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mldemo's Issues

Problematic usage of terms from data set

  • Condition names are used directly as symbols, which fails for names containing spaces. Some are also too long to include on figures.
  • Direct usage implies tacit approval of terms.

Condition code interpretations

Condition codes should be used in analysis, rather than descriptions. Conditions might correspond with multiple codes, so this should be addressed.

Support OMOP format

What's the easiest way to convert an OMOP format file to a Julia DataFrame?

Zeroes and missing entries

The pipeline should handle zeroes and missing entries gracefully. Ideally, helpful warnings should be displayed. At the very least, the pipeline should not crash on these edge cases.

General config file for repository

Currently, config.ini contains the directory names from my own machine, with Windows directory syntax. Is there a simple way to upload a dummy config file to the repository while keeping my own local config file in its place?

Conditions as features

Currently, allergies are used as ML features, primarily due to ease of use. Conditions could be used instead.

Publication-grade figures

Ideally, the meaning of any figure should be obvious to an unfamiliar audience. Figures should be appropriately labelled, perhaps with generated captions.

Usability on secure systems

Systems that store medical data are often not connected to the internet. Can package dependencies be reduced or eliminated? Can the pipeline be embedded in a container?

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