Every doctor tends to have a very static sensitivity-specificity preferences (true positive rate aka recall and true negative rate, respectively). One of the interesting consequences of using an automated diagnostic tool (already mentioned in Esteva et al 2017's Nature article) is that the sensitivity level can be chosen dynamically, depending on additional risk factors.