selected scholarly activity
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chapters
- SOK: Application of machine learning models in child and youth mental health decision-making. 113-132. 2024
- Addressing Dataset Shift for Trustworthy Deep Learning Diagnostic Ultrasound Decision Support. Lecture Notes in Computer Science. 110-128. 2023
- Bayesian-Based Parameter Estimation to Quantify Trust in Medical Devices. Studies in Computational Intelligence. 95-108. 2023
- Evaluation of Sequential and Temporally Embedded Deep Learning Models for Health Outcome Prediction. Advances in Soft Computing. 21-52. 2023
- Imaging Informatics. 551-560. 2019
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conferences
- XGBoost for Interpretable Alzheimer’s Decision Support. Proceedings of the Inaugural 2023 Summer Symposium Series 2023. 135-141. 2023
- Textionnaire: An NLP-Based Questionnaire Analysis Method for Complex and Ambiguous Task Decision Support. 2022 IEEE 21st International Conference on Cognitive Informatics & Cognitive Computing (ICCI*CC). 86-90. 2022
- A Priori Quantification of Transfer Learning Performance on Time Series Classification for Cyber-Physical Health Systems. Canadian Conference on Electrical and Computer Engineering. 458-464. 2022
- STAR-ML: A Rapid Screening Tool for Assessing Reporting of Machine Learning in Research. Canadian Conference on Electrical and Computer Engineering. 336-341. 2022
- Trust Metrics for Medical Deep Learning Using Explainable-AI Ensemble for Time Series Classification. Canadian Conference on Electrical and Computer Engineering. 370-377. 2022
- Ultrasound Operator Variance Classification for Agency in Artificial Intelligence Support of Cyber-Physical Systems. Canadian Conference on Electrical and Computer Engineering. 446-451. 2022
- Evaluation Metrics for Deep Learning Imputation Models. Studies in Computational Intelligence. 309-322. 2022
- Trust Quantification for Autonomous Medical Advisory Systems. 2021 18th International Conference on Privacy, Security and Trust (PST). 2021
- Decoder Transformer for Temporally-Embedded Health Outcome Predictions. 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA). 1461-1467. 2021
- Detecting Cardiac Abnormalities with Multi-Lead ECG Signals: A Modular Network Approach. Computing in Cardiology. 1-4. 2021
- Detecting Cardiac Abnormalities with Multi-Lead ECG Signals: A Modular Network Approach. Computing in Cardiology. 2021
- Preface: AAAI-HUMAN 2021 Fall Symposium on Human Partnership with Medical AI: Design, Operationalization, and Ethics. CEUR Workshop Proceedings. 2021
- Impact of Physiological Sensor Variance on Machine Learning Algorithms. Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics. 241-247. 2020
- A performance predictive model for emergency medicine residents. Proceedings of the 27th Annual International Conference on Computer Science and Software Engineering, CASCON 2017. 28-37. 2020
- IoT for remote wireless electrophysiological monitoring: Proof of concept. Proceedings of the 27th Annual International Conference on Computer Science and Software Engineering, CASCON 2017. 254-258. 2020
- The first workshop on blockchain & eHealth: Towards Provable Privacy & Security in Data intensive Health Research. Proceedings of the 27th Annual International Conference on Computer Science and Software Engineering, CASCON 2017. 333-336. 2020
- Digitized Trust in Human-in-the-Loop Health Research. 2018 16TH ANNUAL CONFERENCE ON PRIVACY, SECURITY AND TRUST (PST). 1-10. 2018
- Development of an astronaut crew behavioral skills taxonomy for medical event management on future long duration exploration missions. Proceedings of the International Astronautical Congress, IAC. 2018
- Digitized Trust n Human-in-the-Loop Health Research. 2018 16TH ANNUAL CONFERENCE ON PRIVACY, SECURITY AND TRUST (PST). 368-377. 2018
- Cognitive priority model for advanced telemedical support in Limited Bandwidth Applications. Canadian Conference on Electrical and Computer Engineering. 1-6. 2017
- Augmented Reality Based Brain Tumor 3D Visualization. Procedia Computer Science. 400-407. 2017
- M4CVD: Mobile Machine Learning Model for Monitoring Cardiovascular Disease. Procedia Computer Science. 384-391. 2015
- CAPSTONE PROJECTS: UNLEASHING IMAGINATION AND ENGAGING MINDS. ASEE Annual Conference and Exposition, Conference Proceedings. 2013
- A social cybernetic analysis of simulation-based, remotely delivered medical skills training in an austere environment: Developing a test bed for spaceflight medicine. Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings. 6086-6089. 2012
- Adaptive affective response identification for hearing threshold detection. Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings. 3768-3771. 2012
- Systems modeling of space medical support architecture: Topological mapping of high level characteristics and constraints. Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings. 6090-6094. 2012
- Comparative Electrochemical Investigation of Pt, Au and Ti Electrodes on Liquid Crystal Polymer for the Application of Neuromuscular Prostheses. ECS Transactions. 23-33. 2011
- AC 2011-1477: DEVELOPMENT OF AN UNDERGRADUATE RESEARCH LABORATORY. ASEE Annual Conference and Exposition, Conference Proceedings. 2011
- AC 2011-2447: CLOSING THE DESIGN LOOP IN FRESHMAN ENGINEERING. ASEE Annual Conference and Exposition, Conference Proceedings. 2011
- Closing the Design Loop in Freshman Engineering. ASEE Annual Conference and Exposition, Conference Proceedings. 22.331.1-22.331.9. 2011
- Development of an Undergraduate Research Laboratory. ASEE Annual Conference and Exposition, Conference Proceedings. 22.489.1-22.489.11. 2011
- Onset Characteristics of Aqueous Large Gap Electrosprays. IEEE Transactions on Industry Applications. 1601-1605. 2010
- Grading Techniques For Tuning Student And Faculty Performance. ASEE Annual Conference and Exposition, Conference Proceedings. 15.629.1-15.629.9. 2010
- Restructuring Of An Electronics Lab Using Comprehensive Student Feedback. ASEE Annual Conference and Exposition, Conference Proceedings. 15.1035.1-15.1035.11. 2010
- Non-invasive health monitoring system (NIHMS). 2009 IEEE Toronto International Conference Science and Technology for Humanity (TIC-STH). 703-707. 2009
- Cornerstone design - Product diss ection in a common first year engineering design and graphics course. ASEE Annual Conference and Exposition, Conference Proceedings. 2009
- Effective Criteria For Teaching And Learning. ASEE Annual Conference and Exposition, Conference Proceedings. 14.516.1-14.516.13. 2009
- Synergistic Learning Environment Using Blackboard Learning Cells. ASEE Annual Conference and Exposition, Conference Proceedings. 14.1113.1-14.1113.9. 2009
- Effective Teaching: The Students’ Perspective. ASEE Annual Conference and Exposition, Conference Proceedings. 13.469.1-13.469.10. 2008
- Entropy Based Verification Of Academic Integrity. ASEE Annual Conference and Exposition, Conference Proceedings. 13.563.1-13.563.8. 2008
- Enhanced student evaluation software in engineering and science courses. Proceedings - Frontiers in Education Conference, FIE. 284-+. 2007
- Design of a Non-Volatile Ambulatory Data Acquisition and Control System for a Brain-Computer Interface. 2007 3rd International IEEE/EMBS Conference on Neural Engineering. 346-+. 2007
- Affective State Control for Neuroprostheses. Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings. 1248-1251. 2006
- Affective state control for neuroprostheses. 2006 28TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-15. 5838-+. 2006
- Design of an Electroocular Computing Interface. Canadian Conference on Electrical and Computer Engineering. 1458-1461. 2006
- Design of an electroocular computing interface. Canadian Conference on Electrical and Computer Engineering. 2142-+. 2006
- Distributed electric field approximation. Proceedings - International Symposium on High Performance Computing Systems and Applications. 275-276. 2002
- Performance analysis of a dual processor workstation. Canadian Conference on Electrical and Computer Engineering. 640-645. 2002
- The digital hearing aid, wearable computing, and electrophysiological response.. Biomedical Sciences Instrumentation. 129-134. 2002
- Optical decoupling in measurements of corona currents. Conference Record - IAS Annual Meeting (IEEE Industry Applications Society). 756-763. 1999
- Data acquisition system for the measurements of corona currents. Conference Record - IAS Annual Meeting (IEEE Industry Applications Society). 2014-2018. 1998
- Who are the instructional assistant interns?: Examining the synergy of teaching assistants in first-year engineering course during the pandemic. 2021 ASEE St. Lawrence Section Conference Proceedings.
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journal articles
- Cracking the Chronic Pain code: A scoping review of Artificial Intelligence in Chronic Pain research. Artificial Intelligence in Medicine. 151:102849-102849. 2024
- Prediction of emergency department revisits among child and youth mental health outpatients using deep learning techniques. BMC Medical Informatics and Decision Making. 24:42. 2024
- Data-driven approach to quantify trust in medical devices using Bayesian networks. Experimental Biology and Medicine. 248:2578-2592. 2023
- Crew Autonomy During Simulated Medical Event Management on Long Duration Space Exploration Missions. Human Factors. 65:1221-1234. 2023
- rWISDM: Repaired WISDM, a Public Dataset for Human Activity Recognition 2023
- Check It Before You Wreck It: A Guide to STAR-ML for Screening Machine Learning Reporting in Research. IEEE Access. 11:101567-101579. 2023
- Integrating intention-based systems in human-robot interaction: a scoping review of sensors, algorithms, and trust. Frontiers in Robotics and AI. 10:1233328. 2023
- Using extended reality (XR) for medical training and real-time clinical support during deep space missions. Applied Ergonomics. 106:103902-103902. 2023
- Evaluation methodology for deep learning imputation models. Experimental Biology and Medicine. 247:1972-1987. 2022
- Artificial Intelligence Nomenclature Identified From Delphi Study on Key Issues Related to Trust and Barriers to Adoption for Autonomous Systems 2022
- Factors influencing trust in medical artificial intelligence for healthcare professionals: a narrative review. Journal of Medical Artificial Intelligence. 5:4-4. 2022
- MLCM: Multi-Label Confusion Matrix. IEEE Access. 10:19083-19095. 2022
- A Radiology-focused Review of Predictive Uncertainty for AI Interpretability in Computer-assisted Segmentation. Radiology: Artificial Intelligence. 3:e210031. 2021
- Using Medical Imaging Effective Dose in Deep Learning Models: Estimation and Evaluation. IEEE Transactions on Radiation and Plasma Medical Sciences. 5:245-252. 2021
- Medical Event Management for Future Deep Space Exploration Missions to Mars. Journal of Surgical Research. 246:305-314. 2020
- From Group-Level Statistics to Single-Subject Prediction: Machine Learning Detection of Concussion in Retired Athletes. IEEE transactions on neural systems and rehabilitation engineering. 27:1492-1501. 2019
- An Environmental Scan of the National and Provincial Diagnostic Reference Levels in Canada for Common Adult Computed Tomography Scans. Canadian Association of Radiologists Journal. 70:119-124. 2019
- Machine Learning and Mobile Health Monitoring Platforms: A Case Study on Research and Implementation Challenges. Journal of Healthcare Informatics Research. 2:179-203. 2018
- Applying the Resilient Health System Framework for Universal Health Coverage.. Studies in Health Technology and Informatics. 231:54-62. 2016
- Charge transfer and stability of implantable electrodes on flexible substrate. Sensors and Actuators, B: Chemical. 178:132-139. 2013
- Low temperature nanointegration for emerging biomedical applications. Microelectronics Reliability. 52:361-374. 2012
- Comparative Electrochemical Investigation of Pt, Au and Ti Electrodes on Liquid Crystal Polymer for the Application of Neural Prostheses. ECS Meeting Abstracts. MA2011-01:1052-1052. 2011
- Scaling Law for Electrospray Droplet Formation. Particulate Science and Technology. 27:238-244. 2009
- Entropy based verification of academic integrity. Computers in Education Journal. 19:70-76. 2009
- Product Centric CAD Education. Computer-Aided Design and Applications. 5:381-390. 2008
- FIRST-YEAR ENGINEERING BICYCLE DISSECTION AS AN INTRODUCTION TO SUSTAINABLE DESIGN. Proceedings of the Canadian Engineering Education Association (CEEA).
- IMPORTANCE OF FIRST-YEAR ENGINEERING DESIGN PROJECTS TO SELF-EFFICACY: DO FIRST-YEAR STUDENTS FEEL LIKE ENGINEERS?. Proceedings of the Canadian Engineering Education Association (CEEA).
- INFLUENCE OF LEARNING PREFERENCE ON SELF-EFFICACY AND PERFORMANCE IN MIXED-MODALITY FIRST-YEAR ENGINEERING DESIGN. Proceedings of the Canadian Engineering Education Association (CEEA).
- Visualization Performance Through Simulation Based Learning. Proceedings of the Canadian Engineering Education Association (CEEA).
- Visualization Performance and Rapid Prototyping in First Year Design. Proceedings of the Canadian Engineering Education Association (CEEA).
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preprints