518 citations · 869 across the 11 of their papers we have counts for
Showing 2017 · stat.MLShow all
3 papers · 2 filters
stat.ML2017
Predicting Individual Physiologically Acceptable States for Discharge from a Pediatric Intensive Care Unit
Cameron Carlin, Long Van Ho, David Ledbetter +2
Objective: Predict patient-specific vitals deemed medically acceptable for discharge from a pediatric intensive care unit (ICU). Design: The means of each patient's hr, sbp and dbp…
stat.ML2017★ 27 cited
The Dependence of Machine Learning on Electronic Medical Record Quality
Long Ho, David Ledbetter, Melissa Aczon +1
There is growing interest in applying machine learning methods to Electronic Medical Records (EMR). Across different institutions, however, EMR quality can vary widely. This work i…
stat.ML2017★ 74 cited
Dynamic Mortality Risk Predictions in Pediatric Critical Care Using Recurrent Neural Networks
M Aczon, D Ledbetter, L Ho +4
Viewing the trajectory of a patient as a dynamical system, a recurrent neural network was developed to learn the course of patient encounters in the Pediatric Intensive Care Unit (…