Literature DB >> 21813364

Agent-based modeling of the spread of influenza-like illness in an emergency department: a simulation study.

Marek Laskowski1, Bryan C P Demianyk, Julia Witt, Shamir N Mukhi, Marcia R Friesen, Robert D McLeod.   

Abstract

The objective of this paper was to develop an agent-based modeling framework in order to simulate the spread of influenza virus infection on a layout based on a representative hospital emergency department in Winnipeg, Canada. In doing so, the study complements mathematical modeling techniques for disease spread, as well as modeling applications focused on the spread of antibiotic-resistant nosocomial infections in hospitals. Twenty different emergency department scenarios were simulated, with further simulation of four infection control strategies. The agent-based modeling approach represents systems modeling, in which the emergency department was modeled as a collection of agents (patients and healthcare workers) and their individual characteristics, behaviors, and interactions. The framework was coded in C++ using Qt4 libraries running under the Linux operating system. A simple ordinary least squares (OLS) regression was used to analyze the data, in which the percentage of patients that became infected in one day within the simulation was the dependent variable. The results suggest that within the given instance context, patient-oriented infection control policies (alternate treatment streams, masking symptomatic patients) tend to have a larger effect than policies that target healthcare workers. The agent-based modeling framework is a flexible tool that can be made to reflect any given environment; it is also a decision support tool for practitioners and policymakers to assess the relative impact of infection control strategies. The framework illuminates scenarios worthy of further investigation, as well as counterintuitive findings.

Entities:  

Mesh:

Year:  2011        PMID: 21813364     DOI: 10.1109/TITB.2011.2163414

Source DB:  PubMed          Journal:  IEEE Trans Inf Technol Biomed        ISSN: 1089-7771


  15 in total

Review 1.  A Systematic Literature Review of Agents Applied in Healthcare.

Authors:  David Isern; Antonio Moreno
Journal:  J Med Syst       Date:  2015-11-21       Impact factor: 4.460

2.  A Simulation Study of Coronavirus as an Epidemic Disease Using Agent-Based Modeling.

Authors:  Amal Adel Alzu'bi; Sanaa Ibrahim Abu Alasal; Valerie J M Watzlaf
Journal:  Perspect Health Inf Manag       Date:  2020-12-07

3.  Multi-sources data fusion framework for remote triage prioritization in telehealth.

Authors:  O H Salman; M F A Rasid; M I Saripan; S K Subramaniam
Journal:  J Med Syst       Date:  2014-07-22       Impact factor: 4.460

4.  The Association Between Race and Stroke Prevalence in a Patient Cohort in Mississippi.

Authors:  Christopher Ashley; Shamsi Daneshvari Berry
Journal:  Perspect Health Inf Manag       Date:  2020-12-07

5.  Understanding Emergency Care Delivery Through Computer Simulation Modeling.

Authors:  Lauren F Laker; Elham Torabi; Daniel J France; Craig M Froehle; Eric J Goldlust; Nathan R Hoot; Parastu Kasaie; Michael S Lyons; Laura H Barg-Walkow; Michael J Ward; Robert L Wears
Journal:  Acad Emerg Med       Date:  2017-09-21       Impact factor: 3.451

6.  Novel applications of agent-based modeling in emergency medicine research - A systematic literature review.

Authors:  Jason M Adleberg; Christina L Catlett; Richard E Rothman; Katie Lobner; Yu-Hsiang Hsieh
Journal:  Am J Emerg Med       Date:  2017-06-09       Impact factor: 2.469

7.  Optimizing agent-based transmission models for infectious diseases.

Authors:  Lander Willem; Sean Stijven; Engelbert Tijskens; Philippe Beutels; Niel Hens; Jan Broeckhove
Journal:  BMC Bioinformatics       Date:  2015-06-02       Impact factor: 3.169

Review 8.  Host-pathogen interactions between the human innate immune system and Candida albicans-understanding and modeling defense and evasion strategies.

Authors:  Sybille Dühring; Sebastian Germerodt; Christine Skerka; Peter F Zipfel; Thomas Dandekar; Stefan Schuster
Journal:  Front Microbiol       Date:  2015-06-30       Impact factor: 5.640

Review 9.  Modelling the transmission of healthcare associated infections: a systematic review.

Authors:  Esther van Kleef; Julie V Robotham; Mark Jit; Sarah R Deeny; William J Edmunds
Journal:  BMC Infect Dis       Date:  2013-06-28       Impact factor: 3.090

10.  Population Dynamics of Patients with Bacterial Resistance in Hospital Environment.

Authors:  Leilei Qu; Qiuhui Pan; Xubin Gao; Mingfeng He
Journal:  Comput Math Methods Med       Date:  2016-01-24       Impact factor: 2.238

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.