Title :
Patients Flow: A Mixed-Effects Modelling Approach to Predicting Discharge Probabilities
Author :
Adeyemi, Shola ; Chaussalet, Thierry ; Xie, Haifeng ; Millard, Peter
Author_Institution :
Univ. of Westminster, London
Abstract :
A mixed effects approach hereby introduced to patients flow and length of stay modelling. In, particular, a class of generalized linear mixed models has been used to demonstrate the usefulness of this approach. This modelling technique is used to capture individual patients experience during the process of care as represented by their pathways through the system. The approach could predict the probability of discharge from the system, as well as detect where the system may be going wrong.
Keywords :
health care; medical computing; discharge probabilities; mixed effects approach; patients flow; Absorption; Biomedical informatics; Discrete event simulation; Diseases; Geriatrics; Hospitals; Markov processes; Medical services; Predictive models; Senior citizens;
Conference_Titel :
Computer-Based Medical Systems, 2007. CBMS '07. Twentieth IEEE International Symposium on
Conference_Location :
Maribor
Print_ISBN :
0-7695-2905-4
DOI :
10.1109/CBMS.2007.83