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End-to-end pipeline for automated heart failure diagnosis with clinical notes using SNOMED-CT.

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Title: End-to-end pipeline for automated heart failure diagnosis with clinical notes using SNOMED-CT.
Authors: Tang FK; Institute of Applied Medical Engineering, Helmholtz Institute, Medical Faculty, RWTH Aachen University, Aachen, Germany. fu-sung.kim-benjamin.tang@rwth-aachen.de., Verket M; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany., Müller-Wieland D; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany., Brandts J; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany., Jacobsen M; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany., Pütz A; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany., Marx-Schütt K; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany., Marx N; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany., Schmitz-Rode T; Institute of Applied Medical Engineering, Helmholtz Institute, Medical Faculty, RWTH Aachen University, Aachen, Germany., Slabu I; Institute of Applied Medical Engineering, Helmholtz Institute, Medical Faculty, RWTH Aachen University, Aachen, Germany. slabui@hsu-hh.de.; Institute of Medical Engineering, Helmut Schmidt University, Hamburg, Germany. slabui@hsu-hh.de.
Source: Scientific reports [Sci Rep] 2026 Apr 19; Vol. 16 (1). Date of Electronic Publication: 2026 Apr 19.
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: End-to-end pipeline for automated heart failure diagnosis with clinical notes using SNOMED-CT.
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  Data: <searchLink fieldCode="AU" term="%22Tang+FK%22">Tang FK</searchLink>; Institute of Applied Medical Engineering, Helmholtz Institute, Medical Faculty, RWTH Aachen University, Aachen, Germany. fu-sung.kim-benjamin.tang@rwth-aachen.de.<br /><searchLink fieldCode="AU" term="%22Verket+M%22">Verket M</searchLink>; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Müller-Wieland+D%22">Müller-Wieland D</searchLink>; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Brandts+J%22">Brandts J</searchLink>; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Jacobsen+M%22">Jacobsen M</searchLink>; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Pütz+A%22">Pütz A</searchLink>; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Marx-Schütt+K%22">Marx-Schütt K</searchLink>; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Marx+N%22">Marx N</searchLink>; Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Schmitz-Rode+T%22">Schmitz-Rode T</searchLink>; Institute of Applied Medical Engineering, Helmholtz Institute, Medical Faculty, RWTH Aachen University, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Slabu+I%22">Slabu I</searchLink>; Institute of Applied Medical Engineering, Helmholtz Institute, Medical Faculty, RWTH Aachen University, Aachen, Germany. slabui@hsu-hh.de.; Institute of Medical Engineering, Helmut Schmidt University, Hamburg, Germany. slabui@hsu-hh.de.
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              Text: 2026 Apr 19
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