In this dissertation, I set out to argue that there is an urgent need to make a normative assessment of the distribution of benefits and risks of implementing machine learning models in diagnostic settings. In the introduction, I justified this claim with three central arguments. First, that there is a lack of clarity about how to deal with situations where conflict between principles, values, and rights emerge.