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Machine learning-based prognostic modeling in gallbladder cancer using clinical data and pre-treatment [18F]-FDG-PET-radiomic features.

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Title: Machine learning-based prognostic modeling in gallbladder cancer using clinical data and pre-treatment [18F]-FDG-PET-radiomic features.
Authors: Nakajo M; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan. toyo.nakajo@dolphin.ocn.ne.jp., Hirahara D; Department of Management Planning Division, Harada Academy, 2-54-4 Higashitaniyama, Kagoshima, 890-0113, Japan., Jinguji M; Department of Radiology, Nanpuh Hospital, 14-3 Nagata, Kagoshima, 892-8512, Japan., Idichi T; Department of Digestive Surgery, Graduate School of Medical and Dental Sciences, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan., Hirahara M; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan., Tani A; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan., Takumi K; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan., Kamimura K; Department of Advanced Radiological Imaging, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan., Ohtsuka T; Department of Digestive Surgery, Graduate School of Medical and Dental Sciences, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan., Yoshiura T; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.
Source: Japanese journal of radiology [Jpn J Radiol] 2025 May; Vol. 43 (5), pp. 864-874. Date of Electronic Publication: 2024 Dec 28.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: Japan NLM ID: 101490689 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1867-108X (Electronic) Linking ISSN: 18671071 NLM ISO Abbreviation: Jpn J Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine learning-based prognostic modeling in gallbladder cancer using clinical data and pre-treatment [<superscript>18</superscript>F]-FDG-PET-radiomic features.
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  Data: <searchLink fieldCode="AU" term="%22Nakajo+M%22">Nakajo M</searchLink>; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan. toyo.nakajo@dolphin.ocn.ne.jp.<br /><searchLink fieldCode="AU" term="%22Hirahara+D%22">Hirahara D</searchLink>; Department of Management Planning Division, Harada Academy, 2-54-4 Higashitaniyama, Kagoshima, 890-0113, Japan.<br /><searchLink fieldCode="AU" term="%22Jinguji+M%22">Jinguji M</searchLink>; Department of Radiology, Nanpuh Hospital, 14-3 Nagata, Kagoshima, 892-8512, Japan.<br /><searchLink fieldCode="AU" term="%22Idichi+T%22">Idichi T</searchLink>; Department of Digestive Surgery, Graduate School of Medical and Dental Sciences, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.<br /><searchLink fieldCode="AU" term="%22Hirahara+M%22">Hirahara M</searchLink>; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.<br /><searchLink fieldCode="AU" term="%22Tani+A%22">Tani A</searchLink>; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.<br /><searchLink fieldCode="AU" term="%22Takumi+K%22">Takumi K</searchLink>; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.<br /><searchLink fieldCode="AU" term="%22Kamimura+K%22">Kamimura K</searchLink>; Department of Advanced Radiological Imaging, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.<br /><searchLink fieldCode="AU" term="%22Ohtsuka+T%22">Ohtsuka T</searchLink>; Department of Digestive Surgery, Graduate School of Medical and Dental Sciences, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.<br /><searchLink fieldCode="AU" term="%22Yoshiura+T%22">Yoshiura T</searchLink>; Department of Radiology, Graduate School of Medical and Dental Sciences, Kagoshima University, 8-35-1 Sakuragaoka, Kagoshima, 890-8544, Japan.
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  Data: <searchLink fieldCode="JN" term="%22101490689%22">Japanese journal of radiology</searchLink> [Jpn J Radiol] 2025 May; Vol. 43 (5), pp. 864-874. <i>Date of Electronic Publication: </i>2024 Dec 28.
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              Text: 2025 May
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