Penn Medicine Provider

About me

  • Assistant Professor of Radiology

My Locations

Qualifications and experience

My research

MacKay EM*, Goldfinger S*, Chan TJ, Grasfield RH, Eswar VJ, Li K, Cao Q, Pouch AM Automated structured data extraction from intraoperative echocardiography reports using large language models , British Journal of Anaesthesia, in press: 2025


Guo Z, Dong NJ, Litt H, Yushkevich N, Freas M, Nunez J, Ferrari V, Hao J, Goldfinger S, Jolley MA, Bavaria J, Desai ND, Pouch AM Towards Patient-Specific Surgical Planning for Bicuspid Aortic Valve Repair: Fully Automated Segmentation of the Aortic Valve in 4D CT , IEEE International Symposium on Biomedical Imaging, in press: 2025


Haese CE, Dubey V, Mathur M, Pouch AM, Timek TA, Rausch MK Tricuspid valve edge-to-edge repair simulations are highly sensitive to annular boundary conditions , Journal of the Mechanical Behavior of Biomedical Materials, 163: 2025,106879


Chan TJ, Sahni A, Fang Y, Li J, Luthra A, Pouch AM, Rajapakse CS SAM3D: Zero-Shot Semi-Automatic Segmentation in 3D Medical Images with the Segment Anything Model , SPIE Medical Imaging: 2025


Li H, Oguz B, Arenas G, Yao X, Wang J, Pouch AM, Byram B, Schwartz N, Oguz I Interactive Segmentation Model for Placenta Segmentation from 3D Ultrasound Images , International Workshop on Advances in Simplifying Medical Ultrasound: 2024,132-142


W. Wu, Y. Wu, A.M. Sulentic, J. Gee, A.M. Pouch, M.A. Jolley Physics in the Loop: Integrating Biomechanics-Derived Training Data into a Neural Ordinary Differential Equation-Based Deformable Registration Framework , Medical Imaging with Deep Learning : 2024


C. Herz, N. Vergnet, S. Tian, A.H. Aly, M.A. Jolley, N. Tran, G. Arenas, A. Lasso, N. Schwartz, K.E. O'Neill, P.A. Yushkevich, A.M. Pouch Open-Source Graphical User Interface for the Creation of Synthetic Skeletons for Medical Image Analysis , Journal of Medical Imaging, 11(3): 2024


M.C.P. Nunes, H. Hatoum, A.M. Pouch, M. Padala Mitral Valve Disease: Mechanisms to Therapies , Frontiers in Cardiovascular Medicine, 11: 2024


Amin S, Chan T, Tran N, Al Ghofaily L, Cheung A, Yushkevich N, Hao J, Jolley MA, Woo YJ, Bavaria J, Desai ND, Pouch AM Fully Automatic Quantification of the Aortic Root in 4D Transesophageal Echocardiography , Circulation, 150(Suppl_1): 2024,A4141884-A4141884


Goldfinger S, Mackay E, Chan T, Eswar V, Grasfield R, Yan V, Barreto D, Pouch AM A Systematic Approach to Prompting Large Language Models for Automated Feature Extraction from Cardiovascular Imaging Reports , Circulation, 150(Suppl_1): 2024,A4139198-A4139198