ClinicalNLP/Clinical_prediction/MultiChannelLSTM

• DeepCell
• • Overviewer
  • DataSet
• Citation

DeepCell

This repository provides the code for "Multi-channel Fusion LSTM for Medical Event Prediction using EHRs"

Overviewer

This paper presents a task-wise method to model correlations among multiple different
types of medical events and irregular temporal intervals between two medical visits for
medical event prediction(denoted MEP) in a unified framework, called Multi-Channel Fusion
Long Short-Term Memory network (MCF-LSTM).

The illustration of Medical Events Prediction:

DataSet

we are used Two datasets:

1. MIMIC-III(https://mimic.mit.edu/docs/)
2. eICU(https://eicu-crd.mit.edu/gettingstarted/overview/)

Citation

please cite"Multi-channel Fusion LSTM for Medical Event Prediction using EHRs"

@article{liu2022multi,
  title={Multi-channel fusion LSTM for medical event prediction using EHRs},
  author={Liu, Sicen and Wang, Xiaolong and Xiang, Yang and Xu, Hui and Wang, Hui and Tang, Buzhou},
  journal={Journal of Biomedical Informatics},
  volume={127},
  pages={104011},
  year={2022},
  publisher={Elsevier}
}