Overview
Developing new machine learning methods for multi-modal longitudinal clinical data to support clinical decision-making.
Current Appointments & Affiliations
Assistant Professor of Biostatistics & Bioinformatics
·
2022 - Present
Biostatistics & Bioinformatics, Division of Translational Biomedical,
Biostatistics & Bioinformatics
Recent Publications
Prediction of mental health risk in adolescents.
Journal Article Nat Med · June 2025 Prospective prediction of mental health risk in adolescence can facilitate early preventive interventions. Here, using psychosocial questionnaires and neuroimaging measures from over 11,000 children in the Adolescent Brain and Cognitive Development Study, ... Full text Link to item CiteExploring trade-offs in equitable stroke risk prediction with parity-constrained and race-free models.
Journal Article Artif Intell Med · June 2025 A recent analysis of common stroke risk prediction models showed that performance differs between Black and White subgroups, and that applying standard machine learning methods does not reduce these disparities. There have been calls in the clinical litera ... Full text Link to item CiteRecent Grants
Digital Envirotyping to Develop Understanding of Cigarette smoking and the Environment
ResearchCo Investigator · Awarded by National Institutes of Health · 2025 - 2030Advancing Identification of Circadian Delay in ADHD Youth: Associations with Clinical Heterogeneity and Cognition
ResearchCo Investigator · Awarded by National Institutes of Health · 2025 - 2029The Gut Brain Parkinson's Disease Consortium (GBPDC): Coordinating and Data Management Center (CDMC)
ResearchCo Investigator · Awarded by National Institutes of Health · 2024 - 2029View All Grants
Education, Training & Certifications
University of Virginia ·
2016
Ph.D.
University of Virginia ·
2014
M.D.