Published on in Vol 6, No 2 (2022): February
Preprints (earlier versions) of this paper are
available at
https://preprints.jmir.org/preprint/32982, first published
.

Journals
- McGinnis R, McGinnis E. Advancing Digital Medicine with Wearables in the Wild. Sensors 2022;22(12):4576 View
- McGinnis E, Loftness B, Lunna S, Berman I, Bagdon S, Lewis G, Arnold M, Danforth C, Dodds P, Price M, Copeland W, McGinnis R. Expecting the Unexpected: Predicting Panic Attacks From Mood, Twitter, and Apple Watch Data. IEEE Open Journal of Engineering in Medicine and Biology 2024;5:14 View
- Bolpagni M, Pardini S, Gabrielli S. Human centered design of AI-powered Digital Therapeutics for stress prevention: Perspectives from multi-stakeholders' workshops about the SHIVA solution. Internet Interventions 2024;38:100775 View
- McGinnis E, Cherian J, McGinnis R. The State of Digital Biomarkers in Mental Health. Digital Biomarkers 2024;8(1):210 View
- David O, Tomoiagă C. Game-Based Assessment of Emotion Regulation Abilities in College Students. A Usability Study of the RE Think Life Game Assessment System. International Journal of Human–Computer Interaction 2025;41(19):12527 View
- Oh H, Maeng C, Park J, Do H, Yoon T, KIM J. Panic Attack Prediction in Patients with Panic Disorder: A Machine Learning Study Using Wearable ECG Monitoring (Preprint). Journal of Medical Internet Research 2024 View
- Ko Y, Lee J, Ham K, Cho Y, Shin Y, Min C, Kim K, Jang W, Jung H, Kim J. Assessing the Usability of a Prescription-Based Mobile App for Patients With Panic Disorder and Its Management Console for Clinicians: Controlled User Study. JMIR Formative Research 2025;9:e76843 View
- Mascia G, Frering H, Althoff R, Coney E, Hume Rivera D, Toomer-Sanders Z, Erdie-Lalena C, Dame M, Brown L, Evans D, McGinnis R, McGinnis E. Wearables and behavioral coding show promise for measuring and predicting severe emotional outbursts in children. Frontiers in Digital Health 2026;7 View
Books/Policy Documents
Conference Proceedings
- McGinnis E, Lunna S, Berman I, Loftness B, Bagdon S, Danforth C, Price M, Copeland W, McGinnis R. 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). Discovering Digital Biomarkers of Panic Attack Risk in Consumer Wearables Data View
