Related Experiment Video
Updated: Aug 18, 2025

Setup of Consumer Wearable Devices for Exposure and Health Monitoring in Population Studies
Published on: February 3, 2023
Modeling the Impact of Nonpharmaceutical Interventions on COVID-19 Transmission in K-12 Schools
Yiwei Zhang1, Maria E Mayorga2, Julie Ivy2
1Operations Research Program, North Carolina State University, Raleigh, NC, USA.
Insights
Nonpharmaceutical interventions like masks and reduced contacts significantly lowered COVID-19 infections in schools. Layered strategies, including screening tests, offer the best mitigation, though closures increase absenteeism.
Area of Science:
- Epidemiology
- Public Health
- Mathematical Modeling
Background:
- COVID-19 transmission posed risks to children due to limited vaccine eligibility.
- Low vaccination rates persist in US schools despite return to in-person instruction.
- Nonpharmaceutical interventions (NPIs) are crucial for controlling COVID-19 in K-12 settings.
Purpose of the Study:
- To analyze the impact of various NPIs on COVID-19 transmission within K-12 schools.
- To evaluate the effectiveness of different mitigation strategies in school environments.
Main Methods:
- Developed a deterministic stratified SEIR model to simulate disease transmission.
- Incorporated contact matrices to represent interactions between students and teachers.
- Estimated COVID-19 incidence under NPIs like masks, screening, contact reduction, closures, and test-to-stay during the Omicron variant surge.
Main Results:
- Masks and contact reduction were most effective in decreasing student infections.
- Weekly screening tests positively impacted disease mitigation.
- School closures and quarantining reduced infections but increased absenteeism.
Conclusions:
- The SEIR model is a valuable tool for assessing NPI effectiveness in schools.
- Layered NPIs provide greater benefits than individual interventions.
- The model can be adapted for diverse populations and disease contexts.
Abstract:
Background. The novel coronavirus SARS-CoV-2 spread across the world causing many waves of COVID-19. Children were at high risk of being exposed to the disease because they were not eligible for vaccination during the first 20 mo of the pandemic in the United States. While children 5 y and older are now eligible to receive a COVID-19 vaccine in the United States, vaccination rates remain low despite most schools returning to in-person instruction. Nonpharmaceutical interventions (NPIs) are important for controlling the spread of COVID-19 in K-12 schools. US school districts used varied and layered mitigation strategies during the pandemic. The goal of this article is to analyze the impact of different NPIs on COVID-19 transmission within K-12 schools. Methods. We developed a deterministic stratified SEIR model that captures the role of social contacts between cohorts in disease transmission to estimate COVID-19 incidence under different NPIs including masks, random screening, contact reduction, school closures, and test-to-stay. We designed contact matrices to simulate the contact patterns between students and teachers within schools. We estimated the proportion of susceptible infected associated with each intervention over 1 semester under the Omicron variant. Results. We find that masks and reducing contacts can greatly reduce new infections among students. Weekly screening tests also have a positive impact on disease mitigation. While self-quarantining symptomatic infections and school closures are effective measures for decreasing semester-end infections, they increase absenteeism. Conclusion. The model provides a useful tool for evaluating the impact of a variety of NPIs on disease transmission in K-12 schools. While the model is tested under Omicron variant parameters in US K-12 schools, it can be adapted to study other populations under different disease settings.
Highlights:
A stratified SEIR model was developed that captures the role of social contacts in K-12 schools to estimate COVID-19 transmission under different nonpharmaceutical interventions.While masks, random screening, contact reduction, school closures, and test-to-stay are all beneficial interventions, masks and contact reduction resulted in the greatest reduction in new infections among students from the tested scenarios.Layered interventions provide more benefits than implementing interventions independently.
More Related Videos
09:55Bridging the Technology Divide in the COVID-19 Era: Using Virtual Outreach to Expose Middle and High School Students to Imaging Technology
Published on: September 28, 2022
10:11Modeling The Lifecycle Of Ebola Virus Under Biosafety Level 2 Conditions With Virus-like Particles Containing Tetracistronic Minigenomes
Published on: September 27, 2014
Related Concept Videos
Models of Health Promotion and Illness Prevention II
The agent-host-environment model states that disease results...
Models of Health Promotion and Illness Prevention I
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
Modeling in Therapy
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Steps in Outbreak Investigation
Transmission-based Precautions I: Contact, Enteric, and Droplets
Contact Precautions:
Contact precautions are the measures taken to prevent the transmission of infectious agents, especially epidemiologically important microorganisms such as MRSA or influenza, primarily transmitted through direct or indirect contact with an...
Strategies for Assessing and Addressing Confounding
Confounding can be addressed at both the design phase of a study and through analytical methods after data...