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Cervi-LLM for real time colposcopy lesion detection and interpretable diagnosis.

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Title: Cervi-LLM for real time colposcopy lesion detection and interpretable diagnosis.
Authors: Hu Z; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Department of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China., Ma L; Library, Shanghai Jiao Tong University, Shanghai, 200000, China., Huang S; Department of Computer Science, Shanghai Jiao Tong University, Shanghai, 200000, China., Wei Y; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China., Gu L; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China., Hong Z; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China., Ding Y; Department of Computer Science, Shanghai Jiao Tong University, Shanghai, 200000, China., Wu A; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China., Di W; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; State Key Laboratory of Oncogenes and Related Genes, School of Medicine, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China., Lu H; Department of Computer Science, Shanghai Jiao Tong University, Shanghai, 200000, China. htlu@sjtu.edu.cn., Qiu L; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China. lilyqiulh@126.com.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China. lilyqiulh@126.com.; State Key Laboratory of Oncogenes and Related Genes, School of Medicine, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China. lilyqiulh@126.com.
Source: Scientific reports [Sci Rep] 2026 May 15; Vol. 16 (1). Date of Electronic Publication: 2026 May 15.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Cervi-LLM for real time colposcopy lesion detection and interpretable diagnosis.
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  Data: <searchLink fieldCode="AU" term="%22Hu+Z%22">Hu Z</searchLink>; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Department of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Ma+L%22">Ma L</searchLink>; Library, Shanghai Jiao Tong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Huang+S%22">Huang S</searchLink>; Department of Computer Science, Shanghai Jiao Tong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Wei+Y%22">Wei Y</searchLink>; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Gu+L%22">Gu L</searchLink>; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Hong+Z%22">Hong Z</searchLink>; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Ding+Y%22">Ding Y</searchLink>; Department of Computer Science, Shanghai Jiao Tong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Wu+A%22">Wu A</searchLink>; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Di+W%22">Di W</searchLink>; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.; State Key Laboratory of Oncogenes and Related Genes, School of Medicine, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China.<br /><searchLink fieldCode="AU" term="%22Lu+H%22">Lu H</searchLink>; Department of Computer Science, Shanghai Jiao Tong University, Shanghai, 200000, China. htlu@sjtu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Qiu+L%22">Qiu L</searchLink>; Department of Obstetrics and Gynecology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China. lilyqiulh@126.com.; Shanghai Key Laboratory of Gynecologic Oncology, School of Medicine, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China. lilyqiulh@126.com.; State Key Laboratory of Oncogenes and Related Genes, School of Medicine, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiaotong University, Shanghai, 200000, China. lilyqiulh@126.com.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 May 15; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 May 15.
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              Text: 2026 May 15
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