Machine learning to predict the long-term risk of myocardial infarction and cardiac death based on clinical risk, coronary calcium, and epicardial adipose tissue: a prospective study

Artificial Intelligence in Cardiovascular Imaging

(2019) Damini Dey et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Deep Learning for Quantification of Epicardial and Thoracic Adipose Tissue from Non-Contrast CT

(2018) Frederic Commandeur et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automatic Calcium Scoring in Low-Dose Chest CT Using Deep Neural Networks With Dilated Convolutions

(2018) Nikolas Lessmann et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Artificial Intelligence in Cardiology

(2018) Kipp W. Johnson et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis

(2018) Majd Zreik et al.   MEDICAL IMAGE ANALYSIS

Maximization of the usage of coronary CTA derived plaque information using a machine learning based algorithm to improve risk stratification; insights from the CONFIRM registry

(2018) Alexander R. van Rosendael et al.   Journal of Cardiovascular Computed Tomography

Epicardial adipose tissue density and volume are related to subclinical atherosclerosis, inflammation and major adverse cardiac events in asymptomatic subjects

(2018) Markus Goeller et al.   Journal of Cardiovascular Computed Tomography

Classification of short single lead electrocardiograms (ECGs) for atrial fibrillation detection using piecewise linear spline and XGBoost

(2018) Yao Chen et al.   PHYSIOLOGICAL MEASUREMENT

Machine Learning Outperforms ACC/AHA CVD Risk Calculator in MESA

(2018) Ioannis A. Kakadiaris et al.   Journal of the American Heart Association

Automatic coronary artery calcium scoring in cardiac CT angiography using paired convolutional neural networks

(2016) Jelmer M. Wolterink et al.   MEDICAL IMAGE ANALYSIS

Predicting the Future — Big Data, Machine Learning, and Clinical Medicine

(2016) Ziad Obermeyer et al.   NEW ENGLAND JOURNAL OF MEDICINE

10-Year Coronary Heart Disease Risk Prediction Using Coronary Artery Calcium and Traditional Risk Factors

(2015) Robyn L. McClelland et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

Association of Epicardial Fat With Cardiovascular Risk Factors and Incident Myocardial Infarction in the General Population

(2013) Amir A. Mahabadi et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Impact of Coronary Artery Calcium Scanning on Coronary Risk Factors and Downstream Testing

(2011) Alan Rozanski et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Increased Pericardial Fat Volume Measured From Noncontrast CT Predicts Myocardial Ischemia by SPECT

(2010) Balaji Tamarappoo et al.   JACC-Cardiovascular Imaging

Estimating classification error rate: Repeated cross-validation, repeated hold-out and bootstrap

(2009) Ji-Hyun Kim   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Induced Cardiovascular Procedural Costs and Resource Consumption Patterns After Coronary Artery Calcium Screening

(2009) Leslee J. Shaw et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Coronary Calcium as a Predictor of Coronary Events in Four Racial or Ethnic Groups

(2008) Robert Detrano et al.   NEW ENGLAND JOURNAL OF MEDICINE