Exploring a global interpretation mechanism for deep learning networks when predicting sepsis

Abstract The purpose of this study is to identify additional clinical features for sepsis detection through the use of a novel mechanism for interpreting black-box machine learning models trained and to provide a suitable evaluation for the mechanism. We use the publicly available dataset from the 2...

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Bibliographic Details
Main Authors: Ethan A. T. Strickler, Joshua Thomas, Johnson P. Thomas, Bruce Benjamin, Rittika Shamsuddin
Format: Article
Language:English
Published: Nature Portfolio 2023-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-30091-3