Skip to content
This repository has been archived by the owner on Sep 29, 2023. It is now read-only.
/ ehr_ml Public archive

Code for doing machine learning with various EHRs

License

Notifications You must be signed in to change notification settings

som-shahlab/ehr_ml

Repository files navigation

ehr_ml

ehr_ml is a python package for building models using EHR data. As part of the model building process, it offers the ability to learn clinical language model based representations (CLMBR) as described in Steinberg et al at https://pubmed.ncbi.nlm.nih.gov/33290879/.

There are four main groups of functionality in ehr_ml. The ability to:

  1. Convert EHR and claims data into a common schema
  2. Apply labeling functions on that schema in order to derive labels
  3. Apply featurization schemes on those patients to obtain feature matrices
  4. Perform other common tasks necessary for research with EHR data

https://ehr-ml.readthedocs.io/en/latest/ has the full documentation, including setup instructions and a tutorial using SynPuf data.

About

Code for doing machine learning with various EHRs

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published