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Discrete Event Simulation for Decision Modeling in Health Care: Lessons from Abdominal Aortic Aneurysm Screening
- Source :
- Medical Decision Making
- Publication Year :
- 2018
- Publisher :
- SAGE Publications, 2018.
-
Abstract
- Markov models are often used to evaluate the cost-effectiveness of new healthcare interventions but they are sometimes not flexible enough to allow accurate modeling or investigation of alternative scenarios and policies. A Markov model previously demonstrated that a one-off invitation to screening for abdominal aortic aneurysm (AAA) for men aged 65 y in the UK and subsequent follow-up of identified AAAs was likely to be highly cost-effective at thresholds commonly adopted in the UK (£20,000 to £30,000 per quality adjusted life-year). However, new evidence has emerged and the decision problem has evolved to include exploration of the circumstances under which AAA screening may be cost-effective, which the Markov model is not easily able to address. A new model to handle this more complex decision problem was needed, and the case of AAA screening thus provides an illustration of the relative merits of Markov models and discrete event simulation (DES) models. An individual-level DES model was built using the R programming language to reflect possible events and pathways of individuals invited to screening v. those not invited. The model was validated against key events and cost-effectiveness, as observed in a large, randomized trial. Different screening protocol scenarios were investigated to demonstrate the flexibility of the DES. The case of AAA screening highlights the benefits of DES, particularly in the context of screening studies.
- Subjects :
- Male
Computer science
Context (language use)
030230 surgery
Markov model
Decision Support Techniques
decision analytic model
03 medical and health sciences
abdominal aortic aneurysm
0302 clinical medicine
Health care
Humans
Discrete event simulation
1402 Applied Economics
Aged
discrete event simulation
Protocol (science)
Flexibility (engineering)
business.industry
screening
030503 health policy & services
Health Policy
Original Articles
Models, Theoretical
Decision problem
Markov Chains
1117 Public Health And Health Services
Risk analysis (engineering)
Health Policy & Services
Quality-Adjusted Life Years
0305 other medical science
business
Decision model
Aortic Aneurysm, Abdominal
Subjects
Details
- ISSN :
- 1552681X and 0272989X
- Volume :
- 38
- Database :
- OpenAIRE
- Journal :
- Medical Decision Making
- Accession number :
- edsair.doi.dedup.....7def44797698b9733f987b0e55b38fc9
- Full Text :
- https://doi.org/10.1177/0272989x17753380