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Heart failure detection in electrocardiograms using Artificial Intelligence and pragmatic labelling
Abstract The diagnosis of heart failure (HF) is resource-intensive, leading to severe underdiagnosis. This study proposes the use of a deep learning model to detect HF solely from electrocardiograms. HF has limited validity in diagnosis codes, lowering the viability of direct application of supervised learning. However, validating the codes with measured levels of circulating N-terminal proB-type natriuretic peptide (NT-proBNP) during training mitigates the impact of label noise.
Computer Science > Computer Vision and Pattern Recognition
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Digitizing Paper ECGs at Scale: An Open-Source Algorithm for Clinical Research
arXiv:2510.19590 (cs) View PDF Subjects: Computer Vision and Pattern Recognition (cs.CV) Cite as: arXiv:2510.19590 [cs.CV] (or arXiv:2510.19590v1 [cs.CV] for this version) https://doi.org/10.48550/arXiv.2510.19590 Submission history From: Arian Ranjbar [ view email] [v1] Wed, 22 Oct 2025 13:41:21 UTC (40,938 KB) Bibliographic Tools Bibliographic Explorer Toggle Bibliographic Explorer () Connected Papers Toggle Connected Papers (What is Connected Papers?) Litmaps Toggle Litmaps (What is...
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