St. Gallen International Breast Cancer Consensus-Based Clinical Decision Validation: Concordance Assessment Between Deep Large Language Model Outputs and Global Expert Panel Recommendations.
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| Title: | St. Gallen International Breast Cancer Consensus-Based Clinical Decision Validation: Concordance Assessment Between Deep Large Language Model Outputs and Global Expert Panel Recommendations. |
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| Authors: | Pan Y; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Duan C; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Du J; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Zhang J; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Du K; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Zhang C; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Liu Z; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Zhang W; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Wang B; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Ren Y; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China., Sun Z; School of Cyber Science and Engineering, Zhengzhou University, Zhengzhou, Henan Province, China. sunzhao@stu.xjtu.edu.cn.; Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China. sunzhao@stu.xjtu.edu.cn., Zhu L; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China. zhulizhe0301@163.com. |
| Source: | Annals of surgical oncology [Ann Surg Oncol] 2026 May; Vol. 33 (5), pp. 4518-4529. Date of Electronic Publication: 2026 Feb 10. |
| Publication Type: | Journal Article; Validation Study |
| Journal Info: | Publisher: Springer Country of Publication: United States NLM ID: 9420840 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1534-4681 (Electronic) Linking ISSN: 10689265 NLM ISO Abbreviation: Ann Surg Oncol Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41667891 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: St. Gallen International Breast Cancer Consensus-Based Clinical Decision Validation: Concordance Assessment Between Deep Large Language Model Outputs and Global Expert Panel Recommendations. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Pan+Y%22">Pan Y</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Duan+C%22">Duan C</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Du+J%22">Du J</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Zhang+J%22">Zhang J</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Du+K%22">Du K</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Zhang+C%22">Zhang C</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Liu+Z%22">Liu Z</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Zhang+W%22">Zhang W</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Wang+B%22">Wang B</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Ren+Y%22">Ren Y</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China.<br /><searchLink fieldCode="AU" term="%22Sun+Z%22">Sun Z</searchLink>; School of Cyber Science and Engineering, Zhengzhou University, Zhengzhou, Henan Province, China. sunzhao@stu.xjtu.edu.cn.; Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, Shaanxi Province, China. sunzhao@stu.xjtu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Zhu+L%22">Zhu L</searchLink>; Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, China. zhulizhe0301@163.com. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%229420840%22">Annals of surgical oncology</searchLink> [Ann Surg Oncol] 2026 May; Vol. 33 (5), pp. 4518-4529. <i>Date of Electronic Publication: </i>2026 Feb 10. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Validation Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9420840 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1534-4681 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210689265%22">10689265 </searchLink><i>NLM ISO Abbreviation: </i>Ann Surg Oncol <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41667891 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1245/s10434-026-19176-1 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 4518 Titles: – TitleFull: St. Gallen International Breast Cancer Consensus-Based Clinical Decision Validation: Concordance Assessment Between Deep Large Language Model Outputs and Global Expert Panel Recommendations. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Pan Y – PersonEntity: Name: NameFull: Duan C – PersonEntity: Name: NameFull: Du J – PersonEntity: Name: NameFull: Zhang J – PersonEntity: Name: NameFull: Du K – PersonEntity: Name: NameFull: Zhang C – PersonEntity: Name: NameFull: Liu Z – PersonEntity: Name: NameFull: Zhang W – PersonEntity: Name: NameFull: Wang B – PersonEntity: Name: NameFull: Ren Y – PersonEntity: Name: NameFull: Sun Z – PersonEntity: Name: NameFull: Zhu L IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 05 Text: 2026 May Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1534-4681 Numbering: – Type: volume Value: 33 – Type: issue Value: 5 Titles: – TitleFull: Annals of surgical oncology Type: main |
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