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. |
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| 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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| ISSN: | 2045-2322 |
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| DOI: | 10.1038/s41598-026-48771-1 |
