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

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Bibliographic Details
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
Description
ISSN:1432-1084
DOI:10.1007/s00330-025-12147-2