Machine learning models for inpatient glucose prediction

A Zale, N Mathioudakis - Current diabetes reports, 2022 - Springer
Abstract Purpose of Review Glucose management in the hospital is difficult due to non-static
factors such as antihyperglycemic and steroid doses, renal function, infection, surgical …

Artificial intelligence for predicting and diagnosing complications of diabetes

J Huang, AM Yeung, DG Armstrong… - Journal of Diabetes …, 2023 - journals.sagepub.com
Artificial intelligence can use real-world data to create models capable of making predictions
and medical diagnosis for diabetes and its complications. The aim of this commentary article …

The principles of whole-hospital predictive analytics monitoring for clinical medicine originated in the neonatal ICU

J Randall Moorman - NPJ Digital Medicine, 2022 - nature.com
In 2011, a multicenter group spearheaded at the University of Virginia demonstrated
reduced mortality from real-time continuous cardiorespiratory monitoring in the neonatal ICU …

[HTML][HTML] Prediction of Next Glucose Measurement in Hospitalized Patients by Comparing Various Regression Methods: Retrospective Cohort Study

AD Zale, MS Abusamaan, J McGready… - JMIR Formative …, 2023 - formative.jmir.org
Background: Continuous glucose monitors have shown great promise in improving
outpatient blood glucose (BG) control; however, continuous glucose monitors are not …

A prediction model for assessing hypoglycemia risk in critically ill patients with sepsis

H Gao, Y Zhao - Heart & Lung, 2023 - Elsevier
Background Few studies have reported the risk factors or developed a risk predictive model
of hypoglycemia patients with sepsis. Objective To develop a predictive model to assess the …

Society of Critical Care Medicine Guidelines on Glycemic Control for Critically Ill Children and Adults 2024

K Honarmand, M Sirimaturos, EL Hirshberg… - Critical care …, 2024 - journals.lww.com
Society of Critical Care Medicine Guidelines on Glycemic Control for Critically Ill Children and
Adults 2024 Page 1 Copyright © 2024 by the Society of Critical Care Medicine and Wolters …

Hospital Diabetes Meeting 2022

J Huang, AM Yeung, KT Nguyen… - Journal of diabetes …, 2022 - journals.sagepub.com
The annual Virtual Hospital Diabetes Meeting was hosted by Diabetes Technology Society
on April 1 and April 2, 2022. This meeting brought together experts in diabetes technology to …

[HTML][HTML] Signatures of illness in children requiring unplanned intubation in the pediatric intensive care unit: A retrospective cohort machine-learning study

MC Spaeder, JR Moorman, LP Moorman… - Frontiers in …, 2022 - frontiersin.org
Acute respiratory failure requiring the initiation of invasive mechanical ventilation remains
commonplace in the pediatric intensive care unit (PICU). Early recognition of patients at risk …

Accuracy of a Risk Alert Threshold for ICU Hypoglycemia: Retrospective Analysis of Alert Performance and Association With Clinical Deterioration Events

WB Horton, EE Hannah, FL Morales… - Critical Care …, 2023 - journals.lww.com
OBJECTIVES: To quantify the accuracy of and clinical events associated with a risk alert
threshold for impending hypoglycemia during ICU admissions. DESIGN: Retrospective …

[PDF][PDF] Effect of Nursing-directed Protocol on the Occurance of Hypoglycemic Episodes among Patients at Medical Intensive Care Unit

NE Elolemy, SES Ahmed, YM Hafez… - Tanta Scientific Nursing …, 2023 - journals.ekb.eg
Background: Hypoglycemia is a well-recognized complication among patients with type
1diabetes, and it is the most common diabetes-related emergency. It is a complication of …