About RESPOND
RESPOND (Researching Effective Strategies to Prevent Opioid Death) is a cohort-based state transition simulation model designed to help understand and address opioid use. It tracks a population at high risk for opioid use, modeling how people start and stop medication for opioid use disorder (MOUD) and how this affects outcomes like overdose, mortality, quality of life, and costs. RESPOND can evaluate the impact and cost-effectiveness of different strategies, including expanding MOUD access. While it uses data specific to Massachusetts, it can be adapted for other locations with the right data. Explore our documentation and model materials to learn more.
RESPOND Model Materials
RESPOND simulates opioid use disorder as a series of transitions between health states defined by:
- Active vs non-active drug use
- Injection vs. non-injection drug use
Active use states have a risk of overdose, as well as higher healthcare utilization, with the highest risk and highest cost being among active injection use. The model also includes OUD treatment and settings such as community-based buprenorphine-naloxone, community-based injectable naltrexone, methadone maintenance programs, acute inpatient detoxification centers, long-term residential treatment centers, and detention settings.
The model also includes simulation of the period of increased overdose risk following a period of prolonged abstinence, such as when patients disengage from medications-based therapy, leave a detox center, or are released from jail. More detailed information can be found in the technical appendix and the terminology glossary.
Publications Using RESPOND
Health and Economic Outcomes of Addressing Encampments of Individuals Using Opioids in Massachusetts
JAMA Network Open
June 27, 2025
Health and Economic Outcomes of Offering Buprenorphine in Homeless Shelters in Massachusetts
JAMA Network Open
October 16, 2024
Estimated Costs and Outcomes Associated With Use and Nonuse of Medications for Opioid Use Disorder During Incarceration and at Release in Massachusetts
JAMA Network Open
April 14, 2023
Modeling the cost-effectiveness and impact on fatal overdose and initiation of buprenorphine-naloxone treatment at syringe service programs
Society for the Study of Addiction
March 21, 2022
Population-level impact of initiating pharmacotherapy and linking to care people with opioid use disorder at inpatient medically managed withdrawal programs: an effectiveness and cost-effectiveness analysis
Society for the Study of Addiction
March 21, 2022