Automated Spontaneous Echo Contrast Detection Using a Multisequence Attention Convolutional Neural Network.

Objective: Spontaneous echo contrast (SEC) is a vascular ultrasound finding associated with increased thromboembolism risk. However, identification requires expert determination and clinician time to report. We developed a deep learning model that can automatically identify SEC.