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Published on: June 1, 2022
Using simulation modeling to inform intervention and implementation selection in a rapid stakeholder-engaged hybrid
Jessica E Becker1, Fatma M Shebl2,3, Elena Losina3,4
1Department of Child and Adolescent Psychiatry, NYU Grossman School of Medicine, NYU Langone Health, One Park Avenue, Seventh Floor, New York, NY, 10016, USA. Jessica.Becker@nyulangone.org.
Simulation modeling identified vaccination as key to reducing COVID-19 infections in group homes. This approach rapidly informed tailored interventions for vulnerable populations during public health emergencies.
Area of Science:
- Public Health
- Epidemiology
- Health Services Research
Background:
- Implementation research typically assumes pre-established evidence-based practices, which is often unfeasible during public health emergencies.
- This study addresses the need for rapid intervention design in crisis situations, focusing on vulnerable populations in group homes.
- Utilizes a simulation model to inform a stakeholder-engaged process for developing tailored COVID-19 mitigation strategies.
Purpose of the Study:
- To employ a simulation model to guide the rapid development of a tailored intervention and implementation strategy for COVID-19 mitigation.
- To inform a stakeholder-engaged process for protecting individuals with serious mental illness (SMI) and intellectual/developmental disabilities (ID/DD) in group homes.
- To assess the effectiveness of various COVID-19 mitigation strategies in a group home setting.
Main Methods:
- A validated dynamic microsimulation model of COVID-19 transmission was used to evaluate mitigation strategies for group home staff and residents.
- Model inputs were derived from stakeholder data, public records, and literature, assessing strategies like screening, testing, isolation, PPE, and vaccination.
- Multidisciplinary stakeholders provided input iteratively as the pandemic evolved, with sensitivity analyses conducted for parameter uncertainty.
Main Results:
- Vaccination was projected to yield the largest decrease in infections; increasing uptake to 90% significantly reduced resident and staff infections.
- Routine testing showed minimal benefit, while simulated removal of masking increased infections.
- Simulation results informed the selection of a "Tailored Best Practice" intervention package for a hybrid trial.
Conclusions:
- Vaccination and addressing vaccine hesitancy among staff are crucial for mitigating COVID-19 risk in group homes.
- Simulation modeling proved effective for rapidly informing prevention and implementation strategy selection in a hybrid trial.
- This simulation-based approach is valuable for future rapid deployment of interventions when tailored data is scarce.
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