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). |
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| 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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| ISSN: | 2730-6011 |
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| DOI: | 10.1007/s12672-026-04770-2 |
