Blinded, randomized trial of sonographer versus AI cardiac function assessment

Artificial intelligence-guided screening for atrial fibrillation using electrocardiogram during sinus rhythm: a prospective non-randomised interventional trial

(2022) Peter A Noseworthy et al.   LANCET

How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals

(2021) Eric Wu et al.   NATURE MEDICINE

Artificial intelligence–enabled electrocardiograms for identification of patients with low ejection fraction: a pragmatic, randomized clinical trial

(2021) Xiaoxi Yao et al.   NATURE MEDICINE

Systematic Quantification of Sources of Variation in Ejection Fraction Calculation Using Deep Learning

(2021) Neal Yuan et al.   JACC-Cardiovascular Imaging

Radiogenomics and Artificial Intelligence Approaches Applied to Cardiac Computed Tomography Angiography and Cardiac Magnetic Resonance for Precision Medicine in Coronary Heart Disease: A Systematic Review

(2021) Teresa Infante et al.   Circulation-Cardiovascular Imaging

Machine Learning and Bioinformatics Framework Integration to Potential Familial DCM-Related Markers Discovery

(2021) Concetta Schiano et al.   Genes

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

(2020) David Ouyang et al.   NATURE

Heart Failure With Recovered Left Ventricular Ejection Fraction

(2020) Jane E. Wilcox et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Automated Recognition of Regional Wall Motion Abnormalities Through Deep Neural Network Interpretation of Transthoracic Echocardiography

(2020) Mu-Shiang Huang et al.   CIRCULATION

Reporting guidelines for clinical trial reports for interventions involving artificial intelligence: the CONSORT-AI extension

(2020) Xiaoxuan Liu et al.   NATURE MEDICINE

2019 ACC/AHA/ASE Key Data Elements and Definitions for Transthoracic Echocardiography: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Data Standards (Writing Committee to Develop Clinical Data Standards for Transthoracic Echocardiography) and the American Society of Echocardiography

(2019) Pamela S. Douglas et al.   Circulation-Cardiovascular Imaging

An artificial intelligence-enabled ECG algorithm for the identification of patients with atrial fibrillation during sinus rhythm: a retrospective analysis of outcome prediction

(2019) Zachi I Attia et al.   LANCET

Reporting guidelines for clinical trials evaluating artificial intelligence interventions are needed

(2019)   NATURE MEDICINE

Fully Automated Echocardiogram Interpretation in Clinical Practice

(2018) Jeffrey Zhang et al.   CIRCULATION

Epidemiology of heart failure with preserved ejection fraction

(2017) Shannon M. Dunlay et al.   Nature Reviews Cardiology

Machine Learning and Prediction in Medicine — Beyond the Peak of Inflated Expectations

(2017) Jonathan H. Chen et al.   NEW ENGLAND JOURNAL OF MEDICINE

Defining the real-world reproducibility of visual grading of left ventricular function and visual estimation of left ventricular ejection fraction: impact of image quality, experience and accreditation

(2015) Graham D. Cole et al.   INTERNATIONAL JOURNAL OF CARDIOVASCULAR IMAGING

Head-to-Head Comparison of Global Longitudinal Strain Measurements among Nine Different Vendors

(2015) Konstantinos E. Farsalinos et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Recommendations for Cardiac Chamber Quantification by Echocardiography in Adults: An Update from the American Society of Echocardiography and the European Association of Cardiovascular Imaging

(2015) Roberto M. Lang et al.   European Heart Journal-Cardiovascular Imaging

Visually estimated ejection fraction by two dimensional and triplane echocardiography is closely correlated with quantitative ejection fraction by real-time three dimensional echocardiography

(2009) Kambiz Shahgaldi et al.   Cardiovascular Ultrasound

Echocardiographic Imaging in Clinical Trials: American Society of Echocardiography Standards for Echocardiography Core Laboratories

(2009) Pamela S. Douglas et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY