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Model Training Results

For most recent results, please check https://vectorinstitute.github.io/EHRMamba. The following are old results that are not used in EHRMamba paper.

Mortality Prediction

This is a one-month, post-hospital discharge mortality prediction task, including patients who died at most 31 days after the last visit.

  • Fine-tuned on 20,000 patients

    • BigBird

      Mortality - BigBird
    • XGBoost

      Mortality - XGBoost
  • Fine-tuned on 250 patients

    • BigBird

      Mortality - BigBird
    • XGBoost

      Mortality - XGBoost
  • Fine-tuned on 100 patients

    • BigBird

      Mortality - BigBird
      • XGBoost

Hospital Readmission

This is a one-month, post-hospital discharge readmission task, including patients who are readmitted to the hospital at most 31 days after the last visit.

  • Fine-tuned on 50,000 patients

    • BigBird

      Readmission - BigBird
    • XGBoost

      Readmission - XGBoost

Notes

  • ?

References

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