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Enabling decision-making and innovation in learning health systems through simulation modelling.

Lysanne Lessard¹, Antoine Sauré²

¹University of Ottawa, Ottawa, Ontario, Canada.

Healthcare Management Forum

|June 13, 2025

Summary

Simulation modelling can help transform Canadian healthcare systems by supporting Learning Health Systems (LHSs). This approach enables better decision-making and innovation for improved patient care and operational efficiency.

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Area of Science:

Healthcare Management
Health Systems Science
Health Services Research

Background:

Canadian healthcare systems face pressure to improve patient experience, population health, cost-efficiency, and provider work-life.
Learning Health Systems (LHSs) offer a framework for effective, efficient, and sustainable healthcare transformation, with digital technologies as key enablers.
Implementing LHSs involves complex changes to clinical practices and operations, presenting potential risks.

Purpose of the Study:

To explore the application of simulation modelling in supporting the transformation of Canadian healthcare systems into Learning Health Systems (LHSs).
To highlight how simulation modelling can mitigate risks and inform decision-making during LHS implementation.
To advocate for increased utilization of simulation modelling within the context of LHS development.

Main Methods:

The article discusses the conceptual application of simulation modelling.
It reviews the established benefits of simulation modelling in other industries and healthcare.
It analyzes the specific challenges and opportunities for simulation modelling within LHS transformation.

Main Results:

Simulation modelling is identified as a powerful tool for advanced analytics in complex system planning.
It can provide valuable insights for decision-making before and during system changes.
The potential for simulation modelling to reduce risks associated with LHS implementation is emphasized.

Conclusions:

Simulation modelling offers a method to support evidence-based decision-making and innovation in Learning Health Systems.
Leveraging simulation modelling can lead to more informed, lower-risk transformations in healthcare.
Further research and application of simulation modelling in LHS contexts are warranted to maximize its benefits.