Machine learning vs. conventional statistical models for predicting heart failure readmission and mortality

Evaluating risk prediction models for adults with heart failure: A systematic literature review

(2020) Gian Luca Di Tanna et al.   PLoS One

Prospective Validation of the Emergency Heart Failure Mortality Risk Grad for Acute Heart Failure: The Acute Congestive Heart Failure Urgent Care Evaluation (ACUTE) Study

(2019) Douglas S. Lee et al.   CIRCULATION

Predicting Long-Term Mortality after Acute Coronary Syndrome Using Machine Learning Techniques and Hematological Markers

(2019) Konrad Pieszko et al.   DISEASE MARKERS

Next Generation Approaches to Predicting the Need for Heart Failure Hospitalization

(2019) Mehdi Afshar et al.   CANADIAN JOURNAL OF CARDIOLOGY

Machine Learning to Predict Outcomes in Patients with Acute Gastrointestinal Bleeding: A Systematic Review

(2019) Dennis Shung et al.   DIGESTIVE DISEASES AND SCIENCES

A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

(2019) Evangelia Christodoulou et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

An artificial intelligence-enabled ECG algorithm for the identification of patients with atrial fibrillation during sinus rhythm: a retrospective analysis of outcome prediction

(2019) Zachi I Attia et al.   LANCET

Machine Learning Prediction of Mortality and Hospitalization in Heart Failure with Preserved Ejection Fraction

(2019) Suveen Angraal et al.   JACC-Heart Failure

A machine learning model to predict the risk of 30-day readmissions in patients with heart failure: a retrospective analysis of electronic medical records data

(2018) Sara Bersche Golas et al.   BMC Medical Informatics and Decision Making

Machine learning in cardiovascular medicine: are we there yet?

(2018) Khader Shameer et al.   HEART

Machine Learning Methods Improve Prognostication, Identify Clinically Distinct Phenotypes, and Detect Heterogeneity in Response to Therapy in a Large Cohort of Heart Failure Patients

(2018) Tariq Ahmad et al.   Journal of the American Heart Association

Predictive Modeling of Hospital Mortality for Patients With Heart Failure by Using an Improved Random Survival Forest

(2018) Fen Miao et al.   IEEE Access

Deep learning for predicting in-hospital mortality among heart disease patients based on echocardiography

(2018) Joon-myoung Kwon et al.   ECHOCARDIOGRAPHY-A JOURNAL OF CARDIOVASCULAR ULTRASOUND AND ALLIED TECHNIQUES

High-performance medicine: the convergence of human and artificial intelligence

(2018) Eric J. Topol   NATURE MEDICINE

Machine learning for prediction of 30-day mortality after ST elevation myocardial infraction: An Acute Coronary Syndrome Israeli Survey data mining study

(2017) Roni Shouval et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Global, regional, and national age-sex specific mortality for 264 causes of death, 1980–2016: a systematic analysis for the Global Burden of Disease Study 2016

(2017) Mohsen Naghavi et al.   LANCET

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Machine Learning and Prediction in Medicine — Beyond the Peak of Inflated Expectations

(2017) Jonathan H. Chen et al.   NEW ENGLAND JOURNAL OF MEDICINE

Prediction of 30-Day All-Cause Readmissions in Patients Hospitalized for Heart Failure

(2017) Jarrod D. Frizzell et al.   JAMA Cardiology

A mixed-ensemble model for hospital readmission

(2016) Lior Turgeman et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Epidemiology and aetiology of heart failure

(2016) Boback Ziaeian et al.   Nature Reviews Cardiology

Prediction models for cardiovascular disease risk in the general population: systematic review

(2016) Johanna A A G Damen et al.   BMJ-British Medical Journal

Prediction models for cardiovascular disease risk in the general population: systematic review

(2016) Johanna A A G Damen et al.   BMJ-British Medical Journal

Comparison of Approaches for Heart Failure Case Identification From Electronic Health Record Data

(2016) Saul Blecker et al.   JAMA Cardiology

Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration

(2015) Karel G.M. Moons et al.   ANNALS OF INTERNAL MEDICINE

Machine Learning in Medicine

(2015) R. C. Deo   CIRCULATION

Postdischarge Communication Between Home Health Nurses and Physicians: Measurement, Quality, and Outcomes

(2015) Matthew J. Press et al.   JOURNAL OF THE AMERICAN GERIATRICS SOCIETY

Childhood asthma prediction models: a systematic review

(2015) Henriette A Smit et al.   Lancet Respiratory Medicine

Critical Appraisal and Data Extraction for Systematic Reviews of Prediction Modelling Studies: The CHARMS Checklist

(2014) Karel G. M. Moons et al.   PLOS MEDICINE

Prediction of Heart Failure Mortality in Emergent Care

(2013) Douglas S. Lee et al.   ANNALS OF INTERNAL MEDICINE

Regression trees for predicting mortality in patients with cardiovascular disease: What improvement is achieved by using ensemble-based methods?

(2012) Peter C. Austin et al.   BIOMETRICAL JOURNAL

Proportion of hospital readmissions deemed avoidable: a systematic review

(2011) C. van Walraven et al.   CANADIAN MEDICAL ASSOCIATION JOURNAL

Predictors of clinical outcomes in elderly patients with heart failure

(2011) Luis Manzano et al.   EUROPEAN JOURNAL OF HEART FAILURE

Derivation and validation of an index to predict early death or unplanned readmission after discharge from hospital to the community

(2010) C. van Walraven et al.   CANADIAN MEDICAL ASSOCIATION JOURNAL

A Validated Risk Score for In-Hospital Mortality in Patients With Heart Failure From the American Heart Association Get With the Guidelines Program

(2009) Pamela N. Peterson et al.  

The MUSIC Risk score: a simple method for predicting mortality in ambulatory patients with chronic heart failure

(2009) R. Vazquez et al.   EUROPEAN HEART JOURNAL

Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement

(2009) David Moher et al.   PLOS MEDICINE

Heart Failure-Related Hospitalization in the U.S., 1979 to 2004

(2008) Jing Fang et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY