A comprehensive case study involving 457 non-small cell lung cancer patients with EGFR mutations treated with EGFR tyrosine kinase inhibitors demonstrated that SAFE-MIL outperforms conventional regression methods in accuracy, effectively capturing inter-patient variability in risk. This evidence concerns the gene EGFR and non-small cell lung carcinoma.