Discovering Digital Biomarkers of Panic Attack Risk in Consumer Wearables Data. - Ellen W. McGinnis; Shania Lunna; Isabel Berman; Bryn C. Loftness; Skylar Bagdon; Christopher M. Danforth; Matthew Price; William E. Copeland; Ryan S. McGinnis (EMBC, 2023)

The ChAMP App: A Scalable mHealth Technology for Detecting Digital Phenotypes of Early Childhood Mental Health. - Bryn C. Loftness; Julia Halvorson-Phelan; Aisling O'Leary; Carter Bradshaw; Shania Prytherch; Isabel Berman; John B. Torous; William E. Copeland; Nick Cheney; Ryan S. McGinnis; Ellen W. McGinnis (IEEE J. Biomed. Health Informatics, 2024)