ALB and lymphopenia: Throughout the model construction process, it was identified that the eight most important variables - peripheral blood NLR, serum albumin, age, number of metastasis-involved organs, number of received chemotherapy regimens, ECOG performance status, lymphopenia, and multisession of PRT - consistently played a crucial role in predicting short-term mortality across different algorithms.