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Predictive models for flares in inflammatory bowel disease

Genentech Project Data Scientists: Ryan Gan and Diana Sun

Email about repository: ganr1@gene.com


Public repository of the predictive models for the manuscript:

Title: Replicating prediction algorithms for hospitalization and corticosteroid use in patients with inflammatory bowel disease.

Authors: Ryan Gan, Diana Sun, Amanda Tatro, Shirley Cohen-Mekelburg, Wyndy L. Wiitala, Ji Zhu, Akbar K. Waljee.


Repository Overview


In the public repository, there are two main folders scripts and results. In the program scrips, there is a data directory that is hidden and not included as we no longer have access to data due to data use agreements with Optum.

  • scripts: Two sub folders in this folder.

    • analysis: Contains the scripts to fit and test predictive models
    • sql_query: Contains SQL queries and scripts to build the analysis dataframe to use in analyses. Requires Optum license and data cut of IBD patients.
  • results: Folder that contains results. See overview in analysis folder for where specific model results are saved.

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Code for replication manuscript of IBD flare predictive model.

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