3 papers
physics.med-ph2025
Advancements in Monte Carlo simulations with gMicroMC: reactive species build-up promotes radical-radical reactions at Flash dose rates
Miguel Molina-Hernandez, Patricia Gonçalves, Yujie Chi +1
Ultra-high dose rate irradiations to water indicate an enhancement of radical-radical reactions, which could potentially correlate with the Flash effect. The purpose of this work w…
physics.med-ph2025
New Insights into Automatic Treatment Planning for Cancer Radiotherapy Using Explainable Artificial Intelligence
Md Mainul Abrar, Xun Jia, Yujie Chi
Objective: This study aims to uncover the opaque decision-making process of an artificial intelligence (AI) agent for automatic treatment planning. Approach: We examined a previous…
physics.med-ph2025
Actor Critic with Experience Replay-based automatic treatment planning for prostate cancer intensity modulated radiotherapy
Md Mainul Abrar, Parvat Sapkota, Damon Sprouts +2
Background: Real-time treatment planning in IMRT is challenging due to complex beam interactions. AI has improved automation, but existing models require large, high-quality datase…