The Art of Statistics: Learning from Data

by David Spiegelhalter

By considering all possible thresholds for predicting a survivor, the possible values for the specificity and sensitivity form a curve. Note that the specificity axis conventionally decreases from 1 to 0 when drawing an ROC curve.