Interpretable prediction of 3-year all-cause mortality in patients with heart failure caused by coronary heart disease based on machine learning and SHAP

Improving Risk Identification of Adverse Outcomes in Chronic Heart Failure Using SMOTE+ENN and Machine Learning

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Machine learning can predict survival of patients with heart failure from serum creatinine and ejection fraction alone

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Machine Learning in Medicine

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Improving risk prediction in heart failure using machine learning

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Analysis Of Re-Hospitalizations For Patients With Heart Failure Caused By Coronary Heart Disease: Data Of First Event And Recurrent Event

(2019) Jing Tian et al.   Therapeutics and Clinical Risk Management

Machine learning-based mortality prediction of patients undergoing cardiac resynchronization therapy: the SEMMELWEIS-CRT score

(2019) Márton Tokodi et al.   EUROPEAN HEART JOURNAL

Development and Evaluation of an Automated Machine Learning Algorithm for In-Hospital Mortality Risk Adjustment Among Critical Care Patients*

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The Development of a Machine Learning Inpatient Acute Kidney Injury Prediction Model*

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Explainable machine-learning predictions for the prevention of hypoxaemia during surgery

(2018) Scott M. Lundberg et al.   Nature Biomedical Engineering

Unintended Consequences of Machine Learning in Medicine

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Artificial intelligence in healthcare: past, present and future

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Analysis of Machine Learning Techniques for Heart Failure Readmissions

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2016 ACC/AHA/HFSA Focused Update on New Pharmacological Therapy for Heart Failure: An Update of the 2013 ACCF/AHA Guideline for the Management of Heart Failure

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Analysis of Machine Learning Techniques for Heart Failure Readmissions

(2016) Bobak J. Mortazavi et al.   Circulation-Cardiovascular Quality and Outcomes

Factors Influencing the Predictive Power of Models for Predicting Mortality and/or Heart Failure Hospitalization in Patients With Heart Failure

(2014) Wouter Ouwerkerk et al.   JACC-Heart Failure

Risk Prediction Models for Mortality in Ambulatory Patients With Heart Failure

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Predicting the risk of unplanned readmission or death within 30 days of discharge after a heart failure hospitalization

(2012) Anita G. Au et al.   AMERICAN HEART JOURNAL

Predicting survival in heart failure: a risk score based on 39 372 patients from 30 studies

(2012) Stuart J. Pocock et al.   EUROPEAN HEART JOURNAL

MissForest--non-parametric missing value imputation for mixed-type data

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Total Water Intakes of Community-Living Middle-Old and Oldest-Old Adults

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