Related Experiment Video
Updated: Jun 18, 2025

Setup of Consumer Wearable Devices for Exposure and Health Monitoring in Population Studies
Published on: February 3, 2023
The optimization of harm reduction services in Massachusetts through the use of GIS: Location-allocation analyses,
Joshua R Parbs1, Sumeeta Srinivasan1, Jennifer Pustz1
1Department of Public Health and Community Medicine, Tufts University School of Medicine, Boston, MA, United States.
Background:
Fatal opioid-related overdoses (OOD) continue to be a leading cause of preventable death across the US. Opioid Overdose Education and Naloxone Distribution programs (OENDs) play a vital role in addressing morbidity and mortality associated with opioid use, but access to such services is often inequitable. We utilized a geographic information system (GIS) and spatial analytical methods to inform prioritized placement of OEND services in Massachusetts.
Methods:
We obtained addresses for OEND sites from the Massachusetts Department of Public Health and address-level fatal OOD data for January 2019 to December 2021 from the Massachusetts Registry of Vital Records and Statistics. Using location-allocation approaches in ArcGIS Pro, we created p-median models using locations of existing OEND sites and fatal OOD counts to identify areas that should be prioritized for future OEND placement. Variables included in our analysis were transportation mode, distance from public schools, race and ethnicity, and location feasibility.
Results:
Three Massachusetts communities - Athol, Dorchester, and Fitchburg - were identified as priority sites for new OEND locations using location-allocation models based on capacity to maximize OOD prevention. Communities identified by the models for OEND placement had similar demographics and overdose rates (42.8 per 100,000 vs 40.1 per 100,000 population) to communities with existing OEND programs but lower naloxone kit distribution rates (2589 doses per 100,000 vs 3704 doses per 100,000). Further models demonstrated differential access based on location and transportation.
Conclusion:
Our analyses identified key areas of Massachusetts with greatest need for OEND services. Further, these results demonstrate the utility of using spatial epidemiological methods to inform public health recommendations.
Insights
Opioid overdose education and naloxone distribution (OEND) programs are crucial for preventing deaths. Spatial analysis identified key Massachusetts areas needing more OEND services to improve equitable access and reduce overdoses.
Area of Science:
- Public Health
- Epidemiology
- Geographic Information Systems (GIS)
Background:
- Fatal opioid-related overdoses (OOD) remain a significant public health crisis in the US.
- Opioid Overdose Education and Naloxone Distribution (OEND) programs are vital for reducing OOD morbidity and mortality.
- Equitable access to OEND services is a persistent challenge.
Purpose of the Study:
- To utilize GIS and spatial analysis to identify priority areas for OEND service placement in Massachusetts.
- To inform public health strategies for equitable distribution of OEND resources.
Main Methods:
- Employed location-allocation approaches and p-median models in ArcGIS Pro.
- Analyzed fatal OOD data (Jan 2019-Dec 2021) and existing OEND site locations.
- Incorporated variables such as transportation, proximity to schools, demographics, and site feasibility.
Main Results:
- Identified Athol, Dorchester, and Fitchburg as priority locations for new OEND sites.
- Priority communities showed similar overdose rates but lower naloxone distribution compared to existing sites.
- Spatial models revealed disparities in OEND access influenced by location and transportation.
Conclusions:
- Spatial epidemiological methods effectively pinpointed areas with the greatest need for OEND services in Massachusetts.
- The study highlights the utility of data-driven approaches for optimizing public health interventions and resource allocation.
More Related Videos
08:53Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community
Published on: May 31, 2019
07:31Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Related Concept Videos
Manipulation and Analysis
Applications of GIS: Disaster Management and Emergency Response
Levels of Use of a GIS
Design Example: Alignment of a Road Line Using GIS
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,...
Selected Data About Geographic Locations