ALB and metastatic malignant neoplasm: However, the gradient boosting and random forest models outperformed the logistic regression model in PPV, which is potentially more clinically relevant than AUC.34 Finally, all models placed importance on variables with known prognostic implications, including age, diagnosis of metastatic cancer, most recent albumin level, and most recent alkaline phosphatase level.