TABLE 3.
Algorithm | AUC | 95% CI for AUC | Calibration slope | Intercept | Brier score |
---|---|---|---|---|---|
Ridge regression | 0.87 | 0.83, 0.90 | 0.95 | −2.72 | 0.13 |
Lasso regression | 0.86 | 0.82, 0.90 | 0.31 | −2.42 | 0.13 |
Elastic net | 0.85 | 0.81, 0.89 | 0.28 | −2.27 | 0.13 |
Unregularized logistic regression | 0.83 | 0.78, 0.88 | 0.14 | −2.13 | 0.14 |
Decision tree classifier | 0.81 | 0.73, 0.88 | 0.13 | −4.60 | 0.13 |
Previous attempt | 0.57 | 0.49, 0.65 | 1.00 | −2.13 | 0.24 |