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Matthew M. Engelhard

Assistant Professor of Biostatistics & Bioinformatics
Biostatistics & Bioinformatics, Division of Translational Biomedical
2424 Erwin Rd, Durham, NC 27705

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

In the News


Published March 26, 2025
GPT-4–Based Plain Language Translation of Clinical Notes for Patients, in This Week’s PCT Grand Rounds
Published March 5, 2025
AI Model Predicts Risks and Potential Causes of Adolescent Mental Illness
Published December 4, 2023
ChatGPT Enters The Classroom

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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 Cite

Exploring 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 Cite
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Recent Grants


Digital Envirotyping to Develop Understanding of Cigarette smoking and the Environment

ResearchCo Investigator · Awarded by National Institutes of Health · 2025 - 2030

Advancing Identification of Circadian Delay in ADHD Youth: Associations with Clinical Heterogeneity and Cognition

ResearchCo Investigator · Awarded by National Institutes of Health · 2025 - 2029

The Gut Brain Parkinson's Disease Consortium (GBPDC): Coordinating and Data Management Center (CDMC)

ResearchCo Investigator · Awarded by National Institutes of Health · 2024 - 2029

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Education, Training & Certifications


University of Virginia · 2016 Ph.D.
University of Virginia · 2014 M.D.