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Reducing Substance Use-Related Harms: A Simulation-Optimization Framework for the Design and Evaluation of Harm
Reyhaneh Zafarnejad1, Paul M Griffin2, Aleksandra E Zgierska3
1Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
Optimizing opioid harm reduction vending machines (HRVMs) with fentanyl test strips, naloxone, and safer injection kits can significantly reduce overdose deaths and infectious diseases among persons who inject drugs (PWID). Strategic inventory and addiction care linkages enhance these vital public health interventions.
Area of Science:
- Public Health
- Health Informatics
- Epidemiology
Background:
- Rising overdose deaths and infectious diseases among persons who inject drugs (PWID) necessitate innovative harm reduction (HR) strategies.
- Opioid-focused harm reduction vending machines (HRVMs) offer a scalable solution for distributing essential supplies to mitigate health risks.
Purpose of the Study:
- To develop and validate a simulation-optimization framework for optimizing HRVM services.
- To determine optimal product allocation within HRVMs to minimize opioid-related harms, including overdose and infectious diseases.
Main Methods:
- An agent-based simulation-optimization framework was developed and validated.
- The model incorporated demand dynamics, restocking, regional characteristics, and evaluated health outcomes using disability-adjusted life-years (DALYs).
- Scenario-based analyses examined variations in HRVM configurations, fentanyl prevalence, and utilization of harm reduction supplies.
Main Results:
- The optimal baseline allocation for HRVMs was estimated at 48.5% fentanyl test strips (FTS), 26.2% naloxone, and 25.3% safer injection kits.
- Sensitivity analyses revealed that optimal allocations vary based on fentanyl prevalence and FTS utilization, with higher FTS use favoring FTS allocation.
- Adding addiction treatment referral services reduced DALYs and costs, while safer injection kits consistently reduced blood-borne infections.
Conclusions:
- The simulation-optimization framework aids in HRVM service planning and evaluation, emphasizing strategic inventory management.
- HRVMs represent scalable, cost-effective HR interventions with potential for significant public health impact.
- Integrating HRVMs with addiction care services is crucial for enhancing health outcomes and reducing societal costs associated with substance use.
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