Risk assessment in cardiac surgery: Exploring machine learning and laboratory indices as adjunctive tools

Pre-operative laboratory values are effective predictors of all-cause one-year mortality post-cardiovascular surgery used in conjunction with machine learning. Renal function, red cell distribution width, leukocytosis, and erythrocyte indices appear to be important prognostic factors.