Overview
My research interests focus on applying deep learning algorithms to medicine. I enjoy collaborating with physicians to advance clinical care through artificial intelligence —particularly in improving diagnostics, prognosis, and patient outcomes. I completed residencies in Internal Medicine and Anesthesiology and have certifications in Machine Learning, Deep Neural Networks, and Computer Vision systems.
Current Appointments & Affiliations
Medical Assistant Professor in the Department of Anesthesiology
·
2025 - Present
Anesthesiology,
Clinical Science Departments
Recent Publications
A machine learning algorithm improves the diagnostic accuracy of the histologic component of antibody mediated rejection (AMR-H) in cardiac transplant endomyocardial biopsies.
Journal Article Cardiovasc Pathol · 2024 BACKGROUND: Pathologic antibody mediated rejection (pAMR) remains a major driver of graft failure in cardiac transplant patients. The endomyocardial biopsy remains the primary diagnostic tool but presents with challenges, particularly in distinguishing the ... Full text Link to item CiteThe Role of Machine Learning in Cardiovascular Pathology.
Journal Article Can J Cardiol · February 2022 Machine learning has seen slow but steady uptake in diagnostic pathology over the past decade to assess digital whole-slide images. Machine learning tools have incredible potential to standardise, and likely even improve, histopathologic diagnoses, but the ... Full text Link to item CiteThe Use of Artificial Intelligence (AI) Machine Learning to Determine Myocyte Damage in Cardiac Transplant Acute Cellular Rejection
Conference The Journal of heart and lung transplantation : the official publication of the International Society for Heart Transplantation · April 1, 2020 PURPOSE: Cardiac transplant patients must be on lifelong surveillance for the occurrence of acute cellular rejection (ACR). Despite potent immunosuppressants, ACR occurs when recipient T cells recognize donor antigens to cause cardiac myocyte destruction. ... Full text CiteEducation
University of Texas Medical Branch, School of Medicine ·
2006
M.D.