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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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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
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PubType: Academic Journal
PubTypeId: academicJournal
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  Data: 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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  Data: <searchLink fieldCode="AU" term="%22Li+M%22">Li M</searchLink>; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.; Department of Physics, ETH Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Winterhalter+C%22">Winterhalter C</searchLink>; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.<br /><searchLink fieldCode="AU" term="%22Li+X%22">Li X</searchLink>; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.; Department of Computer Science, ETH Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Safai+S%22">Safai S</searchLink>; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.<br /><searchLink fieldCode="AU" term="%22Lomax+A%22">Lomax A</searchLink>; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.; Department of Physics, ETH Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Center for Proton Therapy, Paul Scherrer Institute (PSI), Switzerland.
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  Data: <searchLink fieldCode="JN" term="%22101704276%22">Physics and imaging in radiation oncology</searchLink> [Phys Imaging Radiat Oncol] 2025 Jul 05; Vol. 35, pp. 100806. <i>Date of Electronic Publication: </i>2025 Jul 05 (<i>Print Publication: </i>2025).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+B%2EV%22">Elsevier B.V </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>101704276 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2405-6316 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2224056316%22">24056316 </searchLink><i>NLM ISO Abbreviation: </i>Phys Imaging Radiat Oncol <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1016/j.phro.2025.100806
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              Text: 2025 Jul 05
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