Session Details

PM08: Modeling Approaches for Analysing Health Care Problems –An Introductory Overview and Comparis
(Event: SMDM 39th Annual Meeting: Pittsburgh, PA)

Oct 22, 2017 2:00PM - Oct 22, 2017 5:30PM
Session Type: Short Course- PM 1/2 Day

Description
 
Synopsis
Decision-analytic modelling is increasingly applied to analyze decisions under conditions of uncertainty to allocate limited resources in health care. Decisions range from the evaluation of preventions, diagnostic or treatment up to scheduling and planning of health care resources. Decision-analytic models are powerful tools allowing estimation of long-term benefits, risks and harms. Intermediate outcomes of clinical trials can be linked with long term observational studies and cost effectiveness studies can be done across jurisdictions. The appropriate model type is determined by the research question, nature of the disease, required level of detail, and complexity. Commonly used modelling techniques are: 1) Decision Trees (DT), 2) State Transition Markov Models (STMM), 3) State Transition Microsimulation Models 4) Discrete-Event-Simulation (DES), 5) Agent-based Models (ABM), and 6) System Dynamics (SD).
By the end of this course, participants will

1) understand the role of decision-analytic modelling in health care
2) know the key concepts of six different modelling approaches
3) be able to describe advantages and disadvantages of different modelling approaches
5) be able to critically discuss model selection

The course starts with a short introduction to decision-analytic modelling. Alternative modelling approaches will then be introduced in five sections, each followed by an interactive discussion.

Session 1: This session covers DT and STMM (cohort simulation), two widely used methods. STMMs are based on a set of health states (state-transition models) and have been applied in decision analyses addressing questions about prevention, diagnosis and treatment of chronic diseases.

Session 2: The application of microsimulation in decision analysis allows investigators to model
individuals and evaluate heterogeneous populations. Approaches range from individual-level state transition models to DES and equation-based models. This session gives a general introduction based on their applications in the social sciences, health care and politics.

Session 3: DES is a microsimulation method in which entities (e.g., patients) interact and compete for resources (e.g., hospital beds or organ transplants). We will cover the primary components of DES such as entities, attributes, resources, and queues.

Session 4: ABM is a relatively new approach to modelling autonomous, interacting agents. The
fundamental feature of an agent is the capability to make independent decisions. ABMs have been used to examine economic issues and questions in the areas of emerging behavior and epidemiology. We will cover the role of agents as active model components.

Session 5: SD is a powerful modelling method that involves both qualitative and quantitative approaches. It takes a "whole system" view, demonstrating how a small change in one part of a system can have major unanticipated effects elsewhere, an aspect that is particularly suitable for healthcare applications.

Course Directors
  • Beate Jahn
    • Institute of Public Health, Medical Decision Making and Health Technology Assessment, UMIT - University for Health Sciences, Medical Informatics and Technology, Hall i.T., Austria
  • Mark S. Roberts
    • University of Pittsburgh Graduate School of Public Health
  • James Stahl
    • Dartmouth-Hitchcock Medical Center
Course Faculty
  • Uwe Siebert
    • UMIT, Dept. of Public Health, Health Services Research & HTA / Harvard Univ., Dept. Health Policy & Management, Institute for Technology Assessment

  

Session Fees
Fee TypeMember FeeNon-Member Fee
This session is free
Early: $190.00 $320.00
Regular: $235.00 $365.00
Late: $235.00 $365.00
This session is free
Early: $165.00 $165.00
Regular: $210.00 $210.00
Late: $210.00 $210.00

 

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