NCT05989256

Developing a Model to Predict Inpatient Hypoglycemic Episodes

• Status: Withdrawn
• Phase: N/A
• Study type: Interventional
• Enrollment: 0 (actual)
• Sponsor: Wake Forest University Health Sciences · Academic / Other
• Sex: All
• Age: —
• Healthy volunteers: Not accepted

Summary

This study will create a new model to predict hypoglycemic events in diabetic inpatients on anti-hyperglycemic therapy using retrospective data with the goal of developing a model that will accurately predict hypoglycemic episodes in the patient population - piloting the risk score that was developed in the context of EndoTool being rolled out at the institution, to determine the feasibility and acceptability of viewing the risk score in the Electronic Health Record

Detailed description

Design a model to predict hypoglycemic episodes in real time, rather than retrospectively identifying high risk patients who experienced a hypoglycemic event at some point during their hospitalization, as has been done prior. Potential predictors of hypoglycemia identified in prior work and additional predictors identified by the clinical team to develop a discrete-time multinomial logistic regression model to predict hypoglycemic events in real time. The risk score then will be piloted in the context of our institution's EndoTool Subcutaneous implementation determine the feasibility and acceptability of viewing the risk score in the Electronic Health Record

Conditions

• Hypoglycemic Events
• Hyperglycemic Therapy

Interventions

Type	Name	Description
DIAGNOSTIC_TEST	EndoTool	EndoTool is a vendor based glucose management software
OTHER	glucose management team	comparison group will be services that have not yet implemented EndoTool
OTHER	standard of care glucose management	providers adjusting insulin and consulting the Glucose Management Team at their discretion

Timeline

• Start date: 2024-10-01
• Primary completion: 2025-01-01
• Completion: 2025-01-01
• First posted: 2023-08-14
• Last updated: 2024-08-29

Locations

1 site across 1 country: United States

Regulatory

• FDA-regulated device study