Model | Cohort | Measure | AUROC | AUPRC |
---|---|---|---|---|
Lasso regression | Training (Cross-validation) | Mean [min, max] | 78.8 [78.0, 80.2] | 21.0 [18.3, 22.0] |
XGBoost | Training (Cross-validation) | Mean [min, max] | 84.6 [83.8, 86.0] | 25.7 [21.2, 27.4] |
Random forest | Training (Cross-validation) | Mean [min, max] | 86.9 [85.3, 87.7] | 26.4 [20.1, 31.0] |
Testing (Bootstrapped) | Median [95% CI] | 87.2 [86.1, 88.2] | 28.0 [25.0, 31.0] | |
Brooklyn | Median [95% CI] | 83.8 [81.9, 85.6] | 26.6 [22.5, 31.0] | |
Non-Brooklyn | Median [95% CI] | 88.9 [87.5, 90.2] | 30.1 [26.4, 33.7] |