AIMC Topic: Echocardiography

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20th Annual Feigenbaum Lecture: Echocardiography for Precision Medicine-Digital Biopsy to Deconstruct Biology.

Journal of the American Society of Echocardiography : official publication of the American Society of Echocardiography Nov 1, 2019
Heart failure with preserved ejection fraction (HFpEF) is a complex, heterogeneous syndrome in need of improved classification given its high morbidity and mortality and few effective treatment options. HFpEF represents an ideal setting to examine th...
Precision Medicine Echocardiography Heart Failure Image-Guided Biopsy Humans Machine Learning
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Utility of machine learning algorithms in assessing patients with a systemic right ventricle.

European heart journal. Cardiovascular Imaging Aug 1, 2019
AIMS: To investigate the utility of novel deep learning (DL) algorithms in recognizing transposition of the great arteries (TGA) after atrial switch procedure or congenitally corrected TGA (ccTGA) based on routine transthoracic echocardiograms. In ad...
Male Echocardiography Case-Control Studies Humans Ventricular Dysfunction, Right Transposition of Great Vessels Machine Learning Female Arterial Switch Operation Adult Sensitivity and Specificity
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Clinical applications of machine learning in cardiovascular disease and its relevance to cardiac imaging.

European heart journal Jun 21, 2019
Artificial intelligence (AI) has transformed key aspects of human life. Machine learning (ML), which is a subset of AI wherein machines autonomously acquire information by extracting patterns from large databases, has been increasingly used within th...
Humans Neural Networks, Computer Artificial Intelligence Machine Learning Heart Failure Coronary Vessels Tomography, Emission-Computed, Single-Photon Computed Tomography Angiography Cardiac Imaging Techniques Algorithms Echocardiography Sensitivity and Specificity Electrocardiography Cardiovascular Diseases Positron Emission Tomography Computed Tomography Calcium
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How to develop machine learning models for healthcare.

Nature materials May 1, 2019
Drug Discovery Diagnosis, Computer-Assisted Image Processing, Computer-Assisted Models, Theoretical Diagnostic Errors Cardiovascular Diseases Echocardiography Predictive Value of Tests Radiotherapy Planning, Computer-Assisted Medical Informatics Humans Machine Learning Diabetic Retinopathy Algorithms Prognosis Reproducibility of Results
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Network Tomography for Understanding Phenotypic Presentations in Aortic Stenosis.

JACC. Cardiovascular imaging Feb 1, 2019
OBJECTIVES: This study sought to build a patient-patient similarity network using multiple features of left ventricular (LV) structure and function in patients with aortic stenosis (AS). The study further validated the observations in an experimental...
Balloon Valvuloplasty Humans Machine Learning Mice, Knockout Heart Ventricles Ventricular Function, Left Image Interpretation, Computer-Assisted Echocardiography Aortic Valve Stenosis Heart Valve Prosthesis Implantation Middle Aged Aged, 80 and over Aortic Valve Disease Progression Cross-Sectional Studies Female Predictive Value of Tests Severity of Illness Index Animals Reproducibility of Results Time Factors Male Aged Disease Models, Animal
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Echocardiography Population Study in Russian Federation for 4P Medicine Using Machine Learning.

Studies in health technology and informatics Jan 1, 2019
This article describes the study results of echocardiographic (ECHO) test data for 4P medicine applied to cardiovascular patients. Data from more than 145,000 echocardiographic tests were analyzed. One of the objectives of the study is the possibilit...
Machine Learning Medicine Retrospective Studies Echocardiography Russia Humans
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Will Artificial Intelligence Replace the Human Echocardiographer?

Circulation Oct 16, 2018
Artificial Intelligence Machine Learning Echocardiography Humans
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Learning About Machine Learning to Create a Self-Driving Echocardiographic Laboratory.

Circulation Oct 16, 2018
Machine Learning Echocardiography
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Fully Automated Echocardiogram Interpretation in Clinical Practice.

Circulation Oct 16, 2018
BACKGROUND: Automated cardiac image interpretation has the potential to transform clinical practice in multiple ways, including enabling serial assessment of cardiac function by nonexperts in primary care and rural settings. We hypothesized that adva...
Automation Ventricular Function, Left Hypertension, Pulmonary Stroke Volume Amyloidosis Humans Echocardiography Deep Learning Predictive Value of Tests Reproducibility of Results Image Interpretation, Computer-Assisted Cardiomyopathy, Hypertrophic
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Risk factors for diastolic left ventricular myocardial dysfunction in patients with chronic kidney disease.

Terapevticheskii arkhiv Sep 20, 2018
AIM: To examine the frequency and risk factors for the development of diastolic dysfunction (DD) of the left ventricle (LV) of the heart in patients with chronic kidney disease (CKD).
Russia Incidence Hypertrophy, Left Ventricular Renal Insufficiency, Chronic Humans Glomerular Filtration Rate Male Cystatin C Female Echocardiography Patient Acuity Risk Factors Middle Aged Ventricular Remodeling Disease Progression Ventricular Dysfunction, Left
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