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A novel method for EPID transmission dose generation using Monte Carlo simulation and deep learning | Synapse
March 3, 2026
A novel method for EPID transmission dose generation using Monte Carlo simulation and deep learning
TQ
Tao Qiu
NG
Nan Gao
Qingdao University of Science and Technology
YC
Yan-Kui Chang
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Key Points
Improved dose generation accuracy can enhance radiation therapy outcomes.
The method achieved a dose prediction error reduction of 20% compared to traditional techniques.
Observational analysis utilizing Monte Carlo simulation and deep learning to model EPID transmission.
Highlights the potential for better treatment planning and patient safety in radiation therapy.
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Qiu et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75dd5c6e9836116a2816c
https://doi.org/https://doi.org/10.1007/s41365-026-01898-2
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