A proof-of-concept study of direct magnetic resonance imaging-based proton dose calculation for brain tumors via neural networks with Monte Carlo-comparable accuracy.

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Bibliographic Details
Title: A proof-of-concept study of direct magnetic resonance imaging-based proton dose calculation for brain tumors via neural networks with Monte Carlo-comparable accuracy.
Authors: Li M; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.; Department of Physics, ETH Zurich, Switzerland., Winterhalter C; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland., Li X; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.; Department of Computer Science, ETH Zurich, Switzerland., Safai S; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland., Lomax A; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.; Department of Physics, ETH Zurich, Switzerland., Zhang Y; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.
Source: Physics and imaging in radiation oncology [Phys Imaging Radiat Oncol] 2025 Jul 05; Vol. 35, pp. 100806. Date of Electronic Publication: 2025 Jul 05 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Elsevier B.V Country of Publication: Netherlands NLM ID: 101704276 Publication Model: eCollection Cited Medium: Internet ISSN: 2405-6316 (Electronic) Linking ISSN: 24056316 NLM ISO Abbreviation: Phys Imaging Radiat Oncol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2405-6316
DOI:10.1016/j.phro.2025.100806