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curate-mimic - A repository to guide in demonstrating how to curate the MIMIC III database with Natural Language Processing

  1. Preliminary steps:

    • Obtain access to the MIMIC III database (ask your PI).
    • Obtain a UMLS account and API key
    • Install Docker and docker-compose
  2. Setup cTAKES containers:

    • git clone [email protected]:Machine-Learning-for-Medical-Language/ctakes-rest-package.git
    • cd ctakes-rest-package
    • export umls_api_key=<api key from above>
    • docker-compose up -d --scale ctakes=N # This starts N containers -- each requires around 4 GB RAM.
  3. Run the python script to process the data -- run with -h to receive detailed documentation of the options:

    • python process_mimic.py --input-path <path to NOTEEVENTS.csv file> --output-format <json|mongo|xmi|fhir> --output_dir <directory to write files if output format is file-based>
  4. For MongoDB usage, setup a few indices for faster querying: a. TODO

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