Current Appointments & Affiliations
Associate Professor of Biostatistics & Bioinformatics
·
2024 - Present
Biostatistics & Bioinformatics, Division of Translational Biomedical,
Biostatistics & Bioinformatics
Associate Professor in Radiology
·
2024 - Present
Radiology,
Clinical Science Departments
Associate Professor in the Department of Electrical and Computer Engineering
·
2018 - Present
Electrical and Computer Engineering,
Pratt School of Engineering
Associate Professor of Computer Science
·
2021 - Present
Computer Science,
Trinity College of Arts & Sciences
Member of the Duke Cancer Institute
·
2013 - Present
Duke Cancer Institute,
Institutes and Centers
Recent Publications
Open-Weight Language Models and Retrieval-Augmented Generation for Automated Structured Data Extraction from Diagnostic Reports: Assessment of Approaches and Parameters.
Journal Article Radiol Artif Intell · May 2025 Purpose To develop and evaluate an automated system for extracting structured clinical information from unstructured radiology and pathology reports using open-weight language models (LMs) and retrieval-augmented generation (RAG) and to assess the effects ... Full text Link to item CiteSegmentAnyBone: A universal model that segments any bone at any location on MRI.
Journal Article Med Image Anal · April 2025 Magnetic Resonance Imaging (MRI) is pivotal in radiology, offering non-invasive and high-quality insights into the human body. Precise segmentation of the MRIs into different organs and tissues would be very beneficial as it would allow more accurate measu ... Full text Link to item CiteAutomated selection of abdominal MRI series using a DICOM metadata classifier and selective use of a pixel-based classifier.
Journal Article Abdom Radiol (NY) · October 2024 Accurate, automated MRI series identification is important for many applications, including display ("hanging") protocols, machine learning, and radiomics. The use of the series description or a pixel-based classifier each has limitations. We demonstrate a ... Full text Link to item CiteRecent Grants
Building and implementing a TBI prognostic model featuring real-time analysis of brain CT images
ResearchCo Investigator · Awarded by National Institutes of Health · 2022 - 2027Harmonization of breast MRI data
ResearchPrincipal Investigator · Awarded by National Institute of Biomedical Imaging and Bioengineering · 2022 - 2026Federated Learning for Postoperative Segmentation of Treated Glioblastoma (FL-PoST)
ResearchMentor · Awarded by American Roentgen Ray Society · 2024 - 2026View All Grants
Education, Training & Certifications
University of Louisville ·
2008
Ph.D.