Monte Carlo-consistent dose prediction for clinical CyberKnife radiotherapy using a physics-and spatially-informed diffusion model
Li Mingzhu Hui Xu Xiao Zhang Hongyu Lin Shihuan Qin He Huang Zunhao Zhang Yiming Ren Mengxiao Peng Jiapeng Li Ruiyan Du Wei Liu Ying Li Lian Zhang
Monte Carlo-consistent dose prediction for clinical CyberKnife radiotherapy using a physics-and spatially-informed diffusion model
摘要
关键词
CyberKnife/Diffusion model/Monte Carlo/Dose calculation/Finite‑size pencil beam分类
医药卫生引用本文复制引用
Li Mingzhu,Hui Xu,Xiao Zhang,Hongyu Lin,Shihuan Qin,He Huang,Zunhao Zhang,Yiming Ren,Mengxiao Peng,Jiapeng Li,Ruiyan Du,Wei Liu,Ying Li,Lian Zhang..Monte Carlo-consistent dose prediction for clinical CyberKnife radiotherapy using a physics-and spatially-informed diffusion model[J].Intelligent Oncology,2026,2(3):P.4-14,11.基金项目
supported by the Hebei Provincial Health Commission Medical Research Program(Grant No.:20250011,20260098 and 20260115) （Grant No.:20250011,20260098 and 20260115）
the Innovation&Development Medical Cooperation Program of Hengrui-Hebei(Grant No.:HR202502085) （Grant No.:HR202502085）
the Hebei Provincial Yanzhao Golden Terrace Talent Recruitment ProgramTop-Tier Talent Program(Grant No.:HY2025050008) （Grant No.:HY2025050008）
the Chronic Disease Management Research Program of the Center for Capacity Building and Continuing Education （）
National Health Commission(Grant No.:GWJJMB202510022202) （Grant No.:GWJJMB202510022202）
the National Foreign Experts Program(Grant No.:S20250235) （Grant No.:S20250235）
the Spark Scientific Research Program of the First Affiliated Hospital of Hebei Medical University(Grant No.:XH202515)。 （Grant No.:XH202515）
