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)

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)

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)