DocumentCode :
2068036
Title :
Predicting Emergency Department Length of Stay Using Quantile Regression
Author :
Ding, Ru ; McCarthy, Melissa L. ; Lee, Jennifer ; Desmond, Jeffrey S. ; Zeger, Scott L. ; Aronsky, Dominik
Author_Institution :
Sch. of Med., Johns Hopkins Univ., Baltimore, MD, USA
fYear :
2009
fDate :
20-22 Sept. 2009
Firstpage :
1
Lastpage :
4
Abstract :
Objectives: Length of stay (LOS) is an important emergency department (ED) performance measure. The objective of this study was to predict the 10th, 50th and 90th percentile of ED LOS using demographic, clinical and temporal characteristics in order to better inform patients and ED staff. Methods: A retrospective cohort study was conducted on one year ED visit data from an academic ED (N=50,824). We estimated the 10th, 50th and 90th percentile for three different phases of ED care: waiting time, treatment time and boarding time. We used multivariate quantile regression to model the three phases of ED care separately as a function of patients´ arrival day and time, age, gender, mode of arrival, insurance status, acuity level and chief complaint. Results: The median waiting time was 14 minutes, 191 minutes for median treatment time and 154 minutes for median boarding time. Patients at the 90% waited 7 times longer (98 minutes), took 2.5 times longer to be treated (487 minutes) and boarded 7 times longer (1,122 minutes) compared to patients at the median. Patients´ chief complaint and acuity level were the most important predictors of the three phases of LOS. The adjusted median treatment times for patients with a cardiovascular symptom (202 to 328 minutes depending on acuity level) were longer than patients with any other complaint, regardless of acuity. Of all chief complaints, the longest median boarding times were experienced by patients with a skin problem (177 to 291 minutes depending on acuity level). Day and time of arrival were important predictors of wait time and boarding time as well. The adjusted boarding times were 30% to 100% longer on Mondays compared to Sundays. Conclusions: ED LOS varied significantly among patients in a predictable manner that is largely explained by information available at triage. Providing patients with an expected LOS at triage may result in increased patient satisfaction.
Keywords :
emergency services; patient treatment; regression analysis; ED care; LOS performance measure; arrival time; boarding time phase; cardiovascular symptom; clinical characteristic; demographic characteristic; emergency department; length of stay measurement; multivariate quantile regression; patient satisfaction; patients chief complaint; retrospective cohort study method; skin problem; temporal characteristic; time 1122 min; time 14 min; time 154 min; time 177 min to 291 min; time 191 min; time 202 min to 328 min; time 487 min; time 98 min; treatment time phase; waiting time phase; Cardiology; Demography; Insurance; Length measurement; Medical treatment; Phase estimation; Phase measurement; Public healthcare; Skin; Time measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Management and Service Science, 2009. MASS '09. International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-4638-4
Electronic_ISBN :
978-1-4244-4639-1
Type :
conf
DOI :
10.1109/ICMSS.2009.5300861
Filename :
5300861
Link To Document :
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