In contrast, insulin usage demonstrated a significant association (OR = 1.590, CI: 1.100–2.290, p = 0.010) with hypoglycemia, highlighting that it is a key factor affecting the likelihood of hypoglycemia. Here, INS is linked to Hypoglycemia.