6 types of abnormalities in 12-lead ECG recordings, with F1 scores above 80% and specificity over 99%. These results indicate ECG analysis based on DNNs, previously studied in a single-lead setup, generalizes well to 12-lead exams, taking the technology closer to the standard clinical ...
Assessment of the 12-lead ECG as a screening test for detection of cardio- vascular disease in healthy general populations of young people (12-25 years of age): a scientific state- ment from the American Heart Association and the American College of Cardiology. Circulation 2014; 130: 1303-34...
Recently, the automatic 12-lead ECG diagnosis system based on numerous labelled data has attracted increasing attention. However, labelling 12-lead ECG recordings is a complex and time-consuming task for clinicians. And then, the existence of data distribution differences limits the direct cross ...
In a 12-lead electrocardiogram (ECG) examination, the ECG signals often have low-quality data problems due to high-frequency noise caused by muscles and low-frequency noise caused by body movement, breathing. These problems cause delays in examination results and increase medical costs. For this ...
(DSE-ResNet) to realize the automatic classification of normal rhythm and 8 cardiac arrhythmias. The original 12-lead ECG is spliced into a two-dimensional plane like a grayscale picture. DSE-ResNet is used to simultaneously extract the internal and inter-lead features of the two-dimensional ...
Enhancing Arrhythmia Diagnosis with Data-Driven Methods: A 12-Lead ECG-Based Explainable AI Model Emmanuel C. Chukwu1,2 and Pedro A. Moreno-Sánchez1(B) 1 Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland pedro.morenosanchez@tuni.fi 2 Eindhoven University of ...
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THE EXERCISE TEST IN ELECTROCARDIOGRAPHY—Detection of Coronary Artery Disease The usual 12-lead electrocardiogram made at rest appeared to be of greater value in detection of latent coronary artery disease in apparently normal persons... MF Leeds,SS Kroopf - 《California Medicine》 被引量: 4发表:...
1). In fact, the American Heart Association/American College of Cardiology/Heart Rhythm Society (AHA/ACC/HRS) scientific statement recommends a cutoff of 0.05 Hz for low frequencies and at least 150 Hz for high frequencies in a standard 12-lead ECG routine filter, and this frequency range ...
Electrocardiogram (ECG) signals represent the electrical activity of the human hearts and consist of several waveforms (P, QRS, and T). The duration and shape of each waveform and the distances between different peaks are used to diagnose heart diseases.