AIMC Topic: Myocardial Revascularization

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Systematic screening by a heart team and a machine learning approach contribute to unraveling novel risk factors in revascularization candidates with complex coronary artery disease.

Polish archives of internal medicine May 13, 2024
INTRODUCTION: The baseline characteristics affecting mortality following percutaneous or surgical revascularization in patients with left main and / or 3‑vessel coronary artery disease (CAD) observed in real‑world practice differ from those establish...
Humans Machine Learning Poland Registries Percutaneous Coronary Intervention Coronary Artery Disease Myocardial Revascularization Female Risk Factors Aged Male Middle Aged
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Machine learning insight into the role of imaging and clinical variables for the prediction of obstructive coronary artery disease and revascularization: An exploratory analysis of the CONSERVE study.

PloS one Jun 25, 2020
BACKGROUND: Machine learning (ML) is able to extract patterns and develop algorithms to construct data-driven models. We use ML models to gain insight into the relative importance of variables to predict obstructive coronary artery disease (CAD) usin...
Male Middle Aged Models, Statistical Coronary Angiography Coronary Artery Disease Humans Machine Learning Female Aged Myocardial Revascularization
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A Shifting Paradigm in Robotic Heart Surgery: From Single-Procedure Approach to Establishing a Robotic Heart Center of Excellence.

Innovations (Philadelphia, Pa.) May 8, 2020
Nobel Prize Myocardial Bridging Pericardiectomy Myocardial Revascularization Congenital Abnormalities Tricuspid Valve Lead Poisoning Cardiac Resynchronization Therapy Arrhythmias, Cardiac Atrial Fibrillation Mitral Valve Cardiomyopathy, Hypertrophic History, 21st Century Coronary Artery Bypass Robotics History, 20th Century Humans Minimally Invasive Surgical Procedures Patient Positioning Endoscopy Robotic Surgical Procedures Aortic Valve Cardiac Surgical Procedures Coronary Artery Bypass, Off-Pump
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A Machine Learning-Based Approach for the Prediction of Acute Coronary Syndrome Requiring Revascularization.

Journal of medical systems Jun 28, 2019
The aim of this study is to predict acute coronary syndrome (ACS) requiring revascularization in those patients presenting early-stage angina-like symptom using machine learning algorithms. We obtained data from 2344 ACS patients, who required revasc...
Risk Assessment ROC Curve Predictive Value of Tests Acute Coronary Syndrome Myocardial Revascularization Machine Learning Algorithms Female Male Humans
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Artificial intelligence to predict needs for urgent revascularization from 12-leads electrocardiography in emergency patients.

PloS one Jan 9, 2019
BACKGROUND: Patient with acute coronary syndrome benefits from early revascularization. However, methods for the selection of patients who require urgent revascularization from a variety of patients visiting the emergency room with chest symptoms is ...
Predictive Value of Tests Emergency Service, Hospital Patient Selection Chest Pain Acute Coronary Syndrome Datasets as Topic Myocardial Revascularization Decision Making, Computer-Assisted Sensitivity and Specificity Diagnosis, Computer-Assisted Time Factors Electrocardiography Diagnosis, Differential Humans Neural Networks, Computer Prognosis
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Using neural attention networks to detect adverse medical events from electronic health records.

Journal of biomedical informatics Oct 15, 2018
The detection of Adverse Medical Events (AMEs) plays an important role in disease management in ensuring efficient treatment delivery and quality improvement of health services. Recently, with the rapid development of hospital information systems, a ...
Hospital Information Systems Cardiovascular Diseases Hospitals Humans Deep Learning Area Under Curve Neural Networks, Computer China Algorithms Hemorrhage Databases, Factual Medical Informatics Electronic Health Records Myocardial Ischemia Myocardial Revascularization
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Global quantification of left ventricular myocardial perfusion at dynamic CT imaging: Prognostic value.

Journal of cardiovascular computed tomography Dec 28, 2016
BACKGROUND: There is no published data on the prognostic value of global myocardial perfusion values at stress dynamic CT myocardial perfusion imaging (CTMPI).
Coronary Stenosis Europe Predictive Value of Tests Coronary Angiography Registries Humans Coronary Artery Disease Myocardial Revascularization Prognosis Female Middle Aged Computed Tomography Angiography Myocardial Infarction Risk Factors Retrospective Studies Risk Assessment Coronary Circulation Hospitalization Proportional Hazards Models Severity of Illness Index Myocardial Perfusion Imaging Aged Kaplan-Meier Estimate United States Angina, Unstable Male Asia
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Prediction of revascularization after myocardial perfusion SPECT by machine learning in a large population.

Journal of nuclear cardiology : official publication of the American Society of Nuclear Cardiology Dec 6, 2014
OBJECTIVE: We aimed to investigate if early revascularization in patients with suspected coronary artery disease can be effectively predicted by integrating clinical data and quantitative image features derived from perfusion SPECT (MPS) by machine l...
Middle Aged Image Processing, Computer-Assisted Electrocardiography Coronary Angiography Exercise Test Heart Coronary Artery Disease Radiopharmaceuticals Tomography, Emission-Computed, Single-Photon Myocardial Revascularization Retrospective Studies Myocardial Perfusion Imaging Female Technetium Tc 99m Sestamibi Aged Humans Thallium Radioisotopes Sensitivity and Specificity Machine Learning Male Algorithms
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[Comparison of outcomes of two minimally invasive approaches for multi-vessel coronary revascularization].

Beijing da xue xue bao. Yi xue ban = Journal of Peking University. Health sciences Dec 18, 2017
OBJECTIVE: To compare the safety and effectiveness of two minimally invasive approaches for multi-vessel coronary revascularization.
Myocardial Revascularization Coronary Angiography Humans Percutaneous Coronary Intervention Time Factors Coronary Artery Disease Treatment Outcome Coronary Artery Bypass Minimally Invasive Surgical Procedures Mammary Arteries
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