AI, Machine Learning, Simulation, and Imaging 1

Monday, March 31, 2025

3:00 PM – 4:30 PM CT

Location: Music City Center, 205 A

CE: 1.5

Moderator(s)

SC

Seetharam Chadalavada, MD, FSIR, MS

Vice Chair of Radiology, Associate Professor Radiology & Surgery
University of Cincinnati | UC Health, United States
CM

Colin McCarthy, MD

Instructor, Radiology, Harvard Medical School
Beth Israel Deaconess Medical Center, United States

Presentations:

3:00 PM – 3:09 PM CT

Dr. Boardwell: Development of an AI Interventional Radiology Expert for Real-Time Conversational Oral Boards Simulation and Case-Based Resident Training
Presenting Author: Kevin F. Seals, MD (he/him/his) – Cedars-Sinai Medical Center
Author/Co-author: David Reilly, MD – University of California Los Angeles
Author/Co-author: Gabriel Lipshutz, MD – Cedars-Sinai Medical Center
Author/Co-author: Jonathan Steinberger, MD – Cedars-Sinai Medical Center Imaging Group
Author/Co-author: Nathaniel Mizraki, MD – Cedars-Sinai Medical Center
Author/Co-author: Justin McWilliams, MD, FSIR – David Geffen School of Medicine at UCLA
3:09 PM – 3:18 PM CT

A Comparison of Large Language Models for Common Patient Questions on the Interventional Radiology Treatment of Hepatocellular Carcinoma
Presenting Author: Harrison S. Blume (he/him/his) – Albert Einstein College of Medicine
Author/Co-author: Darnell K. Adrian Williams, Jr., BS – Albert Einstein College of Medicine
Author/Co-author: Arvind Dev – Albert Einstein College of Medicine
Author/Co-author: Christine Yoon (she/her/hers) – Albert Einstein College of Medicine
Author/Co-author: Jacob Cynamon, MD, FACR, FSIR – Montefiore Medical Center
Author/Co-author: Kapil Wattamwar, MD – Montefiore Medical Center
3:18 PM – 3:27 PM CT

Comparison of Models in Deep Learning-Based Synthetic Digital Subtraction Angiography Generation
Presenting Author: Joshua Halpern – MedStar Georgetown University Hospital
Author/Co-author: Muhammad Bilal, PhD – Birmingham City University
Author/Co-author: Ross Filice, MD – MedStar Georgetown University Hospital
Author/Co-author: Nariman Nezami, MD (he/him/his) – Georgetown University Medical Center
Author/Co-author: Gajan Sivananthan, MD – MedStar Washington Hospital Center
Author/Co-author: Emil I. Cohen, MD, FSIR – Medstar Georgetown University Hospital
3:27 PM – 3:36 PM CT

Deep Learning Prediction of MRI Data for Evaluating Combined Transcatheter NK Cell Local Delivery and Sorafenib Therapy in Hepatocellular Carcinoma
Presenting Author: Guangbo Yu, MS – University of California, Irvine
Author/Co-author: Zigeng Zhang, MD – University of California, Irvine
Author/Co-author: Aydin Eresen, PhD (he/him/his) – University of California, Irvine
Author/Co-author: Qiaoming Hou, n/a – University of California, Irvine
Author/Co-author: Vahid Yaghmai, n/a – University of California, Irvine
Author/Co-author: Zhuoli Zhang, MD, PhD – University of California Irvine, Department of Radiological Sciences
3:36 PM – 3:45 PM CT

Does Patient Insurance Influence ChatGPT’s Recommendations? A Closer Look at AI Bias in Interventional Radiology
Presenting Author: Nick Dietrich, MS – Institute of Biomedical Engineering, University of Toronto
Author/Co-author: Brett Stubbert, BS – Schulich School of Medicine & Dentistry, Western University
3:45 PM – 3:54 PM CT

HCC Detection in the Wild: AI models for automated MRI HCC Detection
Presenting Author: Matthew Antalek, MD – Northwestern University, Dept. of Radiology, IR section
Author/Co-author: Robert Lewandowski, MD – Northwestern University, Dept. of Radiology, IR section
Author/Co-author: Ulas Bagci, PhD – Department of Radiology
3:54 PM – 4:03 PM CT

Personalizing TIPS Care: Machine Learning-Driven CT Body Composition for Predicting Post-Procedural Hepatic Encephalopathy
Presenting Author: Tarig Elhakim, MD – Penn (Medicine Instructor) & MGH (Research Associate)
Author/Co-author: Allison Brea – Tufts University School of Medicine
Author/Co-author: Christopher P. Bridge, DPhil (he/him/his) – Martinos Center for Biomedical Imaging, Harvard Medical School
Author/Co-author: Dania Daye, MD, PhD – Massachusetts General Hospital/Harvard Medical School
4:03 PM – 4:12 PM CT

Sorafenib plus Memory Like Natural Killer Cell Immunochemotherapy in Hepatocellular Carcinoma and Assessment of Local Response using Machine Learning
Presenting Author: Aydin Eresen, PhD (he/him/his) – University of California, Irvine
Author/Co-author: Zigeng Zhang, MD – University of California, Irvine
Author/Co-author: Guangbo Yu, MS – University of California, Irvine
Author/Co-author: Amber Zhang, None – Portola High School
Author/Co-author: Qiaoming Hou, n/a – University of California, Irvine
Author/Co-author: Vahid Yaghmai, n/a – University of California, Irvine
4:12 PM – 4:21 PM CT

Time Will Tell: An Analysis of Exam-to-Needle Time Following Phased Implementation of AI Diagnosis and Mobile Alert of Acute Pulmonary Embolism
Presenting Author: Jacob T. Ramsey, MD – Jefferson Einstein Hospital
Author/Co-author: Mark DiMaggio, DO – Jefferson Einstein Hospital
Author/Co-author: Jung H. Yun, MD – Jefferson Einstein Philadelphia Hospital
Author/Co-author: Avi Sharma, MD – Jefferson Einstein Hospitals
Author/Co-author: Matthew Callaghan, MD – Einstein Medical Center, Jefferson Health
4:21 PM – 4:30 PM CT

Using Machine Learning and Radiation Dose Structured Reports to Identify the Embolization Events During Fluoroscopic Procedures
Presenting Author: James R. Duncan, MD, PhD, FSIR – Mallinckrodt Institute of Radiology
Author/Co-author: Melak Senay – Washington University in St. Louis
Author/Co-author: Dennis Trujillo, PhD – Mallinckrodt Institute of Radiology
Author/Co-author: Allan Thomas, PhD (he/him/his) – Mallinckrodt Institute of Radiology, Washington University School of Medicine