Title :
A decision-theoretic approach to consistent tight glycemic control in critical care patients
Author :
Pielmeier, Jlrike ; Boudreau, Shellie A. ; Andreassen, Steen
Author_Institution :
Center for Model-based Med. Decision Support, Aalborg Univ., Aalborg, Denmark
Abstract :
Insulin alone may be insufficient to regulate blood glucose concentrations in critical illness. Previously we have presented ´Glucosafe´, a decision support system that recommends insulin infusion rates and rates of enteral and intravenous feeding, based on penalty functions. This study presents a general method by which the scaling of these penalty functions can be optimized. The method is based on an analysis of scaling factors under simulation of steady-state conditions in different insulin resistance states, and analysis of the obtained optimized values under simulations of hyper- and hypoglycemia. Optimization resulted in recommendations that kept blood glucose concentrations close to normal, the total amount of nutrition and the amount of ingested calories close to 100% of daily requirements, and insulin doses at levels that not unduly put the patient at risk of hypoglycemia.
Keywords :
decision support systems; medical computing; optimisation; sugar; blood glucose concentrations; critical care patients; critical illness; decision support system; decision-theoretic approach; glucosafe; hyperglycemia; hypoglycemia; insulin doses; insulin infusion rates; intravenous feeding; optimization; steady-state conditions; tight glycemic control; medical decision support; penalty functions; physiological modeling; tight glycemic control;
Conference_Titel :
Control 2010, UKACC International Conference on
Conference_Location :
Coventry
Electronic_ISBN :
978-1-84600-038-6
DOI :
10.1049/ic.2010.0390