Clinical ResearchElectronic Health Record-Based Deep Learning Prediction of Death or Severe Decompensation in Heart Failure Patients
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Central Illustration
Key Words
heart failure (HF)
machine learning
mechanical circulatory support
ventricular assist device (VAD)
Abbreviations and Acronyms
AUC
area under the curve
BNP
brain natriuretic peptide
BP
blood pressure
ECMO
extracorporeal membrane oxygenation
EF
ejection fraction
EHR
electronic health record
HF
heart failure
LOS
length of stay
LSTM
long short-term memory
PR
precision recall
VAD
ventricular assist device
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© 2022 the American College of Cardiology Foundation. Published by Elsevier.