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Leveraging Large Language Models for Accurate AO Fracture Classification from CT Text Reports.

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Title: Leveraging Large Language Models for Accurate AO Fracture Classification from CT Text Reports.
Authors: Mergen M; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany., Spitzl D; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany. Danieljan.Spitzl@mri.tum.de., Ketzer C; Department of Trauma Surgery, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany., Strenzke M; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany., Marka AW; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany., Makowski MR; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany., Bressem KK; Department of Cardiovascular Radiology and Nuclear Medicine, School of Medicine and Health, German Heart Center Munich, Technical University of Munich, 80636, Munich, Germany., Adams LC; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany., Gassert FT; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany.
Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2026 Apr; Vol. 39 (2), pp. 1861-1867. Date of Electronic Publication: 2025 Jul 07.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Mergen+M%22">Mergen M</searchLink>; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Spitzl+D%22">Spitzl D</searchLink>; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany. Danieljan.Spitzl@mri.tum.de.<br /><searchLink fieldCode="AU" term="%22Ketzer+C%22">Ketzer C</searchLink>; Department of Trauma Surgery, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Strenzke+M%22">Strenzke M</searchLink>; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Marka+AW%22">Marka AW</searchLink>; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Makowski+MR%22">Makowski MR</searchLink>; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Bressem+KK%22">Bressem KK</searchLink>; Department of Cardiovascular Radiology and Nuclear Medicine, School of Medicine and Health, German Heart Center Munich, Technical University of Munich, 80636, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Adams+LC%22">Adams LC</searchLink>; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Gassert+FT%22">Gassert FT</searchLink>; Department of Diagnostic and Interventional Radiology, School of Medicine, TUM University Hospital, Technical University of Munich, 81675, Munich, Germany.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918663679206676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2948-2933 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229482925%22">29482925 </searchLink><i>NLM ISO Abbreviation: </i>J Imaging Inform Med <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s10278-025-01603-6
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        Text: English
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        StartPage: 1861
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              Text: 2026 Apr
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