Related Experiment Video
Updated: Jun 5, 2025

A Procedure to Study Stress-Induced Relapse of Heroin Seeking after Punishment-Imposed Abstinence
Published on: March 23, 2022
Agent-Based Model of Combined Community- and Jail-Based Take-Home Naloxone Distribution
Eric Tatara1,2, Jonathan Ozik1,2,3,4, Harold A Pollack3,5,6
1Decision and Infrastructure Sciences Division, Argonne National Laboratory, Lemont, Illinois.
Importance:
Opioid-related overdose accounts for almost 80 000 deaths annually across the US. People who use drugs leaving jails are at particularly high risk for opioid-related overdose and may benefit from take-home naloxone (THN) distribution.
Objective:
To estimate the population impact of THN distribution at jail release to reverse opioid-related overdose among people with opioid use disorders.
Design, Setting, And Participants:
This study developed the agent-based Justice-Community Circulation Model (JCCM) to model a synthetic population of individuals with and without a history of opioid use. Epidemiological data from 2014 to 2020 for Cook County, Illinois, were used to identify parameters pertinent to the synthetic population. Twenty-seven experimental scenarios were examined to capture diverse strategies of THN distribution and use. Sensitivity analysis was performed to identify critical mediating and moderating variables associated with population impact and a proxy metric for cost-effectiveness (ie, the direct costs of THN kits distributed per death averted). Data were analyzed between February 2022 and March 2024.
Intervention:
Modeled interventions included 3 THN distribution channels: community facilities and practitioners; jail, at release; and social network or peers of persons released from jail.
Main Outcomes And Measures:
The primary outcome was the percentage of opioid-related overdose deaths averted with THN in the modeled population relative to a baseline scenario with no intervention.
Results:
Take-home naloxone distribution at jail release had the highest median (IQR) percentage of averted deaths at 11.70% (6.57%-15.75%). The probability of bystander presence at an opioid overdose showed the greatest proportional contribution (27.15%) to the variance in deaths averted in persons released from jail. The estimated costs of distributed THN kits were less than $15 000 per averted death in all 27 scenarios.
Conclusions And Relevance:
This study found that THN distribution at jail release is an economical and feasible approach to substantially reducing opioid-related overdose mortality. Training and preparation of proficient and willing bystanders are central factors in reaching the full potential of this intervention.
More Related Videos
Related Concept Videos
Healthcare Agencies II
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
Drug Abuse and Addiction: Pharmacological Phenomena
Opioid Analgesics: Synthetic and Semisynthetic Opioids
Analysis of Population Pharmacokinetic Data
Drug Distribution: Tissue Binding
For...
Drug Delivery: Enteral Route

