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Table 1.

Signs and symptoms potentially attributable to UTI*.

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Table 2.

Selected variables for reduced models.

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Fig 1.

Flow diagram for study.

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Table 3.

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Fig 2.

Receiver operating characteristic (ROC) curves for different machine learning models.

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Table 4.

Test characteristics of UTI prediction models on validation data*.

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Table 5.

Comparison of provider judgment (UTI diagnosis or antibiotic administration) to best performing models for prediction of urine culture results.

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Table 6.

Comparison of provider judgment (UTI diagnosis) to best performing models for prediction of urine culture results.

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