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BI-RADS-compliant structured mammography reporting using locally deployed large language models under privacy constraints.

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Title: BI-RADS-compliant structured mammography reporting using locally deployed large language models under privacy constraints.
Authors: Sheng W; School of Physics and Electronic Engineering, Linyi University, Linyi, China.; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China., Wang Y; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China., Xiao L; Department of Radiology, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China., Guo B; Department of Radiology, Jinan Maternal and Child Health Care Hospital affiliated to Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China., Zhang Y; Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China., Qiao L; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China., Li Q; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China., Yang L; School of Physics and Electronic Engineering, Linyi University, Linyi, China. wlyangliu@lyu.edu.cn., Zhang Y; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China. zhangyisd@139.com.; School of Radiology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China. zhangyisd@139.com.
Source: European radiology [Eur Radiol] 2026 May; Vol. 36 (5), pp. 3676-3686. Date of Electronic Publication: 2025 Nov 19.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: Springer International Country of Publication: Germany NLM ID: 9114774 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-1084 (Electronic) Linking ISSN: 09387994 NLM ISO Abbreviation: Eur Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: BI-RADS-compliant structured mammography reporting using locally deployed large language models under privacy constraints.
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  Data: <searchLink fieldCode="AU" term="%22Sheng+W%22">Sheng W</searchLink>; School of Physics and Electronic Engineering, Linyi University, Linyi, China.; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China.<br /><searchLink fieldCode="AU" term="%22Xiao+L%22">Xiao L</searchLink>; Department of Radiology, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China.<br /><searchLink fieldCode="AU" term="%22Guo+B%22">Guo B</searchLink>; Department of Radiology, Jinan Maternal and Child Health Care Hospital affiliated to Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China.<br /><searchLink fieldCode="AU" term="%22Qiao+L%22">Qiao L</searchLink>; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China.<br /><searchLink fieldCode="AU" term="%22Li+Q%22">Li Q</searchLink>; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China.<br /><searchLink fieldCode="AU" term="%22Yang+L%22">Yang L</searchLink>; School of Physics and Electronic Engineering, Linyi University, Linyi, China. wlyangliu@lyu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Information Center, Shandong Provincial Maternal and Child Health Care Hospital affiliated to Qingdao University, Jinan, China. zhangyisd@139.com.; School of Radiology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China. zhangyisd@139.com.
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  Data: <searchLink fieldCode="JN" term="%229114774%22">European radiology</searchLink> [Eur Radiol] 2026 May; Vol. 36 (5), pp. 3676-3686. <i>Date of Electronic Publication: </i>2025 Nov 19.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+International%22">Springer International </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>9114774 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1432-1084 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209387994%22">09387994 </searchLink><i>NLM ISO Abbreviation: </i>Eur Radiol <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s00330-025-12147-2
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        Text: English
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      – TitleFull: BI-RADS-compliant structured mammography reporting using locally deployed large language models under privacy constraints.
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            – D: 01
              M: 05
              Text: 2026 May
              Type: published
              Y: 2026
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