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
Exploring trade-offs in equitable stroke risk prediction with parity-constrained and race-free models.
Journal Article Artif Intell Med · April 10, 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 CiteLimitations of Binary Classification for Long-Horizon Diagnosis Prediction and Advantages of a Discrete-Time Time-to-Event Approach: Empirical Analysis
Journal Article JMIR AI · March 27, 2025 AbstractBackgroundA major challenge in using electronic health records (EHR) is the inconsistency of patient follow-up, resulting ... Full text CitePrediction of mental health risk in adolescents.
Journal Article Nat Med · March 5, 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 CiteRecent Grants
Advancing 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 - 2029Nurse LEADS: Training in Nurse-LEd models of care ADdressing the Social Determinants of Health
Inst. Training Prgm or CMEMentor · 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.