Early Sepsis Prediction Using Machine Learning

This repository contains machine learning code for early sepsis prediction using Electronic Medical Record (EMR) data from the eICU Collaborative Research Database.

Status

The results currently included are preliminary and not the latest.
Updated results will be uploaded in future revisions.

Dataset

eICU Collaborative Research Database (eICU-CRD)

DOI:

• https://doi.org/10.13026/C2WM1R
• https://doi.org/10.1038/sdata.2018.178

Raw data and patient-level records are not shared due to the data use agreement.

Contents

Shared in this repository

• Training code
• Testing code
• Trained model artifacts
• Aggregated results and evaluation metrics

Not shared

• Raw eICU data
• Patient-level data
• Any information that could enable identification of individuals or institutions

Usage

Training

Run python train.py

Testing

Run python test.py

Citation

If you use this repository, please cite:
https://doi.org/10.1109/BCD61269.2024.10743073

Disclaimer

This repository is provided as is.
The author assumes no responsibility for any use, misuse, or outcomes resulting from the use of this code, models, or results.