Expertise: Driving Assessment

SAM3 Expertise Areas: Driving Assessment
Driving is an important skill that enables older adults to maintain active lives outside the home including work, volunteering, socialization with family and friends that is important to maintain cognitive, physical and emotional well-being.
Driving Assessment
- Older adult driving behaviours
- Assessment of driver attention
- Driving risk
- Applications of Autonomous Vehicles and Advanced Driver Assistance Systems
- Driving simulation
- Naturalistic driving
- Health impacts on driving
- Driver identification and signature
Also see our collaboration with the Carleton ACE lab SENSE-MD
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‑Based Safety Technologies”, ISG 2026
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 2026
Select F. Knoefel, S. Gagnon, F. Berbatovci, M. Schwellnus, A. Frank, N. Thomas, S. Marshall, B. Wallace, R. Goubran, “Comparing Older to Middle-Aged Drivers on a Driving Simulator”, Canadian Geriatrics Journal, 2025 F. Knoefel, S. Gagnon, F. Berbatovci, M. Schwellnus, A. Frank, N. Thomas, S. Marshall, B. Wallace, R. Goubran, “Comparing Older to Middle-Aged Drivers on a Driving Simulator”, Canadian Geriatrics Journal, 2025
Link to paper
McCauley, L., Benthem, K. V., Herdman, C., Wallace, B., Keillor, J., Goubran, R., Knoefel, F., & Marshall, SM, “Communicating increased driving risk: A study of mature driver expectations”, accepted at Alzheimer’s Association International Conference (AAIC), 2025.
Nasr, 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”, accepted at Alzheimer’s Association International Conference (AAIC), 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, Collision Risk, and Vignette-based Telematic Measurements” accepted at IEEE Medical Measurement and Applications Symposium (MeMeA 2025), 2025
Lochbihler, Aidan “Methods for Classifying Driver Engagement in Autonomous Vehicles Using Physiological Sensors.” MASc diss., Carleton University, 2024.
Link to Thesis
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
Link to Paper
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
Link to Paper
Bruce Wallace, Kathleen Van Benthem, Jocelyn Keillor, Chris Herdman, Rafik Goubran, Frank Knoefel, Supporting Safe Driving for Older Adults – at a Crossroads with ADAS, IEEE Instrumentation Measurements Magazine, 2024
Link to paper
A. Lochbihler, B. Wallace, K. Van Benthem, C. Herdman, W. Sloan, K. Brightman, F. Knoefel, S. Marshall, R. Goubran , “Multi-Class Gaze Detection in a Dynamic Environment” 2024 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2024
Link to Paper
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 program”, AGE-WELL AGM, 2023.