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Author profile
Jingying Lin, PhD
UT Southwestern Medical Center
A Multi-Agent AI Framework for Intelligent, Knowledge-Based Quality Assurance In Online Adaptive Radiotherapy
The increasing adoption of MRI-guided online adaptive radiotherapy (oART) has improved treatment personalization but introduced substantial technical complexity and time pressure. Existing QA approaches remain largely manual and retrospective, with limited ab...
Poster Program · Therapy Physics
Integrated AI Contouring for Online Adaptation: Enabling Efficient Prostate Mrgrt and Beyond
Online adaptive prostate MR-guided radiotherapy (MRgRT) is time-sensitive, and contouring with structure preparation can require upwards of 15 minutes per fraction. While vendor-TPS provided contours can be useful, performance and consistency vary by site, pr...
Poster Program · Therapy Physics
Large Language Model-Assisted Analysis of Planning Peer Review Data to Drive Quality Improvement In MR-Guided Online Adaptive Radiotherapy
Magnetic resonance imaging-guided online adaptive radiotherapy (MRgRT) requires a complex planning process, during which an upstream peer review prior to physician approval plays an essential role in early error detection and supporting safe and efficient onl...
Poster Program · Therapy Physics