# output of pred_validate is as expected - single models Code summary(val_results) Output Calibration Measures --------------------------------- Estimate Std. Err Lower 95% Confidence Interval Observed:Expected Ratio 1.9006 0.0188 1.8319 Calibration Intercept 0.7323 0.0206 0.6921 Calibration Slope 0.6484 0.0463 0.5576 Upper 95% Confidence Interval Observed:Expected Ratio 1.9719 Calibration Intercept 0.7726 Calibration Slope 0.7392 Also examine the calibration plot, if produced. Discrimination Measures --------------------------------- Estimate Std. Err Lower 95% Confidence Interval AUC 0.5814 0.0057 0.5702 Upper 95% Confidence Interval AUC 0.5927 Overall Performance Measures --------------------------------- Cox-Snell R-squared: -0.0481 Nagelkerke R-squared: -0.0863 Brier Score: 0.1249 Also examine the distribution plot of predicted risks.