18 entries curated across talks and posters.
Talk
Proffered Program
Room 220
Jul 19 · 08:47
Artificial-Intelligence Assisted Structuring of Initial Radiation Oncology Incident Narratives Using AA PM TG-288 Guidelines.
Only 16% of therapeutic radiation incidents reported nationally to RO-ILS meet “excellent” RO-HAC narrative standards, limiting system learning. Capturing essential context is difficult for time-constrained clinicians, and critic...
Ajay Kapur, PhD
Professional
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 09:40
From Concept to Practice: An Educational Experience In the Initial Implementation of a Comprehensive Artificial Intelligence (AI) Curriculum for Medical Physicists at the 2024 and 2025 Aapm Specialty Meetings
Structured education in artificial intelligence (AI) has become increasingly important for medical physicists as AI tools are integrated into clinical practice. To address this need, the AAPM Ad Hoc Advisory Committee on AI Boot...
Yi Wang, PhD
Education (Innovation in Medical Physics: Arthur Boyer Award)
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 09:40
Medical Physicists In the Age of Artificial Intelligence: Applications In MR Imaging Clinical Practice
Artificial intelligence (AI) is increasingly integrated into clinical magnetic resonance imaging workflows, creating new opportunities and responsibilities for medical physicists. This program is designed to prepare medical physi...
Yuxiang Zhou, PhD
Education (Innovation in Medical Physics: Arthur Boyer Award)
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
AI-Based Automated Extraction of Manufacturer-Specific Stent-Graft Codes for EVAR Planning
The objective of this study was to assess whether an Artificial Intelligence (AI) model can automate the retrieval of Endovascular Aneurysm Repair (EVAR) related device codes used to identify specific stent-grafts from preoperati...
Annalisa Trianni, PhD
Diagnostic and Interventional Radiology Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
AI-Enhanced Monte Carlo Dose Verification for the World's First Fixed-Gantry Upright Proton Therapy System
The MEVION S250-FIT introduces a novel fixed-gantry, upright patient positioning system, yet lacks commercial secondary dose calculation (SDC) tools necessary for clinical safety verification. While Monte Carlo (MC) simulations o...
Bin Han, PhD
Therapy Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
AI Methods for the Diagnosis of Pneumonia on Chest Radiographs: Evaluation of Clinical Interpretability
This study investigated performance assessment metrics that, when applied to artificial intelligence (AI) outputs designed to identify the presence of pneumonia on chest radiographs, best align with the subjective clinical opinio...
Christopher L. Valdes, MSc
Diagnostic and Interventional Radiology Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Artificial Intelligence Tools In Radiation Oncology In Low- and Middle-Income Countries: A Systematic Review
Access to radiotherapy in low- and middle-income countries (LMICs) remains severely limited due to workforce shortages, infrastructure constraints, and workflow inefficiencies. Artificial intelligence (AI) has the potential to al...
Doris Keziah Ndassi
Therapy Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Automated Imaging Post Processing for MRI DTI Fiber Tracking
MRI diffusion tensor imaging (DTI) fiber tracking is a valuable tool for visualizing white matter pathways but is typically time consuming and operator dependent. This work presents the development and validation of an automated...
Yuxiang Zhou, PhD
Diagnostic and Interventional Radiology Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Investigating the Potential Ability of AI to Recognize Patient Ethnicity In Mammograms
To determine if Artificial Intelligence (AI) deep learning models can infer patient ethnicity from screening mammograms, and to identify the image features enabling this inference.
Rasika Rajapakshe, PhD
Diagnostic and Interventional Radiology Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Large Language Model Agreement for Classifying Adaptive Radiotherapy Rationales
Adaptive radiotherapy (ART) decisions made during quality assurance CT (QACT) review are commonly documented in free‑text clinical notes. Automated classification of these rationales could enable large‑scale workflow and quality‑...
Aidan Siddiqi
Therapy Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Leveraging Artificial Intelligence for PET Shielding Thickness Estimation: A Comparative Analysis
Traditionally, shielding design in PET facility relies on manually interpolating semi-logarithmic transmission curves from NCRP 147 and AAPM TG 108. This process is time-consuming and varies depending on the user. This study intr...
Meysam Tavakoli
Therapy Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Of Rags & Regs : A Practical Retrieval Augmented Generation Artificial Intelligence Agent to Support Ionizing Radiation Use Compliance with Regulations and Accreditation
A Retrieval-Augmented Generation (RAG) Artificial Intelligence (AI) Agent was developed to accurately, reliably, and quickly address queries and prompts that pertain to regulatory and accreditation compliance, specific to the use...
Maxwell Amurao, PhD, MBA
Professional
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Quantifying Differences between Clinical Practices Using Natural Language Processing for AI Model Generalization In Radiation Oncology
Many Artificial intelligence (AI) applications have been developed recently to improve the quality and efficiency of radiotherapy processes. Despite the success of image-based applications such as autocontouring, AI models traine...
Samuel Ming Ho Luk, PhD
Therapy Physics
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Responsible Integration of Artificial Intelligence In Radiation Medicine: A Pan-Canadian Framework for Oversight, Education, and Collaboration
Artificial intelligence (AI) is increasingly embedded across radiation medicine, with applications in clinical decision support, workflow efficiency, personalization of care, and quality assurance. Despite rapid technical advance...
Annie Hsu, PhD
Professional
0 people interested
Poster
Poster Program
Exhibit Hall | Poster Lounge
Jul 19 · 15:15
Toward an AI-Automated Radiation Therapy Workflow: A Dual-Model Approach to Target Volume Contouring and Dose Optimization In Intermediate-Risk Prostate Cancer
Prostate cancer male reproductive system malignancy and the most common male cancer treated by radiation. Given the high incidence rate and complexities of treatment planning, artificial intelligence (AI) solutions in medical phy...
Nayoon Justina Lee
Therapy Physics
0 people interested
Talk
Proffered Program
Room 220
Jul 20 · 13:29
Large Cohort Selection of Medical Imaging Exams from MIDRC Using the LOINC/RSNA Radiology Playbook
To develop artificial intelligence (AI) methods with improved repeatability and reproducibility, a recognized need is for large, publicly available, and curated imaging data sets. Notable public repositories of DICOM images exist...
Paul Kinahan
Diagnostic and Interventional Radiology Physics
0 people interested
Talk
Invited Program
5. Room 109 Therapy I
Jul 20 · 16:20
Implementation of Artificial Intelligence (AI) for Multi-Center Clinical Trial Radiotherapy (RT) Quality Assurance (QA)
Clinical Trials Specialty Program
Huaizhi Geng, Ph.D.
Clinical Trials Specialty Program
0 people interested
Talk
Proffered Program
Ballroom A
Jul 21 · 13:50
Ensemble Learning of Foundation Models for Precision Oncology
Histopathology is essential for disease diagnosis and treatment decision-making. Recent advances in artificial intelligence (AI) have enabled the development of pathology foundation models that learn rich visual representations f...
Ruijiang Li, PhD
Therapy Physics
0 people interested