Multicenter validation and randomized crossover reader evaluation of deep learning-assisted tri-sequence three-dimensional MRI segmentation for hypopharyngeal tumor.

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Title: Multicenter validation and randomized crossover reader evaluation of deep learning-assisted tri-sequence three-dimensional MRI segmentation for hypopharyngeal tumor.
Authors: Hsu C; Division of Radiation Oncology, Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan., Ku HL; Department of Mathematics and Institute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan., Lin SM; Department of Radiation Oncology, Chang Gung Memorial Hospital, Linkou Branch, Taiwan., Lee HL; Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan., Lee IH; Division of Radiation Oncology, Department of Oncology, National Taiwan University BioMedical Park Hospital Zhubei Campus, Hsinchu, Taiwan., Chen KY; Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan., Chen YL; Division of Radiation Oncology, Department of Oncology, National Taiwan University BioMedical Park Hospital Zhubei Campus, Hsinchu, Taiwan; Graduate Program of Data Science, National Taiwan University, Taipei, Taiwan., Liu KL; Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan., Chen PT; Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan., Chen RY; Graduate Program of Data Science, National Taiwan University, Taipei, Taiwan., Tsai HH; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan., Yang TL; Department of Otolaryngology, National Taiwan University Hospital, Taipei, Taiwan., Lai SF; Division of Radiation Oncology, Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan., Chiou JF; Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan., Kuo SH; Division of Radiation Oncology, Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan., Wang CW; Division of Radiation Oncology, Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan. Electronic address: cwwang@ntuh.gov.tw., Wang W; Department of Mathematics and Institute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan; Graduate Program of Data Science, National Taiwan University, Taipei, Taiwan. Electronic address: wwang@ntu.edu.tw.
Source: Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology [Radiother Oncol] 2026 Aug; Vol. 221, pp. 111606. Date of Electronic Publication: 2026 May 19.
Publication Type: Journal Article; Multicenter Study; Validation Study
Journal Info: Publisher: Elsevier Scientific Publishers Country of Publication: Ireland NLM ID: 8407192 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0887 (Electronic) Linking ISSN: 01678140 NLM ISO Abbreviation: Radiother Oncol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Multicenter validation and randomized crossover reader evaluation of deep learning-assisted tri-sequence three-dimensional MRI segmentation for hypopharyngeal tumor.
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  Data: <searchLink fieldCode="AU" term="%22Hsu+C%22">Hsu C</searchLink>; Division of Radiation Oncology, Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Ku+HL%22">Ku HL</searchLink>; Department of Mathematics and Institute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+SM%22">Lin SM</searchLink>; Department of Radiation Oncology, Chang Gung Memorial Hospital, Linkou Branch, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lee+HL%22">Lee HL</searchLink>; Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lee+IH%22">Lee IH</searchLink>; Division of Radiation Oncology, Department of Oncology, National Taiwan University BioMedical Park Hospital Zhubei Campus, Hsinchu, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+KY%22">Chen KY</searchLink>; Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+YL%22">Chen YL</searchLink>; Division of Radiation Oncology, Department of Oncology, National Taiwan University BioMedical Park Hospital Zhubei Campus, Hsinchu, Taiwan; Graduate Program of Data Science, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liu+KL%22">Liu KL</searchLink>; Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+PT%22">Chen PT</searchLink>; Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+RY%22">Chen RY</searchLink>; Graduate Program of Data Science, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Tsai+HH%22">Tsai HH</searchLink>; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Yang+TL%22">Yang TL</searchLink>; Department of Otolaryngology, National Taiwan University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lai+SF%22">Lai SF</searchLink>; Division of Radiation Oncology, Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chiou+JF%22">Chiou JF</searchLink>; Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Kuo+SH%22">Kuo SH</searchLink>; Division of Radiation Oncology, Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+CW%22">Wang CW</searchLink>; Division of Radiation Oncology, Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan. Electronic address: cwwang@ntuh.gov.tw.<br /><searchLink fieldCode="AU" term="%22Wang+W%22">Wang W</searchLink>; Department of Mathematics and Institute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan; Graduate Program of Data Science, National Taiwan University, Taipei, Taiwan. Electronic address: wwang@ntu.edu.tw.
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              Text: 2026 Aug
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