17-02-2022 дата публикации
Номер: US20220047201A1
Принадлежит:
Systems, methods, devices, and other techniques for processing an ECG recording to assess a condition of a mammal. Assessing the condition of the mammal can include screening for atrial fibrillation, and screening for atrial fibrillation can include obtaining a first neural network input, the first neural network input representing an electrocardiogram (ECG) recording of the mammal, and processing the first neural network input with a neural network to generate an atrial fibrillation prediction for the mammal 1. A method for screening for atrial fibrillation , comprising:obtaining a first neural network input, the first neural network input representing an electrocardiogram (ECG) recording of a mammal; andprocessing the first neural network input with a neural network to generate an atrial fibrillation prediction for the mammal2. The method of claim 1 , wherein the ECG recording represented by the first neural network input describes a normal sinus rhythm for the mammal claim 1 , and the neural network generates the atrial fibrillation prediction for the mammal based on features of the mammal's normal sinus rhythm as indicated by the ECG recording.3. The method of claim 1 , wherein the ECG recording represented by the first neural network input spans a time interval that is less than or equal to thirty seconds claim 1 , fifteen seconds claim 1 , ten seconds claim 1 , or five seconds.4. The method of claim 1 , wherein the ECG recording represented by the first neural network input spans a time interval that is less than or equal to ten minutes claim 1 , five minutes claim 1 , one minute claim 1 , or forty-five seconds.5. The method of claim 1 , wherein the mammal is a human.6. The method of claim 1 ,wherein the neural network comprises at least one of a feedforward portion claim 1 , a convolutional portion claim 1 , a recurrent portion claim 1 , or a capsule portion.7. The method of claim 1 , wherein the ECG recording of the mammal comprises a 12-lead ECG recording.8 ...
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