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ICBERT

Getting Started

Create a Python virtual environment and install the packages from the requirements.txt file

python -m venv venv
source ./venv/bin/activate
pip install -r requirements.txt

Download the MIMIC-IV dataset from PysioNet. The paper uses version 2.2 of the dataset. Insert the dataset into the mimic-iv folder at ./data/mimic-iv

The full dataset is not required to reproduce the results from the paper but only the following files:

These files should be placed in ./data/mimic-iv/hosp

Download the EHRSHOT dataset and person.csv table from redivis. Insert EHRSHOT_ASSETS into the ./data folder and person.csv into that folder ./data/EHRSHOT_ASSETS

Finally run numbered scripts in ./src in order.

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ICD to Bert Encodings for Clinical Outcome Classification in Medical Insurance Datasets

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