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
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
