Prediction of the output factor using machine and deep learning approach in uniform scanning proton therapy.

CONCLUSION: The GPR and SNN models outperformed the EM in terms of prediction accuracy. Machine and deep learning algorithms predicted the output factor and MU for USPT with higher predictive accuracy than EM. In our clinic, these models have been adopted as a secondary check of MU or output factors.
PMID: 32419245 [PubMed - as supplied by publisher]

Source: Journal of Applied Clinical Medical Physics - May 16, 2020 Category: Physics Authors: Grewal HS, Chacko MS, Ahmad S, Jin H Tags: J Appl Clin Med Phys Source Type: research