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Improved delineation model of a standard 12-lead electrocardiogram based on a deep learning algorithm

Abstract Background Signal delineation of a standard 12-lead electrocardiogram (ECG) is a decisive step for retrieving complete information and extracting signal characteristics for each lead in cardiology clinical practice. However, it is arduous to manually assess the leads, as a variety of signal...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Annisa Darmawahyuni, Siti Nurmaini, Muhammad Naufal Rachmatullah, Prazna Paramitha Avi, Samuel Benedict Putra Teguh, Ade Iriani Sapitri, Bambang Tutuko, Firdaus Firdaus
Format: Artigo
Sprache:Inglês
Veröffentlicht: BMC 2023-07-01
Schriftenreihe:BMC Medical Informatics and Decision Making
Schlagworte:
12-lead electrocardiogram
Bidirectional long short-term memory
Convolutional neural network
Delineation model
ECG waveform
Isoelectric line
Online-Zugang:https://doi.org/10.1186/s12911-023-02233-0
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