/MODS-recovery

Codes for prediction of the recovery of pediatric sepsis patients with MODS

Primary LanguagePythonBSD 3-Clause "New" or "Revised" LicenseBSD-3-Clause

MODS recovery prediction.

Code for the recovery prediction in pediatric sepsis patients with Multiple Organ Dysfunction Syndrome (MODS).

Scripts:

training_CV.py: to train and evaluate the machine learning models with cross-validation.

external_validation.py: external validation of machine learning model developed with patients from one database on patients from another database.

SHAP.py: feature interpretation using SHAP values

enrichment_analysis.py: to perform enrichment analysis on different patient groups.

utils.py: utility functions.

Contact:

This code is developed by members of the Machine Learning and Computational Biology Lab.