Movements Indicate Threat Response Phases in Children at Risk for Anxiety. - Ellen W. McGinnis; Ryan S. McGinnis; Maria Muzik; Jessica Hruschak; Nestor L. Lopez-Duran; Noel C. Perkins; Kate Fitzgerald; Katherine L. Rosenblum (IEEE J. Biomed. Health Informatics, 2017)

Wearable sensors and machine learning diagnose anxiety and depression in young children. - Ryan S. McGinnis; Ellen W. McGinnis; Jessica Hruschak; Nestor L. Lopez-Duran; Kate Fitzgerald; Katherine L. Rosenblum; Maria Muzik (BHI, 2018)

Rapid Anxiety and Depression Diagnosis in Young Children Enabled by Wearable Sensors and Machine Learning. - Ryan S. McGinnis; Ellen W. McGinnis; Jessica Hruschak; Nestor L. Lopez-Duran; Kate Fitzgerald; Katherine L. Rosenblum; Maria Muzik (EMBC, 2018)

Mobile Biofeedback Therapy for the Treatment of Panic Attacks: A Pilot Feasibility Study. - Ryan S. McGinnis; Ellen W. McGinnis; Christopher J. Petrillo; Matthew Price (BSN, 2019)

Giving Voice to Vulnerable Children: Machine Learning Analysis of Speech Detects Anxiety and Depression in Early Childhood. - Ellen W. McGinnis; Steven P. Anderau; Jessica Hruschak; Reed D. Gurchiek; Nestor L. Lopez-Duran; Kate Fitzgerald; Katherine L. Rosenblum; Maria Muzik; Ryan S. McGinnis (IEEE J. Biomed. Health Informatics, 2019)

Validation of Smartphone Based Heart Rate Tracking for Remote Treatment of Panic Attacks. - Ryan S. McGinnis; Ellen W. McGinnis; Christopher J. Petrillo; Jonathan Ferri; Jordyn Scism; Matthew Price (IEEE J. Biomed. Health Informatics, 2021)

Digital Phenotype for Childhood Internalizing Disorders: Less Positive Play and Promise for a Brief Assessment Battery. - Ellen W. McGinnis; Jordyn Scism; Jessica Hruschak; Maria Muzik; Katherine L. Rosenblum; Kate Fitzgerald; William C. Copeland; Ryan S. McGinnis (IEEE J. Biomed. Health Informatics, 2021)

UVM KID Study: Identifying Multimodal Features and Optimizing Wearable Instrumentation to Detect Child Anxiety. - Bryn C. Loftness; Julia Halvorson-Phelan; Aisling O'Leary; Nick Cheney; Ellen W. McGinnis; Ryan S. McGinnis (EMBC, 2022)

Advancing Digital Medicine with Wearables in the Wild. - Ryan S. McGinnis; Ellen W. McGinnis (Sensors, 2022)

Preterm Preeclampsia Risk Modelling: Examining Hemodynamic, Biochemical, and Biophysical Markers Prior to Pregnancy. - Bryn C. Loftness; Ira Bernstein; Carole A. McBride; Nick Cheney; Ellen W. McGinnis; Ryan S. McGinnis (EMBC, 2023)

Toward Digital Phenotypes of Early Childhood Mental Health via Unsupervised and Supervised Machine Learning. - Bryn C. Loftness; Donna M. Rizzo; Julia Halvorson-Phelan; Aisling O'Leary; Shania Prytherch; Carter Bradshaw; Anna Jane Brown; Nick Cheney; Ellen W. McGinnis; Ryan S. McGinnis (EMBC, 2023)

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)

Multimodal Markers of Transdiagnostic Childhood Mental Health Impairment. - Josh Cherian; Bryn C. Loftness; Jenna G. Cohen; Julia Halvorson-Phelan; Ellen W. McGinnis; Ryan S. McGinnis (BSN, 2024)

Longitudinal Profiles of Heart Rate Variability in First-Year College Students Using Wearables. - Bryn C. Loftness; Johanna E. Hidalgo; Josh Cherian; Guido Mascia; Ryan S. McGinnis; Ellen W. McGinnis (BSN, 2024)

Nightly Heart Rate Variability as a Biomarker of Mental Health Changes in College Students. - Guido Mascia; Ellen W. McGinnis; Mikaela Irene D. Fudolig; Laura SP Bloomfield; Matthew Price; Ryan S. McGinnis (BSN, 2024)

Collective sleep and activity patterns of college students from wearable devices. - Mikaela Irene D. Fudolig; Laura SP Bloomfield; Matthew Price; Yoshi Meke Bird; Johanna E. Hidalgo; Julia Kim; Jordan Llorin; Juniper L. Lovato; Ellen W. McGinnis; Ryan S. McGinnis; Taylor H. Ricketts; Kathryn Stanton; et al. (CoRR, 2024)

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)

Using Wearable Digital Devices to Screen Children for Mental Health Conditions: Ethical Promises and Challenges. - Aisling O'Leary; Timothy Lahey; Juniper L. Lovato; Bryn C. Loftness; Antranig Douglas; Joseph Skelton; Jenna G. Cohen; William E. Copeland; Ryan S. McGinnis; Ellen W. McGinnis (Sensors, 2024)