Force plots allow visualization of each feature’s attribution with ‘forces’ that either increase or decrease the predicted value of the observation by the model—in the case of the individual without Type 2 Diabetes and low stage fibrosis (top left), strong negative influence from Albumin, GGT and Age outweigh the positive forces from Insulin Resistance, such that a low prediction output of 0.07 was obtained; this individual would therefore have been predicted by the model to not be At-Risk of MASH. This evidence concerns the gene INS and fibrosis.