In the XGBoost model for Task 1, the three features with the highest weights are the tumour min diameter, SUVmean and CTmean, and larger tumour min diameters and lower SUVmean values are associated with HER2-zero expression. This evidence concerns the gene ERBB2 and neoplasm.