Code for Development and Validation of an Interpretable 3-day Intensive Care Unit Readmission Prediction Model Using Explainable Boosting Machines

This repository contains the code used for all experiments described in Development and Validation of an Interpretable 3-day Intensive Care Unit Readmission Prediction Model Using Explainable Boosting Machines.

Please consider citing:

@article{hegselmann2022development,
  title={Development and validation of an interpretable 3 day intensive care unit readmission prediction model using explainable boosting machines},
  author={Hegselmann, Stefan and Ertmer, Christian and Volkert, Thomas and Gottschalk, Antje and Dugas, Martin and Varghese, Julian},
  journal={Frontiers in Medicine},
  volume={9},
  pages={960296},
  year={2022},
  publisher={Frontiers}
}

Project structure

• data_description Scripts to describe the data. Used to generate tables in the manuscript.

• experiments Main code to conduct experiments.

• helper Utility function used across the project.

• preprocessing Code for data preprocessing of the UKM cohort.

• preprocessing_mimic Code for data preprocessing of the MIMIC-IV cohort.

• research_database SQL statements to create research database and functionality to interact with it.