Multi-label classification of reduced-lead ECGs using an interpretable deep convolutional neural network
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DOI: 10.1088/1361-6579/ac73d5
Abstract: Objective. We propose a model that can perform multi-label classification on 26 cardiac abnormalities from reduced lead Electrocardiograms (ECGs) and interpret the model. Approach. PhysioNet/computing in cardiology (CinC) challenge 2021 datasets are used to train… read more here.
Keywords: reduced lead; lead ecgs; deep convolutional; multi label ... See more keywords
Transfer learning enables prediction of myocardial injury from continuous single-lead electrocardiography
Sign Up to like & getrecommendations! Published in 2022 at "Journal of the American Medical Informatics Association : JAMIA"
DOI: 10.1093/jamia/ocac135
Abstract: OBJECTIVE Chest pain is common, and current risk-stratification methods, requiring 12-lead electrocardiograms (ECGs) and serial biomarker assays, are static and restricted to highly resourced settings. Our objective was to predict myocardial injury using continuous single-lead… read more here.
Keywords: lead ecgs; myocardial injury; single lead; continuous single ... See more keywords
Effects of recording device, body position, electrode placement, and sedation on electrocardiogram intervals in dogs.
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DOI: 10.2139/ssrn.4019390
Abstract: Selected electrocardiograph (ECG) intervals may be useful when incorporated into prediction models for cardiac risk assessment in dogs. Standard recommendations for ECG acquisition may not be adhered to in practice. Study objectives were to compare… read more here.
Keywords: lead ecgs; position electrode; recording device; sedation ... See more keywords
How Effective are Paramedics at Interpreting ECGs in Order to Recognize STEMI? A Systematic Review
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DOI: 10.33151/ajp.17.772
Abstract: Background: The use of an out-of-hospital 12-lead electrocardiograph (ECG) has long been the salient test used when assessing ischaemic sounding chest pain and is the only clinical tool that allows for early diagnosis and triage… read more here.
Keywords: ability; ecgs order; lead ecgs; review ... See more keywords
Identification of Patients with Potential Atrial Fibrillation during Sinus Rhythm Using Isolated P Wave Characteristics from 12-Lead ECGs
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DOI: 10.3390/jpm12101608
Abstract: Atrial fibrillation (AF) is largely underdiagnosed. Previous studies using deep neural networks with large datasets have shown that screening AF with a 12-lead electrocardiogram (ECG) during sinus rhythm (SR) is possible. However, the poor availability… read more here.
Keywords: lead ecgs; atrial fibrillation; sinus rhythm;