Melissa Aczon

Dynamic Mortality Risk Predictions in Pediatric Critical Care Using Recurrent Neural Networks

Melissa Aczon, David Ledbetter, Alec Gunny et al. · arXiv (Cornell University) · 2017 · 71 citations · Full text

Nursing, Engineering, Machine Learning +14

Continuous Prediction of Mortality in the PICU: A Recurrent Neural Network Model in a Single-Center Dataset*

Melissa Aczon, David Ledbetter, Eugene Laksana et al. · Pediatric Critical Care Medicine · 2021 · 47 citations · Full text

Interpreting a recurrent neural network’s predictions of ICU mortality risk

Van Long Ho, Melissa Aczon, David Ledbetter et al. · Journal of Biomedical Informatics · 2021 · 39 citations · Full text

Critical Care Medicine, Predictive Analytics, Patient Safety +10

Machine Learning to Predict Cardiac Death Within 1 Hour After Terminal Extubation*

Meredith C. Winter, Travis E. Day, David Ledbetter et al. · Pediatric Critical Care Medicine · 2020 · 32 citations

The Dependence of Machine Learning on Electronic Medical Record Quality

Van Long Ho, David Ledbetter, Melissa Aczon et al. · PubMed · 2017 · 27 citations · Full text

Engineering, Machine Learning, Emr Size +17