A Method for Projections of the Emergency Department Behaviour by Non-Communicable Diseases From 2019 to 2039

被引:7
作者
Shojaei, Elham [1 ]
Wong, Alvaro [1 ]
Rexachs, Dolores [1 ]
Epelde, Francisco [1 ]
Luque, Emilio [1 ]
机构
[1] Univ Autonoma Barcelona, Comp Arcitecture & Operating Syst, Barcelona 08193, Spain
关键词
Agent based modeling; population aging; projection of emergency department; non-communicable disease; simulation; LENGTH-OF-STAY; SIMULATION; CARE;
D O I
10.1109/JBHI.2020.2990343
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a new method for prediction of future performance and demand on emergency department (ED) in Spain is presented. Increased life expediency and population aging in Spain, along with their corresponding health conditions such as non-communicable diseases (NCDs), have been suggested to contribute to higher demands on ED. These lead to inferior performance of the department and cause longer ED length of stay (LoS). Prediction and quantification of behavior of ED is, however, challenging as ED is one of the most complex parts of hospitals. Using detailed computational approaches integrated with clinical data behavior of Spain's ED in future years was predicted. First, statistical models were developed to predict how the population and age distribution of patients with non-communicable diseases change in Spain in future years. Then, an agent-based modeling approach was used for simulation of the emergency department to predict impacts of the changes in population and age distribution of patients with NCDs on the performance of ED, reflected in ED LoS, between years 2019 and 2039. Results from different projection scenarios indicated that Spain would experience a continuous increase in total ED LoS from 5.7 million hours in 2019 to 6.2 million hours in 2039 if same human and physical resources, as well as same ED configuration, are used. The results from this study can provide health care provider with quantitative information on required staff and physical resources in the future and allow health care policymakers to improve modifiable factors contributing to the demand and performance of ED.
引用
收藏
页码:2490 / 2498
页数:9
相关论文
共 39 条
[1]   A conceptual model of emergency department crowding [J].
Asplin, BR ;
Magid, DJ ;
Rhodes, KV ;
Solberg, LI ;
Lurie, N ;
Camargo, CA .
ANNALS OF EMERGENCY MEDICINE, 2003, 42 (02) :173-180
[2]   The Effect of Emergency Department Crowding on Clinically Oriented Outcomes [J].
Bernstein, Steven L. ;
Aronsky, Dominik ;
Duseja, Reena ;
Epstein, Stephen ;
Handel, Dan ;
Hwang, Ula ;
McCarthy, Melissa ;
McConnell, K. John ;
Pines, Jesse M. ;
Rathlev, Niels ;
Schafermeyer, Robert ;
Zwemer, Frank ;
Schull, Michael ;
Asplin, Brent R. .
ACADEMIC EMERGENCY MEDICINE, 2009, 16 (01) :1-10
[3]   Agent-based modeling: Methods and techniques for simulating human systems [J].
Bonabeau, E .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 :7280-7287
[4]  
Borshchev A., 2004, P INT C SYST DYN SOC, V22
[5]  
Bruballa E, 2017, WINT SIMUL C PROC, P2917, DOI 10.1109/WSC.2017.8248014
[6]   Burden of emergency conditions and emergency care usage: new estimates from 40 countries [J].
Chang, Cindy Y. ;
Abujaber, Samer ;
Reynolds, Teri A. ;
Camargo, Carlos A., Jr. ;
Obermeyer, Ziad .
EMERGENCY MEDICINE JOURNAL, 2016, 33 (11) :794-800
[7]   Overcrowding in emergency department: an international issue [J].
Di Somma, Salvatore ;
Paladino, Lorenzo ;
Vaughan, Louella ;
Lalle, Irene ;
Magrini, Laura ;
Magnanti, Massimo .
INTERNAL AND EMERGENCY MEDICINE, 2015, 10 (02) :171-175
[8]  
Divo M. J., 2014, AGEING EPIDEMI OLOGY
[9]   Long length of stay at the emergency department is mostly caused by organisational factors outside the influence of the emergency department: A root cause analysis [J].
Driesen, Babiche E. J. M. ;
Van Riet, Bauke H. G. ;
Verkerk, Lisa ;
Bonjer, H. Jaap ;
Merten, Hanneke ;
Nanayakkara, Prabath W. B. .
PLOS ONE, 2018, 13 (09)
[10]   Modeling and improving emergency department systems using discrete event simulation [J].
Duguay, Christine ;
Chetouane, Fatah .
SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2007, 83 (04) :311-320