(35) demonstrated that an RF model based on preoperative CT radiomics features could detect EGFR mutations in lung adenocarcinoma patients, achieving AUC values of 0.70 and 0.64 for the training and validation groups, respectively. Here, EGFR is linked to lung adenocarcinoma.