518 citations · 869 across the 11 of their papers we have counts for
3 papers · 1 filter
Interpreting a Recurrent Neural Network's Predictions of ICU Mortality Risk
Long V. Ho, Melissa D. Aczon, David Ledbetter +1
Deep learning has demonstrated success in many applications; however, their use in healthcare has been limited due to the lack of transparency into how they generate predictions. A…
The Impact of Extraneous Variables on the Performance of Recurrent Neural Network Models in Clinical Tasks
Eugene Laksana, Melissa Aczon, Long Ho +3
Electronic Medical Records (EMR) are a rich source of patient information, including measurements reflecting physiologic signs and administered therapies. Identifying which variabl…
Predicting Individual Responses to Vasoactive Medications in Children with Septic Shock
Nicole Fronda, Jessica Asencio, Cameron Carlin +4
Objective: Predict individual septic children's personalized physiologic responses to vasoactive titrations by training a Recurrent Neural Network (RNN) using EMR data. Materials a…