Using the ROC Curve to Evaluate Multivariable Prediction Models

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8.1 Introduction

8.2 Liver Surgery Example

8.3 Resubstitution Estimate of the ROC Curve

8.4 Split-Sample Estimates of the ROC Curve

8.5 Cross-Validation Estimates of the ROC Curve

8.6 Bootstrap-Validated Estimates of the ROC Curve

8.1 Introduction

Our discussions so far have focused on a single predictor. Other variables were considered, such as when comparing several predictors or covariate-adjusted ROC curves, but not in the form of producing predictions from multivariable models and evaluating their accuracy. Chapters 8 and 9 deal with this problem.

It is useful to discuss ...

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