Simulation Models for Suicide Prevention: A Survey of the State-of-the-Art

Author:

Schuerkamp Ryan1ORCID,Liang Luke1,Rice Ketra L.2ORCID,Giabbanelli Philippe J.1ORCID

Affiliation:

1. Department of Computer Science & Software Engineering, Miami University, Oxford, OH 45056, USA

2. National Center for Injury Prevention and Control, Centers for Disease Control and Prevention (CDC), Atlanta, GA 30341, USA

Abstract

Suicide is a leading cause of death and a global public health problem, representing more than one in every 100 deaths in 2019. Modeling and Simulation (M&S) is widely used to address public health problems, and numerous simulation models have investigated the complex, dependent, and dynamic risk factors contributing to suicide. However, no review has been dedicated to these models, which prevents modelers from effectively learning from each other and raises the risk of redundant efforts. To guide the development of future models, in this paper we perform the first scoping review of simulation models for suicide prevention. Examining ten articles, we focus on three practical questions. First, which interventions are supported by previous models? We found that four groups of models collectively support 53 interventions. We examined these interventions through the lens of global recommendations for suicide prevention, highlighting future areas for model development. Second, what are the obstacles preventing model application? We noted the absence of cost effectiveness in all models reviewed, meaning that certain simulated interventions may be infeasible. Moreover, we found that most models do not account for different effects of suicide prevention interventions across demographic groups. Third, how much confidence can we place in the models? We evaluated models according to four best practices for simulation, leading to nuanced findings that, despite their current limitations, the current simulation models are powerful tools for understanding the complexity of suicide and evaluating suicide prevention interventions.

Funder

Intergovernmental Personnel Act (IPA) Mobility Program with the Centers for Disease Control and Prevention

Miami University

Publisher

MDPI AG

Subject

Computer Networks and Communications,Human-Computer Interaction

Reference85 articles.

1. Centers for Disease Control and Prevention and National Center for Injury Prevention and Control (2023). Web-based Injury Statistics Query and Reporting System (WISQARS), Fatal Injury and Violence Data.

2. World Health Organization (2021). Suicide Worldwide in 2019: Global Health Estimates, World Health Organization.

3. Worldwide suicide mortality trends (2000–2019): A joinpoint regression analysis;Ilic;World J. Psychiatry,2022

4. Australian Institute of Health and Welfare (2022). Deaths in Australia.

5. Mental health: A road map for suicide research and prevention;Aleman;Nature,2014

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