Four risk factors were incorporated into a weighted risk index-high-grade patterns ratio, epidermal growth factor receptor mutation status, spread through air spaces status and consolidation tumor ratio-to establish the "CEHS" RFS prediction model. Here, EGFR is linked to neoplasm.