EGFR and non-small cell lung carcinoma: Analysis of these studies reveals that LLMs excel in NSCLC EGFR mutation prediction by efficiently utilizing unstructured textual data (e.g., pathology reports, clinical notes), addressing the underutilization of such data in traditional approaches.