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Clinical applications of machine learning in cardiovascular disease and its relevance to cardiac imaging

European heart journal, 2019-06, Vol.40 (24), p.1975-1986

2019

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Triglyceride glucose index is an independent predictor for the progression of coronary artery calcification in the absence of heavy coronary artery calcification at baseline

Cardiovascular diabetology, 2020-03, Vol.19 (1), p.34-34, Article 34

2020

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A Bayesian Network Model for Predicting Post-stroke Outcomes With Available Risk Factors

Frontiers in neurology, 2018-09, Vol.9, p.699-699

2018

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Safety and effectiveness of ambrisentan in real clinical practice in pulmonary arterial hypertension: Results from the Korean post-marketing surveillance

Pharmacoepidemiology and drug safety, 2023-12, Vol.32 (12), p.1387-1394

2023

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Atherogenic index of plasma and the risk of advanced subclinical coronary artery disease beyond traditional risk factors: An observational cohort study

Clinical cardiology (Mahwah, N.J.), 2020-12, Vol.43 (12), p.1398-1404

2020

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Relationship of insulin resistance estimated by triglyceride glucose index to arterial stiffness

Lipids in health and disease, 2018-11, Vol.17 (1), p.268-268, Article 268

2018

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CT Angiographic and Plaque Predictors of Functionally Significant Coronary Disease and Outcome Using Machine Learning

JACC. Cardiovascular imaging, 2021-03, Vol.14 (3), p.629-641

2021

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Prognostic value of left atrial volume index in patients with rheumatic mitral stenosis

Clinical cardiology (Mahwah, N.J.), 2021-03, Vol.44 (3), p.364-370

2021

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Coronary Computed Tomography Angiography as a Screening Tool for the Detection of Occult Coronary Artery Disease in Asymptomatic Individuals

Journal of the American College of Cardiology, 2008-07, Vol.52 (5), p.357-365

2008

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Independent association of serum uric acid levels with arterial stiffness in the absence of established cardiovascular disorders

International journal of clinical practice (Esher), 2021-03, Vol.75 (3), p.e13720-n/a

2021

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Development of a machine-learning algorithm to predict in-hospital cardiac arrest for emergency department patients using a nationwide database

Scientific reports, 2022-12, Vol.12 (1), p.21797-21797, Article 21797

2022

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Automatic aortic valve landmark localization in coronary CT angiography using colonial walk

PloS one, 2018-07, Vol.13 (7), p.e0200317-e0200317

2018

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Increased risk of atherosclerotic cardiovascular disease among patients with psoriasis in Korea: A 15‐year nationwide population‐based cohort study

Journal of dermatology, 2019-10, Vol.46 (10), p.859-866

2019

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Impact of Arterial Load and Loading Sequence on Left Ventricular Tissue Velocities in Humans

Journal of the American College of Cardiology, 2007-10, Vol.50 (16), p.1570-1577

2007

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Associations of changes in body mass index with all-cause and cardiovascular mortality in healthy middle-aged adults

PloS one, 2017-12, Vol.12 (12), p.e0189180-e0189180

2017

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Incremental prognostic value of triglyceride glucose index additional to coronary artery calcium score in asymptomatic low-risk population

Cardiovascular diabetology, 2022-09, Vol.21 (1), p.1-193, Article 193

2022

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Demographics, treatment trends, and survival rate in incident pulmonary artery hypertension in Korea: A nationwide study based on the health insurance review and assessment service database

PloS one, 2018-12, Vol.13 (12), p.e0209148-e0209148

2018

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Prediction of inappropriate pre-hospital transfer of patients with suspected cardiovascular emergency diseases using machine learning: a retrospective observational study

BMC medical informatics and decision making, 2023-04, Vol.23 (1), p.56-56, Article 56

2023

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High-Risk Morphological and Physiological Coronary Disease Attributes as Outcome Markers After Medical Treatment and Revascularization

JACC. Cardiovascular imaging, 2021-10, Vol.14 (10), p.1977-1989

2021

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Development and Validation of a Simple-to-Use Nomogram for Predicting 5-, 10-, and 15-Year Survival in Asymptomatic Adults Undergoing Coronary Artery Calcium Scoring

JACC. Cardiovascular imaging, 2018-03, Vol.11 (3), p.450-458

2018

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Quantification of Coronary Atherosclerosis in the Assessment of Coronary Artery Disease

Circulation. Cardiovascular imaging, 2018-07, Vol.11 (7), p.e007562-e007562

2018

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Cycle Consistent Generative Motion Artifact Correction in Coronary Computed Tomography Angiography

Applied sciences, 2024-02, Vol.14 (5), p.1859

2024

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Clinical applications of machine learning in cardiovascular disease and its relevance to cardiac imaging

Triglyceride glucose index is an independent predictor for the progression of coronary artery calcification in the absence of heavy coronary artery calcification at baseline

A Bayesian Network Model for Predicting Post-stroke Outcomes With Available Risk Factors

Safety and effectiveness of ambrisentan in real clinical practice in pulmonary arterial hypertension: Results from the Korean post-marketing surveillance

Atherogenic index of plasma and the risk of advanced subclinical coronary artery disease beyond traditional risk factors: An observational cohort study

Relationship of insulin resistance estimated by triglyceride glucose index to arterial stiffness

Society of Cardiovascular Computed Tomography / North American Society of Cardiovascular Imaging – Expert Consensus Document on Coronary CT Imaging of Atherosclerotic Plaque

CT Angiographic and Plaque Predictors of Functionally Significant Coronary Disease and Outcome Using Machine Learning

Prognostic value of left atrial volume index in patients with rheumatic mitral stenosis

Coronary Computed Tomography Angiography as a Screening Tool for the Detection of Occult Coronary Artery Disease in Asymptomatic Individuals

Independent association of serum uric acid levels with arterial stiffness in the absence of established cardiovascular disorders

Development of a machine-learning algorithm to predict in-hospital cardiac arrest for emergency department patients using a nationwide database

Automatic aortic valve landmark localization in coronary CT angiography using colonial walk

Increased risk of atherosclerotic cardiovascular disease among patients with psoriasis in Korea: A 15‐year nationwide population‐based cohort study

Impact of Arterial Load and Loading Sequence on Left Ventricular Tissue Velocities in Humans

Atherogenic index of plasma and the risk of rapid progression of coronary atherosclerosis beyond traditional risk factors

Associations of changes in body mass index with all-cause and cardiovascular mortality in healthy middle-aged adults

Incremental prognostic value of triglyceride glucose index additional to coronary artery calcium score in asymptomatic low-risk population

Demographics, treatment trends, and survival rate in incident pulmonary artery hypertension in Korea: A nationwide study based on the health insurance review and assessment service database

Prediction of inappropriate pre-hospital transfer of patients with suspected cardiovascular emergency diseases using machine learning: a retrospective observational study

Coronary Computed Tomographic Angiography and Risk of All-Cause Mortality and Nonfatal Myocardial Infarction in Subjects Without Chest Pain Syndrome From the CONFIRM Registry (Coronary CT Angiography Evaluation for Clinical Outcomes: An International Multicenter Registry)

High-Risk Morphological and Physiological Coronary Disease Attributes as Outcome Markers After Medical Treatment and Revascularization

Development and Validation of a Simple-to-Use Nomogram for Predicting 5-, 10-, and 15-Year Survival in Asymptomatic Adults Undergoing Coronary Artery Calcium Scoring

Quantification of Coronary Atherosclerosis in the Assessment of Coronary Artery Disease

Cycle Consistent Generative Motion Artifact Correction in Coronary Computed Tomography Angiography

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