Towards fully automated synthetic ECV quantification: an open-access machine learning-based approach for fast blood draw-free CMR

Abstract Extracellular volume (ECV) quantification involves time-consuming multi-step post-processing and a blood draw for hematocrit analysis. This study aimed to develop a fully automated blood draw-free, machine learning-based approach for synthetic ECV assessment for non-invasive assessment of d...

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Principais autores:	Rebecca Elisabeth Beyer, Markus Hüllebrand, Patrick Doeblin, Ann Laube, Maximilian Leo Müller, Christian Stehning, Stefanie Maria Werhahn, Wensu Chen, Anja Hennemuth, Sebastian Kelle
Formato:	Artigo
Idioma:	Inglês
Publicado:	Nature Portfolio 2026-03-01
Series:	Scientific Reports
Acceso en liña:	https://doi.org/10.1038/s41598-026-43624-3
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