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Updated: Dec 6, 2025

Improving IV Insulin Administration in a Community Hospital
Published on: June 11, 2012
Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2
Xiling Hu1, Weiran Xu2, Shuo Lin3
1Department of Medicine, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, China.
Aims:
To develop a simple hypoglycemic prediction model to evaluate the risk of hypoglycemia during hospitalization in patients with type 2 diabetes treated with intensive insulin therapy.
Methods:
We performed a cross-sectional chart review study utilizing the electronic database of the Third Affiliated Hospital of Sun Yat-sen University, and included 257 patients with type 2 diabetes undergoing intensive insulin therapy in the Department of Endocrinology and Metabolism. Logistic regression analysis was used to derive the clinical prediction rule with hypoglycemia (blood glucose ≤ 3.9 mmol/L) as the main result, and internal verification was performed.
Results:
In the derivation cohort, the incidence of hypoglycemia was 51%. The final model selected included three variables: fasting insulin, fasting blood glucose, and total treatment time. The area under the curve (AUC) of this model was 0.666 (95% CI: 0.594-0.738, P < 0.001).
Conclusions:
The model's hypoglycemia prediction and the actual occurrence are in good agreement. The variable data was easy to obtain and the evaluation method was simple, which could provide a reference for the prevention and treatment of hypoglycemia and screen patients with a high risk of hypoglycemia.
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