBE), 2023\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=\"2023-10-13T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        October 14, 2023\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        R. Goubran, F. Knoefel, B. Wallace, N. Thomas, C. Herdman K. van Benthem, H. Sveistrup, K. Fraser, M. Kunz, P. Xi, A. Law, J. Keillor, \u201cAGE-WELL SAM3 collaborative projects with NRC Aging-in-Place program\u201d, AGE-WELL AGM, 2023.\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\/2023\/r-goubran-f-knoefel-b-wallace-n-thomas-c-herdman-k-van-benthem-h-sveistrup-k-fraser-m-kunz-p-xi-a-law-j-keillor-age-well-sam3-collaborative-projects-with-nrc-aging-in-place-pr\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                R. Goubran, F. Knoefel, B. Wallace, N. Thomas, C. Herdman K. van Benthem, H. Sveistrup, K. Fraser, M. Kunz, P. Xi, A. Law, J. Keillor, \u201cAGE-WELL SAM3 collaborative projects with NRC Aging-in-Place program\u201d, AGE-WELL AGM, 2023.\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=\"2023-08-24T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        August 25, 2023\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        S. Huq, P. Xi, R. Goubran, J. J. Vald\u00e9s, F. Knoefel and J. R. Green, \u201cData Augmentation using Reverb and Noise in Deep Learning Implementation of Cough Classification,\u201d 2023 IEEE International Symposium on Medical Measurements and Applications (MeMeA), Jeju, Korea, Republic of, 2023, pp. 1-6.\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\/2023\/s-huq-p-xi-r-goubran-j-j-valdes-f-knoefel-and-j-r-green-data-augmentation-using-reverb-and-noise-in-deep-learning-implementation-of-cough-classification-2023-ieee-international-sympo\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                S. Huq, P. Xi, R. Goubran, J. J. Vald\u00e9s, F. Knoefel and J. R. Green, \u201cData Augmentation using Reverb and Noise in Deep Learning Implementation of Cough Classification,\u201d 2023 IEEE International Symposium on Medical Measurements and Applications (MeMeA), Jeju, Korea, Republic of, 2023, pp. 1-6.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n                    \n        <\/div>\n        \n                                            <button aria-label=\"Load More\" class=\"loadMore cu-button not-prose cu-button--dark-grey cu-button--center \" type=\"button\">\n    <div class=\"block load-more-button\">\n        Load More\n    <\/div>\n    <div class=\"hidden no-more-posts\">\n        No more to load\n    <\/div>\n    <div class=\"items-center justify-center hidden load-more-spinner cu-pageloader\">\n    <div class=\"inline-block h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n        <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<\/div>\n<\/button>\n                    \n    <\/div>\n<\/section>\n\n\n\n<h2 id=\"project-3-speech-and-eye-movements-analysis-for-the-remote-early-detection-of-diseases-associated-with-aging\" class=\"wp-block-heading\">Project 3: Speech and eye-movements analysis for the remote early detection of diseases associated with aging<\/h2>\n\n\n\n<h3 id=\"2022-2025\" class=\"wp-block-heading\">2022 &#8211; 2025<\/h3>\n\n\n\n<p><strong>Project goals:&nbsp;<\/strong>Early identification of cognitive decline allows for earlier intervention with appropriate care so that entry to long term care can be delayed. This project explores two non-invasive assessments (eye-tracking and speech patterns) that have potential for cognitive assessment. Specifically, the project will design a system to capture voice and eye-gaze data during tasks, with the goal of detecting speech and oculomotor abnormalities associated with cognitive decline. It will combine the two modalities and leverage multimodal analysis techniques to generate more sensitive predictions. The project will analyze combinations of tasks to achieve the assessment. The project will collect longitudinal data, to allow intra-subject analysis in addition to cross-sectional analysis to validate the performance of the system. The project will lead to a more cost-effective approach for assessment that could be done at home or remotely and that is an alternative to more expensive or invasive diagnostic testing currently being done.<\/p>\n\n\n\n<p><strong>PI:<\/strong> <a href=\"https:\/\/carleton.ca\/sam3\/people\/dr-frank-knoefel\/\">Frank Knoefel<\/a><\/p>\n\n\n\n<h2 id=\"publications\" class=\"wp-block-heading\">Publications<\/h2>\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\" data-attributes=\"&#x7B;&quot;numberOfPosts&quot;&#x3A;12,&quot;showImages&quot;&#x3A;false,&quot;moreButton&quot;&#x3A;&quot;loadmore&quot;,&quot;blockType&quot;&#x3A;&quot;cards&quot;,&quot;contentType&quot;&#x3A;&quot;post&quot;,&quot;currentPage&quot;&#x3A;1,&quot;blockBackground&quot;&#x3A;&quot;white&quot;,&quot;numberOfColumns&quot;&#x3A;3,&quot;showDates&quot;&#x3A;true,&quot;showTimeToRead&quot;&#x3A;true,&quot;showExcerpts&quot;&#x3A;true,&quot;showFilter&quot;&#x3A;false,&quot;taxName&quot;&#x3A;&quot;category&quot;,&quot;categories&quot;&#x3A;&quot;62&quot;,&quot;tags&quot;&#x3A;&quot;&quot;&#x7D;\" data-page=\"2\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n                \n        <div class=\"cu-loading hidden text-center mx-auto h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n    <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=\"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        A. Laghai, S. Shafiyan, N. Thomas, M. Kunz, K. Fraser, B. Wallace, R. Goubran, F. Knoefel, \u201cCan Gaze\u2013Speech Coupling in Reading Help Clinicians Detect Cognitive Decline Remotely?\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                &nbsp; &nbsp;\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\/a-laghai-s-shafiyan-n-thomas-m-kunz-k-fraser-b-wallace-r-goubran-f-knoefel-can-gaze-speech-coupling-in-reading-help-clinicians-detect-cognitive-decline-remotely-isg-2026\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                A. Laghai, S. Shafiyan, N. Thomas, M. Kunz, K. Fraser, B. Wallace, R. Goubran, F. Knoefel, \u201cCan Gaze\u2013Speech Coupling in Reading Help Clinicians Detect Cognitive Decline Remotely?\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=\"2025-10-27T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        October 28, 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        Sina Shafiyan, Neil Thomas, Manuela Kunz, Kathleen Fraser, Bruce Wallace, Rafik Goubran, Amir Laghai, Frank Knoefel, \u201cSaccadic Markers of Cognitive Decline: Preliminary Findings from a Multimodal Eye Movement and Speech Assessment\u201d, AGEWELL AGM, 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                Best Poster Runner Up\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\/sina-shafiyan-neil-thomas-manuela-kunz-kathleen-fraser-bruce-wallace-rafik-goubran-amir-laghai-frank-knoefel-saccadic-markers-of-cognitive-decline-preliminary-findings-from-a-multimodal-eye\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Sina Shafiyan, Neil Thomas, Manuela Kunz, Kathleen Fraser, Bruce Wallace, Rafik Goubran, Amir Laghai, Frank Knoefel, \u201cSaccadic Markers of Cognitive Decline: Preliminary Findings from a Multimodal Eye Movement and Speech Assessment\u201d, AGEWELL AGM, 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        S. Shafiyan, K. Fraser, F. Knoefel, N. Thomas, M. Kunz, B. Wallace, R. Goubran, A.a Zumbansen, \u201cRevisiting the Cookie Theft Picture for Cognitive Impairment: Assessing Its Relevance for Discourse Analysis After Four Decades\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-39s-shafiyan-k-fraser-f-knoefel-n-thomas-m-kunz-b-wallace-r-goubran-a-a-zumbansen-revisiting-the-cookie-theft-picture-for-cognitive-impairment-assessing-its-relevance-for-d\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                S. Shafiyan, K. Fraser, F. Knoefel, N. Thomas, M. Kunz, B. Wallace, R. Goubran, A.a Zumbansen, \u201cRevisiting the Cookie Theft Picture for Cognitive Impairment: Assessing Its Relevance for Discourse Analysis After Four Decades\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        A. Laghai B. Wallace, K. C. Fraser, M. Kunz, F. Knoefel, R. Goubran, S. Shafiyan, N. Thomas, \u201cPreliminary Results for Measurement of Eye Fixation and Speech to Identify Cognitive Decline\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\/a-laghai-b-wallace-k-c-fraser-m-kunz-f-knoefel-r-goubran-s-shafiyan-n-thomas-preliminary-results-for-measurement-of-eye-fixation-and-speech-to-identify-cognitive-decline\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                A. Laghai B. Wallace, K. C. Fraser, M. Kunz, F. Knoefel, R. Goubran, S. Shafiyan, N. Thomas, \u201cPreliminary Results for Measurement of Eye Fixation and Speech to Identify Cognitive Decline\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=\"2025-03-05T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 6, 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. Kunz, K. Fraser, B. Wallace, F. Knoefel, R. Goubran, S. Shafiyan, N. Thomas \u201cAddressing Age Bias in the Application of Appearance-Based Gaze-Tracking for Older Adults\u201d, IEEE\/CVF Winter Conference on Applications of Computer Vision, 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                (Best Paper Award)\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-kunz-k-fraser-b-wallace-f-knoefel-r-goubran-s-shafiyan-n-thomas-addressing-age-bias-in-the-application-of-appearance-based-gaze-tracking-for-older-adults-ieee-cvf-win\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Kunz, K. Fraser, B. Wallace, F. Knoefel, R. Goubran, S. Shafiyan, N. Thomas \u201cAddressing Age Bias in the Application of Appearance-Based Gaze-Tracking for Older Adults\u201d, IEEE\/CVF Winter Conference on Applications of Computer Vision, 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        Boulay, Emma \u201cEye-Tracking and Speech Analysis Measurement and Synchronization for Cognitive Assessment.\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\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Boulay, Emma \u201cEye-Tracking and Speech Analysis Measurement and Synchronization for Cognitive Assessment.\u201d MASc diss., Carleton University, 2024.\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=\"2024-05-21T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 22, 2024\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        E. Boulay, B. Wallace, Kathleen C Fraser, Manuela Kunz, Rafik Goubran, F. Knoefel , Neil Thomas, \u201cImproving Synchronization of Eye Fixation and Saccade Measurements with Speech Recognition for Cognitive Assessment\u201d, 2024 Sensor Applications Symposium (SAS), 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\/123-accepted-at-2024-sensor-applications-symposium-sas-2024\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                E. Boulay, B. Wallace, Kathleen C Fraser, Manuela Kunz, Rafik Goubran, F. Knoefel , Neil Thomas, \u201cImproving Synchronization of Eye Fixation and Saccade Measurements with Speech Recognition for Cognitive Assessment\u201d, 2024 Sensor Applications Symposium (SAS), 2024\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=\"2024-02-24T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        February 25, 2024\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        Emma Boulay, Bruce Wallace, Kathleen C. Fraser, Manuela Kunz, Rafik Goubran, Frank Knoefel, Neil Thomas, \u201cA Cost-Effective Webcam Eye-Tracking Algorithm for Robust Classification of Fixations and Saccades\u201d 2024 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 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\/c-36emma-boulay-bruce-wallace-kathleen-c-fraser-manuela-kunz-rafik-goubran-frank-knoefel-neil-thomas-a-cost-effective-webcam-eye-tracking-algorithm-for-robust-classification-of-fixations-an\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Emma Boulay, Bruce Wallace, Kathleen C. Fraser, Manuela Kunz, Rafik Goubran, Frank Knoefel, Neil Thomas, \u201cA Cost-Effective Webcam Eye-Tracking Algorithm for Robust Classification of Fixations and Saccades\u201d 2024 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2024\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=\"2023-10-13T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        October 14, 2023\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        R. Goubran, F. Knoefel, B. Wallace, N. Thomas, C. Herdman K. van Benthem, H. Sveistrup, K. Fraser, M. Kunz, P. Xi, A. Law, J. Keillor, \u201cAGE-WELL SAM3 collaborative projects with NRC Aging-in-Place program\u201d, AGE-WELL AGM, 2023.\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\/2023\/r-goubran-f-knoefel-b-wallace-n-thomas-c-herdman-k-van-benthem-h-sveistrup-k-fraser-m-kunz-p-xi-a-law-j-keillor-age-well-sam3-collaborative-projects-with-nrc-aging-in-place-pr\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                R. Goubran, F. Knoefel, B. Wallace, N. Thomas, C. Herdman K. van Benthem, H. Sveistrup, K. Fraser, M. Kunz, P. Xi, A. Law, J. Keillor, \u201cAGE-WELL SAM3 collaborative projects with NRC Aging-in-Place program\u201d, AGE-WELL AGM, 2023.\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=\"2023-06-06T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        June 7, 2023\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. Kunz, A. Syed, K. Fraser, B. Wallace, R. Goubran, F. Knoefel, N. Thomas, \u201cReducing Fixation Error Due to Natural Head Movement in a Webcam-based Eye-tracking Method\u201d 2023 IEEE Sensors Applications Symposium (SAS), 2023.\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\/2023\/m-kunz-a-syed-k-fraser-b-wallace-r-goubran-f-knoefel-n-thomas-reducing-fixation-error-due-to-natural-head-movement-in-a-webcam-based-eye-tracking-method-2023-ieee-senso\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Kunz, A. Syed, K. Fraser, B. Wallace, R. Goubran, F. Knoefel, N. Thomas, \u201cReducing Fixation Error Due to Natural Head Movement in a Webcam-based Eye-tracking Method\u201d 2023 IEEE Sensors Applications Symposium (SAS), 2023.\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=\"2023-06-06T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        June 7, 2023\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        E. Boulay, B. Wallace, K. Fraser, M. Kunz, F. Knoefel, R. Goubran, N. Thomas, \u201cDesign and Validation of a System to Synchronize Speech Recognition and Eye-Tracking Measurements\u201d 2023 IEEE Sensors Applications Symposium (SAS), 2023.\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\/2023\/e-boulay-b-wallace-k-fraser-m-kunz-f-knoefel-r-goubran-n-thomas-design-and-validation-of-a-system-to-synchronize-speech-recognition-and-eye-tracking-measurements-2023-i\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                E. Boulay, B. Wallace, K. Fraser, M. Kunz, F. Knoefel, R. Goubran, N. Thomas, \u201cDesign and Validation of a System to Synchronize Speech Recognition and Eye-Tracking Measurements\u201d 2023 IEEE Sensors Applications Symposium (SAS), 2023.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n                    \n        <\/div>\n        \n                                            <button aria-label=\"Load More\" class=\"loadMore cu-button not-prose cu-button--dark-grey cu-button--center cu-button--hide\" type=\"button\">\n    <div class=\"block load-more-button\">\n        Load More\n    <\/div>\n    <div class=\"hidden no-more-posts\">\n        No more to load\n    <\/div>\n    <div class=\"items-center justify-center hidden load-more-spinner cu-pageloader\">\n    <div class=\"inline-block h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n        <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<\/div>\n<\/button>\n                    \n    <\/div>\n<\/section>\n\n\n\n<h2 id=\"project-4-sensor-networks-for-safe-and-engaged-mature-drivers-sense-md\" class=\"wp-block-heading\">Project 4: Sensor networks for safe and engaged mature drivers (SENSE-MD)<\/h2>\n\n\n\n<h3 id=\"2022-2025\" class=\"wp-block-heading\">2022 \u2013 2025<\/h3>\n\n\n\n<p><strong>Project goals:&nbsp;<\/strong>Aging in place has many benefits. Older Canadians often need to drive in order to take advantage of these benefits as a consequence of Canada\u2019s climate and geography. Aging brings natural and illness-related health declines putting mature drivers at risk for driving accidents. Furthermore, the unplanned cessation of driving causes isolation, leading to increased risk of dementia, poorer physical and mental health, and reduced ability to engage in social and physical activities. This project aims to provide a solution for a key missing element in the current driver assessment regime: knowledge of changes in risk and driving capacity based on valuable data from onboard vehicle sensors. Clinical assessments are infrequent and only indirectly measure driving skills, increasing risks for premature driving cessation and isolation. The SENSE-MD project will offer a technology-based solution that delivers information to the driver regarding changes in risks. This information can also be shared with families and caregivers as appropriate.<\/p>\n\n\n\n<p>See the project web page. www.sense-md.ca<\/p>\n\n\n\n<p><strong>PI:<\/strong>&nbsp;<a href=\"https:\/\/carleton.ca\/sam3\/people\/dr-chris-herdman\/\">Chris Herdman<\/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\" data-attributes=\"&#x7B;&quot;numberOfPosts&quot;&#x3A;12,&quot;showImages&quot;&#x3A;false,&quot;moreButton&quot;&#x3A;&quot;loadmore&quot;,&quot;blockType&quot;&#x3A;&quot;cards&quot;,&quot;contentType&quot;&#x3A;&quot;post&quot;,&quot;currentPage&quot;&#x3A;1,&quot;blockBackground&quot;&#x3A;&quot;white&quot;,&quot;numberOfColumns&quot;&#x3A;3,&quot;showDates&quot;&#x3A;true,&quot;showTimeToRead&quot;&#x3A;true,&quot;showExcerpts&quot;&#x3A;true,&quot;showFilter&quot;&#x3A;false,&quot;taxName&quot;&#x3A;&quot;category&quot;,&quot;categories&quot;&#x3A;&quot;63&quot;,&quot;tags&quot;&#x3A;&quot;&quot;&#x7D;\" data-page=\"2\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n                \n        <div class=\"cu-loading hidden text-center mx-auto h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n    <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=\"2025-04-28T20:00:00-04:00\" 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        <\/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=\"2024-11-17T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        November 18, 2024\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        New Study: Staying Alert in Autopilot: The Effects of Trust in Automation and Attentional Capacity on Situation Awareness in Senior Drivers\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                We are recruiting participants for research exploring how trust in automation and attentional capacity affect senior driver safety. If you are interested please see the\n                                    &#8230;\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\/new-study-staying-alert-in-autopilot-the-effects-of-trust-in-automation-and-attentional-capacity-on-situation-awareness-in-senior-drivers\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                New Study: Staying Alert in Autopilot: The Effects of Trust in Automation and Attentional Capacity on Situation Awareness in Senior Drivers\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=\"2024-09-29T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        September 30, 2024\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        Volunteers needed for SENSE-MD: Survey for Mature Driver\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                We are inviting Canadian residents aged 55 or older who currently hold or have held a valid driver\u2019s license within the past year to participate\n                                    &#8230;\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\/volunteers-needed-for-sense-md-survey-for-mature-driver\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Volunteers needed for SENSE-MD: Survey for Mature Driver\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=\"2024-05-03T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 4, 2024\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        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 Measurements (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 Measurements (MeMeA) 2024, 2024\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=\"2024-05-03T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 4, 2024\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        Aidan Lochbihler, Bruce Wallace, Kathleen Van Benthem, Chris Herdman, Kirsten Brightman, Will Sloan, Rafik Goubran, Frank Knoefel, Shawn Marshall, Metrics in a Dynamic Gaze Environment, IEEE International Symposium on Medical Measurements (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\/aidan-lochbihler-bruce-wallace-kathleen-van-benthem-chris-herdman-kirsten-brightman-will-sloan-rafik-goubran-frank-knoefel-shawn-marshall-metrics-in-a-dynamic-gaze-environment-accepted-ieee\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Aidan Lochbihler, Bruce Wallace, Kathleen Van Benthem, Chris Herdman, Kirsten Brightman, Will Sloan, Rafik Goubran, Frank Knoefel, Shawn Marshall, Metrics in a Dynamic Gaze Environment, IEEE International Symposium on Medical Measurements (MeMeA) 2024, 2024\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=\"2024-05-03T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        May 4, 2024\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        Bruce Wallace, Kathleen Van Benthem, Jocelyn Keillor, Chris Herdman, Rafik Goubran, Frank Knoefel, Supporting Safe Driving for Older Adults \u2013 at a Crossroads with ADAS, IEEE Instrumentation Measurements Magazine, 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-kathleen-van-benthem-jocelyn-keillor-chris-herdman-rafik-goubran-frank-knoefel-supporting-safe-driving-for-older-adults-at-a-crossroads-with-adas-accepted-ieee-instrumen\/\" class=\"cu-button cu-button--red 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align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n        <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<\/div>\n<\/button>\n                    \n    <\/div>\n<\/section>\n\n\n\n<h2 id=\"project-5-sam3-sme-support-for-aging-in-place-technology-cto\" class=\"wp-block-heading\">Project 5: SAM3 SME Support for Aging in Place Technology CTO<\/h2>\n\n\n\n<h3 id=\"2023\" class=\"wp-block-heading\">2023 &#8211;<\/h3>\n\n\n\n<p><strong>Project goals: <\/strong>The objective of the project is to accelerate the growth of Canadian SMEs in the AgeTech ecosystem by providing services to test Aging in Place technologies. The Organization will utilize the specialized expertise, facilities, and equipment of the Sensors and Analytics for Monitoring Mobility and Memory (SAM3) Innovation Hub, founded by Carleton University, the Bruy\u00e8re Research Institute and the AGE-WELL National Centre of Excellence.<\/p>\n\n\n\n<p>See the CTO web page <a href=\"https:\/\/carleton.ca\/sam3\/nrc-irapcto\/\">https:\/\/carleton.ca\/sam3\/nrc-irapcto\/<\/a><\/p>\n\n\n\n<h2 id=\"news\" class=\"wp-block-heading\">News<\/h2>\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\" data-attributes=\"&#x7B;&quot;numberOfPosts&quot;&#x3A;12,&quot;showImages&quot;&#x3A;false,&quot;moreButton&quot;&#x3A;&quot;loadmore&quot;,&quot;blockType&quot;&#x3A;&quot;cards&quot;,&quot;contentType&quot;&#x3A;&quot;post&quot;,&quot;currentPage&quot;&#x3A;1,&quot;blockBackground&quot;&#x3A;&quot;white&quot;,&quot;numberOfColumns&quot;&#x3A;3,&quot;showDates&quot;&#x3A;true,&quot;showTimeToRead&quot;&#x3A;true,&quot;showExcerpts&quot;&#x3A;true,&quot;showFilter&quot;&#x3A;false,&quot;taxName&quot;&#x3A;&quot;category&quot;,&quot;categories&quot;&#x3A;&quot;89&quot;,&quot;tags&quot;&#x3A;&quot;&quot;&#x7D;\" data-page=\"2\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n                \n        <div class=\"cu-loading hidden text-center mx-auto h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n    <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=\"2026-03-27T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 28, 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        Smart homes helping older adults live safely and independently\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                NRC Article on our recent projectOne morning, an older man doesn&#8217;t go to the kitchen for breakfast as he usually does. Instead, he&#8217;s still sitting\n                                    &#8230;\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\/smart-homes-helping-older-adults-live-safely-and-independently\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Smart homes helping older adults live safely and independently\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=\"2022-10-19T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        October 20, 2022\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        Sensor networks for safe and engaged mature drivers (SENSE-MD)\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                Exciting new SAM3 project in collaboration with NRC.&nbsp; The project includes a multi-disciplinary team of driving researchers including Bruyere, Carleton Systems Engineering and Cognitive Science\n                                    &#8230;\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2022\/sensor-networks-for-safe-and-engaged-mature-drivers-sense-md\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Sensor networks for safe and engaged mature drivers (SENSE-MD)\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n                    \n        <\/div>\n        \n                                            <button aria-label=\"Load More\" class=\"loadMore cu-button not-prose cu-button--dark-grey cu-button--center cu-button--hide\" type=\"button\">\n    <div class=\"block load-more-button\">\n        Load More\n    <\/div>\n    <div class=\"hidden no-more-posts\">\n        No more to load\n    <\/div>\n    <div class=\"items-center justify-center hidden load-more-spinner cu-pageloader\">\n    <div class=\"inline-block h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n        <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<\/div>\n<\/button>\n                    \n    <\/div>\n<\/section>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<p>&nbsp;<\/p>\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<p><\/p>\n\n\n\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>NRC Canada Project 1: AI-enabled cough detection and multimodal contactless vital signs monitoring 2020 \u2013 2021 Project goals: PI:&nbsp;Rafik Goubran Project 2: Integrated Decision Support for Health and Safety 2021 &#8211; 2024 Project goals: Healthy and safe aging in place requires a continuous assessment of well-being. Automating this assessment is a cost-effective solution that reduces [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_cu_dining_location_slug":"","footnotes":"","_links_to":"","_links_to_target":""},"cu_page_type":[97,94,95],"class_list":["post-87","page","type-page","status-publish","hentry","cu_page_type-driving","cu_page_type-providerpartner","cu_page_type-residence"],"acf":{"cu_post_thumbnail":""},"_links":{"self":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/87","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/comments?post=87"}],"version-history":[{"count":5,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/87\/revisions"}],"predecessor-version":[{"id":2591,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/87\/revisions\/2591"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/media?parent=87"}],"wp:term":[{"taxonomy":"cu_page_type","embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/cu_page_type?post=87"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}