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Externally validated knowledge-based planning model for machine learning-assisted radiation therapy treatment of high-grade glioma.

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Title: Externally validated knowledge-based planning model for machine learning-assisted radiation therapy treatment of high-grade glioma.
Authors: Lloyd SA; BC Cancer - Vancouver, Medical Physics, Vancouver, British Columbia, V5Z 4E6; University of British Columbia, Division of Radiation Oncology, Vancouver, British Columbia, V5Z 1M9. Electronic address: slloyd@bccancer.bc.ca., Swift CL; BC Cancer - Vancouver, Medical Physics, Vancouver, British Columbia, V5Z 4E6., Pritchard AG; BC Cancer - Vancouver, Radiation Oncology, Vancouver, British Columbia, V5Z 4E6; University of British Columbia, Division of Radiation Oncology, Vancouver, British Columbia, V5Z 1M9., Nehring G; BC Cancer - Vancouver, Medical Physics, Vancouver, British Columbia, V5Z 4E6., Stubbs T; BC Cancer - Vancouver, Radiation Oncology, Vancouver, British Columbia, V5Z 4E6., Nichol AM; BC Cancer - Vancouver, Radiation Oncology, Vancouver, British Columbia, V5Z 4E6; University of British Columbia, Division of Radiation Oncology, Vancouver, British Columbia, V5Z 1M9.
Source: Medical dosimetry : official journal of the American Association of Medical Dosimetrists [Med Dosim] 2026; Vol. 51 (2), pp. 213-217. Date of Electronic Publication: 2026 Jan 14.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Elsevier Science Country of Publication: United States NLM ID: 8908862 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-4022 (Electronic) Linking ISSN: 18734022 NLM ISO Abbreviation: Med Dosim Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Externally validated knowledge-based planning model for machine learning-assisted radiation therapy treatment of high-grade glioma.
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  Data: <searchLink fieldCode="AU" term="%22Lloyd+SA%22">Lloyd SA</searchLink>; BC Cancer - Vancouver, Medical Physics, Vancouver, British Columbia, V5Z 4E6; University of British Columbia, Division of Radiation Oncology, Vancouver, British Columbia, V5Z 1M9. Electronic address: slloyd@bccancer.bc.ca.<br /><searchLink fieldCode="AU" term="%22Swift+CL%22">Swift CL</searchLink>; BC Cancer - Vancouver, Medical Physics, Vancouver, British Columbia, V5Z 4E6.<br /><searchLink fieldCode="AU" term="%22Pritchard+AG%22">Pritchard AG</searchLink>; BC Cancer - Vancouver, Radiation Oncology, Vancouver, British Columbia, V5Z 4E6; University of British Columbia, Division of Radiation Oncology, Vancouver, British Columbia, V5Z 1M9.<br /><searchLink fieldCode="AU" term="%22Nehring+G%22">Nehring G</searchLink>; BC Cancer - Vancouver, Medical Physics, Vancouver, British Columbia, V5Z 4E6.<br /><searchLink fieldCode="AU" term="%22Stubbs+T%22">Stubbs T</searchLink>; BC Cancer - Vancouver, Radiation Oncology, Vancouver, British Columbia, V5Z 4E6.<br /><searchLink fieldCode="AU" term="%22Nichol+AM%22">Nichol AM</searchLink>; BC Cancer - Vancouver, Radiation Oncology, Vancouver, British Columbia, V5Z 4E6; University of British Columbia, Division of Radiation Oncology, Vancouver, British Columbia, V5Z 1M9.
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  Data: <searchLink fieldCode="JN" term="%228908862%22">Medical dosimetry : official journal of the American Association of Medical Dosimetrists</searchLink> [Med Dosim] 2026; Vol. 51 (2), pp. 213-217. <i>Date of Electronic Publication: </i>2026 Jan 14.
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      – Type: doi
        Value: 10.1016/j.meddos.2025.12.001
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      – Code: eng
        Text: English
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        StartPage: 213
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      – TitleFull: Externally validated knowledge-based planning model for machine learning-assisted radiation therapy treatment of high-grade glioma.
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              Text: 2026
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              Value: 1873-4022
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              Value: 51
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            – TitleFull: Medical dosimetry : official journal of the American Association of Medical Dosimetrists
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