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Automated detection of metastatic lymph nodes in head and neck malignant tumors on high - resolution MRI images using an improved convolutional neural network.

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Title: Automated detection of metastatic lymph nodes in head and neck malignant tumors on high - resolution MRI images using an improved convolutional neural network.
Authors: Zhou Z; Department of Oral and Maxillofacial Surgery, General Hospital of Ningxia Medical University, No. 804, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: zzwjoel@hotmail.com., Xue J; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: Xx18309585032@163.com., Wu Y; Ningxia Medical University, No. 1160, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: 13323560023@163.com., Mao J; Ningxia Medical University, No. 1160, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China., Li C; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: 171491345@qq.com., Yu X; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: 360942762@qq.com., Ma C; Department of Oral and Maxillofacial Surgery, General Hospital of Ningxia Medical University, No. 804, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: mcp990218@163.com., Zhao G; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: zhaogz040@163.com.
Source: International journal of medical informatics [Int J Med Inform] 2025 Aug; Vol. 200, pp. 105904. Date of Electronic Publication: 2025 Mar 30.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Ireland Ltd Country of Publication: Ireland NLM ID: 9711057 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8243 (Electronic) Linking ISSN: 13865056 NLM ISO Abbreviation: Int J Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Automated detection of metastatic lymph nodes in head and neck malignant tumors on high - resolution MRI images using an improved convolutional neural network.
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  Data: <searchLink fieldCode="AU" term="%22Zhou+Z%22">Zhou Z</searchLink>; Department of Oral and Maxillofacial Surgery, General Hospital of Ningxia Medical University, No. 804, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: zzwjoel@hotmail.com.<br /><searchLink fieldCode="AU" term="%22Xue+J%22">Xue J</searchLink>; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: Xx18309585032@163.com.<br /><searchLink fieldCode="AU" term="%22Wu+Y%22">Wu Y</searchLink>; Ningxia Medical University, No. 1160, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: 13323560023@163.com.<br /><searchLink fieldCode="AU" term="%22Mao+J%22">Mao J</searchLink>; Ningxia Medical University, No. 1160, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China.<br /><searchLink fieldCode="AU" term="%22Li+C%22">Li C</searchLink>; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: 171491345@qq.com.<br /><searchLink fieldCode="AU" term="%22Yu+X%22">Yu X</searchLink>; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: 360942762@qq.com.<br /><searchLink fieldCode="AU" term="%22Ma+C%22">Ma C</searchLink>; Department of Oral and Maxillofacial Surgery, General Hospital of Ningxia Medical University, No. 804, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: mcp990218@163.com.<br /><searchLink fieldCode="AU" term="%22Zhao+G%22">Zhao G</searchLink>; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: zhaogz040@163.com.
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  Data: <searchLink fieldCode="JN" term="%229711057%22">International journal of medical informatics</searchLink> [Int J Med Inform] 2025 Aug; Vol. 200, pp. 105904. <i>Date of Electronic Publication: </i>2025 Mar 30.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Ireland+Ltd%22">Elsevier Science Ireland Ltd </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>9711057 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1872-8243 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213865056%22">13865056 </searchLink><i>NLM ISO Abbreviation: </i>Int J Med Inform <i>Subsets: </i>MEDLINE
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RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1016/j.ijmedinf.2025.105904
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      – Code: eng
        Text: English
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        StartPage: 105904
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      – TitleFull: Automated detection of metastatic lymph nodes in head and neck malignant tumors on high - resolution MRI images using an improved convolutional neural network.
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            NameFull: Xue J
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            NameFull: Mao J
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            NameFull: Li C
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            NameFull: Yu X
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            – D: 01
              M: 08
              Text: 2025 Aug
              Type: published
              Y: 2025
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