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An AI-enhanced evidence-mapping framework for exhaled breathomics in cancer diagnostics: integrating multiple large language models (2005-early 2025).

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Title: An AI-enhanced evidence-mapping framework for exhaled breathomics in cancer diagnostics: integrating multiple large language models (2005-early 2025).
Authors: Sun Y; Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 zhizaoju rd, Huangpu District, Shanghai, China.; College of Stomatology, Shanghai Jiao Tong University, Shanghai, China.; National Center for Stomatology, Shanghai, China.; National Clinical Research Center for Oral Diseases, Shanghai, China.; Shanghai Key Laboratory of Stomatology, Shanghai, China.; Shanghai Research Institute of Stomatology, Shanghai, China., Cheng G; College of Mechanical and Electrical Engineering, Fujian Agriculture and Forestry University, Fuzhou, China., Liu Y; Department of Medical Oncology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China., Han J; Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 zhizaoju rd, Huangpu District, Shanghai, China.; College of Stomatology, Shanghai Jiao Tong University, Shanghai, China.; National Center for Stomatology, Shanghai, China.; National Clinical Research Center for Oral Diseases, Shanghai, China.; Shanghai Key Laboratory of Stomatology, Shanghai, China.; Shanghai Research Institute of Stomatology, Shanghai, China., Wang Y; Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 zhizaoju rd, Huangpu District, Shanghai, China.; College of Stomatology, Shanghai Jiao Tong University, Shanghai, China.; National Center for Stomatology, Shanghai, China.; National Clinical Research Center for Oral Diseases, Shanghai, China.; Shanghai Key Laboratory of Stomatology, Shanghai, China.; Shanghai Research Institute of Stomatology, Shanghai, China., Zhou J; Zhejiang Cancer Hospital, Hangzhou, Zhejiang, China., Duan Y; School of Mechanical Engineering, Sichuan University, Chengdu, China. yduan@scu.edu.cn., Liu J; Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 zhizaoju rd, Huangpu District, Shanghai, China. laurence_ljn@163.com.; College of Stomatology, Shanghai Jiao Tong University, Shanghai, China. laurence_ljn@163.com.; National Center for Stomatology, Shanghai, China. laurence_ljn@163.com.; National Clinical Research Center for Oral Diseases, Shanghai, China. laurence_ljn@163.com.; Shanghai Key Laboratory of Stomatology, Shanghai, China. laurence_ljn@163.com.; Shanghai Research Institute of Stomatology, Shanghai, China. laurence_ljn@163.com.
Source: Discover oncology [Discov Oncol] 2026 Mar 10; Vol. 17 (1). Date of Electronic Publication: 2026 Mar 10.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 101775142 Publication Model: Electronic Cited Medium: Internet ISSN: 2730-6011 (Electronic) Linking ISSN: 27306011 NLM ISO Abbreviation: Discov Oncol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: An AI-enhanced evidence-mapping framework for exhaled breathomics in cancer diagnostics: integrating multiple large language models (2005-early 2025).
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  Data: <searchLink fieldCode="AU" term="%22Sun+Y%22">Sun Y</searchLink>; Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 zhizaoju rd, Huangpu District, Shanghai, China.; College of Stomatology, Shanghai Jiao Tong University, Shanghai, China.; National Center for Stomatology, Shanghai, China.; National Clinical Research Center for Oral Diseases, Shanghai, China.; Shanghai Key Laboratory of Stomatology, Shanghai, China.; Shanghai Research Institute of Stomatology, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Cheng+G%22">Cheng G</searchLink>; College of Mechanical and Electrical Engineering, Fujian Agriculture and Forestry University, Fuzhou, China.<br /><searchLink fieldCode="AU" term="%22Liu+Y%22">Liu Y</searchLink>; Department of Medical Oncology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Han+J%22">Han J</searchLink>; Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 zhizaoju rd, Huangpu District, Shanghai, China.; College of Stomatology, Shanghai Jiao Tong University, Shanghai, China.; National Center for Stomatology, Shanghai, China.; National Clinical Research Center for Oral Diseases, Shanghai, China.; Shanghai Key Laboratory of Stomatology, Shanghai, China.; Shanghai Research Institute of Stomatology, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 zhizaoju rd, Huangpu District, Shanghai, China.; College of Stomatology, Shanghai Jiao Tong University, Shanghai, China.; National Center for Stomatology, Shanghai, China.; National Clinical Research Center for Oral Diseases, Shanghai, China.; Shanghai Key Laboratory of Stomatology, Shanghai, China.; Shanghai Research Institute of Stomatology, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Zhou+J%22">Zhou J</searchLink>; Zhejiang Cancer Hospital, Hangzhou, Zhejiang, China.<br /><searchLink fieldCode="AU" term="%22Duan+Y%22">Duan Y</searchLink>; School of Mechanical Engineering, Sichuan University, Chengdu, China. yduan@scu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 zhizaoju rd, Huangpu District, Shanghai, China. laurence_ljn@163.com.; College of Stomatology, Shanghai Jiao Tong University, Shanghai, China. laurence_ljn@163.com.; National Center for Stomatology, Shanghai, China. laurence_ljn@163.com.; National Clinical Research Center for Oral Diseases, Shanghai, China. laurence_ljn@163.com.; Shanghai Key Laboratory of Stomatology, Shanghai, China. laurence_ljn@163.com.; Shanghai Research Institute of Stomatology, Shanghai, China. laurence_ljn@163.com.
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  Data: <searchLink fieldCode="JN" term="%22101775142%22">Discover oncology</searchLink> [Discov Oncol] 2026 Mar 10; Vol. 17 (1). <i>Date of Electronic Publication: </i>2026 Mar 10.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101775142 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2730-6011 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2227306011%22">27306011 </searchLink><i>NLM ISO Abbreviation: </i>Discov Oncol <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1007/s12672-026-04770-2
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              Text: 2026 Mar 10
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