INS and Hypoglycemia: Interestingly, this machine learning approach identified some predictors (laboratory test results and vital signs) that are not traditionally known to be risk factors for hypoglycemia, and it is more likely that these predictors are associated with patient severity of illness than directly with risk of insulin or sulfonylurea-related hypoglycemia.