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@DaveDeCaprio DaveDeCaprio released this 06 Apr 12:49
· 35 commits to master since this release
7b8ad01

This release is a significant update

All ages model

This release incorporates a new model that is now appropriate for adults ages 18 and over. This model was trained on a combination of the original CMS Medicare data along with additional data provided by HealthFirst.

The original Medicare only 'xgboost' model is still available by adding a -m xgboost option to cv19index. However, even for Medicare populations we recommend moving to the new xgboost_all_ages model. This model is now the default.

Other updates

  • The README has been completely rewritten to make the usage more clear.
  • We have added prebuilt whl files to make instlalation on windows easier.
  • Documented the input and output formats more clearly.
  • Removed the old preprocessing code from version 1.0.0
  • Corrected a bug with the "# of Admissions" feature.
  • Corrected a bug where 3 character ICD-10 codes would not be mapped to CCSR.
  • Added a "features.csv" option to enable users to see the result of preprocessing.
  • Added a "run_cv19index.py" script that neables running the package without installing from PyPI.
  • Several asserts have been added to verify that data types and row counts are correct through the code.
Acknowledgements

Many thanks to HealthFirst for being one of the first users of the model and for allowing us to use their data in order to create a model for all ages.