While numerous machine learning models based on radiomics features have been reported to identify EGFR mutation status in NSCLC patients (16–18), most radiomics studies have typically used a single modelling method, which may affect predictive outcomes. This evidence concerns the gene EGFR and non-small cell lung carcinoma.