Prognosis of a second clinical event from baseline MRI in patients with a CIS: a multicenter study using a machine learning approach.

Prediction of a second clinical event in CIS patients from baseline MRI seems to present a highly heterogeneous pattern, leading to very low classification accuracies. Adding the T1-hypointensity maps does not seem to improve the accuracy of the classification model.