INS and diabetes mellitus: Given the large sample size, we had sufficiently high event per predictor ratios in both models to minimize model overfitting.34 By restricting to patients on subcutaneous insulin in the non-critical care setting, our findings are generalizable to the majority of hospitalized patients with diabetes/hyperglycemia.