Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction

no code implementations • 9 Oct 2021 • Sayantan Kumar, Sean C. Yu, Thomas Kannampallil, Zachary Abrams, Andrew Michelson, Philip R. O. Payne

Complex deep learning models show high prediction tasks in various clinical prediction tasks but their inherent complexity makes it more challenging to explain model predictions for clinicians and healthcare providers.

Explainable Models ICU Mortality