Fig. 4

Results of model-level interpretation. LoG Laplace of Gaussian, MPR magnetization-prepared rapid gradient-echo, EDSS expanded disease severity scale; A Visualization of feature contribution for all individual cases. Each vertical line corresponds to interpretation for individual diagnosis. Red represents a diagnosis of MS, blue for NMO. B Summary plot of feature contribution for all individual cases. C Mean contribution of features in the multi-parametric phenotype. D–F Relationship between feature value and feature importance. The straight lines were obtained through curve fitting with linear regression