Development of machine learning-based prognostic models for small cell lung cancer with brain metastases: an analysis of SEER and Chinese populations

The LASSO model demonstrated high accuracy in predicting survival for SCLC patients with initial BM, particularly in external validation. This model may provide valuable prognostic insights for personalized treatment strategies.