In contrast, contemporary multimodal predictive models integrate radiomics (CT/PET), histopathology (whole-slide imaging), clinical metadata (e.g., ECOG status), and genomic profiles (e.g., EGFR variant allele frequency), achieving superior predictive accuracy for NSCLC mutations. Here, EGFR is linked to non-small cell lung carcinoma.