A New Hope for Deep Learning–Based Echocardiogram Interpretation

Blinded, randomized trial of sonographer versus AI cardiac function assessment

(2023) Bryan He et al.   NATURE

Refining Echocardiographic Surveillance of Aortic Stenosis Using Machine Learning

(2023) Attila Kovács et al.   JACC-Cardiovascular Imaging

Machine Learning to Optimize the Echocardiographic Follow-Up of Aortic Stenosis

(2023) Antonio Sánchez-Puente et al.   JACC-Cardiovascular Imaging

Deep Learning-Based Prediction of Right Ventricular Ejection Fraction Using 2D Echocardiograms

(2023) Márton Tokodi et al.   JACC-Cardiovascular Imaging

Development and validation of echocardiography-based machine-learning models to predict mortality

(2023) Akshay Valsaraj et al.   EBioMedicine

Deep Learning–Enabled Assessment of Left Heart Structure and Function Predicts Cardiovascular Outcomes

(2023) Emily S. Lau et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

High-Throughput Precision Phenotyping of Left Ventricular Hypertrophy With Cardiovascular Deep Learning

(2022) Grant Duffy et al.   JAMA Cardiology

Cohort design and natural language processing to reduce bias in electronic health records research

(2022) Shaan Khurshid et al.   npj Digital Medicine

Utility of a Deep-Learning Algorithm to Guide Novices to Acquire Echocardiograms for Limited Diagnostic Use

(2021) Akhil Narang et al.   JAMA Cardiology

Deep learning-based automated left ventricular ejection fraction assessment using 2-D echocardiography

(2021) Xin Liu et al.   AMERICAN JOURNAL OF PHYSIOLOGY-HEART AND CIRCULATORY PHYSIOLOGY

Artificial Intelligence for Automatic Measurement of Left Ventricular Strain in Echocardiography

(2021) Ivar M. Salte et al.   JACC-Cardiovascular Imaging

Predicting post-operative right ventricular failure using video-based deep learning

(2021) Rohan Shad et al.   Nature Communications

Deep Learning for Assessment of Left Ventricular Ejection Fraction from Echocardiographic Images

(2020) Kenya Kusunose et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Development of novel machine learning model for right ventricular quantification on echocardiography—A multimodality validation study

(2020) Ashley N. Beecy et al.   ECHOCARDIOGRAPHY-A JOURNAL OF CARDIOVASCULAR ULTRASOUND AND ALLIED TECHNIQUES

Video-based AI for beat-to-beat assessment of cardiac function

(2020) David Ouyang et al.   NATURE

Real-Time Automatic Ejection Fraction and Foreshortening Detection Using Deep Learning

(2020) Erik Smistad et al.   IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL

Deep Learning for Segmentation Using an Open Large-Scale Dataset in 2D Echocardiography

(2019) Sarah Leclerc et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Fully Automated Echocardiogram Interpretation in Clinical Practice

(2018) Jeffrey Zhang et al.   CIRCULATION