Supplementary Materials

The PDF file includes:

  • Fig. S1. Secular trends for specimen location and empiric treatment choices.
  • Fig. S2. Test set ROC curves for prediction of antibiotic susceptibility for patients presenting with uncomplicated UTI between 2014 and 2016.
  • Fig. S3. Calibration plots for model predictions on test dataset.
  • Fig. S4. Cohort selection.
  • Fig. S5. Detailed methods schematic.
  • Table S1. Final model hyperparameters.
  • Table S2. Detailed breakdown of primary outcomes.
  • Table S3. Top 10 features predicting clinician fluoroquinolone use.
  • Table S4. Top 10 features predicting nonsusceptibility to nitrofurantoin, TMP-SMX, ciprofloxacin, and levofloxacin.
  • Table S5. Description of the Boston Infectious Diseases Cohort.
  • Legend for data file S1

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Other Supplementary Material for this manuscript includes the following:

  • Data file S1 (Microsoft Excel format). Data for all graphs.