2024
The real-world association between digital markers of circadian disruption and mental health risks.
npj Digit. Medicine, 2024

2023
Effectiveness of gamified team competition as mHealth intervention for medical interns: a cluster micro-randomized trial.
npj Digit. Medicine, 2023

Uncovering the Varied Impact of Behavioral Change Messages on Population Groups.
Proceedings of the Machine Learning for Healthcare Conference, 2023

Can Data Augmentation Improve Daily Mood Prediction from Wearable Data? An Empirical Study.
Proceedings of the Adjunct Proceedings of the 2023 ACM International Joint Conference on Pervasive and Ubiquitous Computing & the 2023 ACM International Symposium on Wearable Computing, 2023

2021
Day-to-day variability in sleep parameters and depression risk: a prospective cohort study of training physicians.
npj Digit. Medicine, 2021

Identifying Mobile Sensing Indicators of Stress-Resilience.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2021

Distinct Circadian Assessments From Wearable Data Reveal Social Distancing Promoted Internal Desynchrony Between Circadian Markers.
Frontiers Digit. Health, 2021