Publications
An Algorithm to Classify Real-World Ambulatory Status From a Wearable Device Using Multimodal and Demographically Diverse Data: Validation Study." Jmir Biomedical Engineering 8 (2023): e43726.
"Does deidentification of data from wearable devices give us a false sense of security? A systematic review." The Lancet Digital Health 5, no. 4 (2023): e239-e247.
"Session Introduction: Digital health technology data in biocomputing: Research efforts and considerations for expanding access." In Pacific Symposium on Biocomputing, 1-6. Vol. 28. 2023.
"Wearable Devices in Cardiovascular Medicine." Circulation Research 132, no. 5 (2023): 652-670.
"AI in medicine: Where are we now and where are we going?" Cell Rep Med 3, no. 12 (2022).
" "Considerations while using Fitbit Data in the All of Us Research Program: Tutorial (Preprint)." (2022).
" "Demographic Imbalances Resulting From the Bring-Your-Own-Device Study Design." Jmir Mhealth and Uhealth 10, no. 4 (2022).
"Detection and Monitoring of Viral Infections via Wearable Devices and Biometric Data.. Vol. 24., 2022.
Digital biomarkers reflect stress reduction after Augmented Reality guided meditation: A feasibility study." In Digibiom 2022 Proceedings of the 2022 Emerging Devices for Digital Biomarkers, 29-34. 2022.
"Enhancing Continuous Glucose Monitoring-based Eating Detection with Wearable Biomarkers." In Bhi Bsn 2022 Ieee Embs International Conference on Biomedical and Health Informatics and Ieee Embs International Conference on Wearable and Implantable Body Sensor Networks, Symposium Proceedings. 2022.
"Environmental, User, and Social Context-Aware Augmented Reality for Supporting Personal Development and Change." In Proceedings 2022 Ieee Conference on Virtual Reality and 3d User Interfaces Abstracts and Workshops, Vrw 2022, 155-162. 2022.
"Field-Based Assessments of Behavioral Patterns During Shiftwork in Police Academy Trainees Using Wearable Technology." J Biol Rhythms 37, no. 3 (2022): 260-271.
"A Method for Intelligent Allocation of Diagnostic Testing by Leveraging Data from Commercial Wearable Devices: A Case Study on COVID-19." Res Sq (2022).
"Risk-Averse Multi-Armed Bandits with Unobserved Confounders: A Case Study in Emotion Regulation in Mobile Health." In Proceedings of the Ieee Conference on Decision and Control, 144-149. Vol. 2022-December. 2022.
"A Systematic Review of Time Series Classification Techniques Used in Biomedical Applications." Sensors (Basel, Switzerland) 22, no. 20 (2022).
"Assessment of the Feasibility of Using Noninvasive Wearable Biometric Monitoring Sensors to Detect Influenza and the Common Cold Before Symptom Onset." Jama Network Open 4, no. 9 (2021).
"Biosignal Compression Toolbox for Digital Biomarker Discovery." Sensors (Basel, Switzerland) 21, no. 2 (2021).
"Cgmquantify: Python and R Software Packages for Comprehensive Analysis of Interstitial Glucose and Glycemic Variability from Continuous Glucose Monitor Data." Ieee Open Journal of Engineering in Medicine and Biology 2 (2021): 263-266.
" "Digital Medicine Community Perspectives and Challenges: Survey Study." Jmir Mhealth and Uhealth 9, no. 2 (2021): e24570.
"Engineering digital biomarkers of interstitial glucose from noninvasive smartwatches." Npj Digital Medicine 4, no. 1 (2021).
"Non-invasive wearables for remote monitoring of HbA1c and glucose variability: proof of concept." Bmj Open Diabetes Research & Care 9, no. 1 (2021).
"Recent Academic Research on Clinically Relevant Digital Measures: Systematic Review." Journal of Medical Internet Research 23, no. 9 (2021).
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