COVID-19 Projections for K12 Schools in Fall 2021: Significant Transmission without Interventions
Zhang, Y.; Johnson, K.; Yu, Z.; Fujimoto, A.; Hassmiller Lich, K.; Ivy, J.; Keskinocak, P.; Mayorga, M.; Swann, J. L.
Show abstract
BackgroundMillions of primary school students across the United States are about to return to in-person learning. Amidst circulation of the highly infectious Delta variant, there is danger that without the appropriate safety precautions, substantial amount of school-based spread of COVID-19 may occur. MethodsWe used an extended Susceptible-Infected-Recovered computational model to estimate the number of new infections during 1 semester among a student population under different assumptions about mask usage, routine testing, and levels of incoming protection. Our analysis considers three levels of incoming protection (30%, 40%, or 50%; denoted as "low", "mid", or "high"). Universal mask usage decreases infectivity by 50%, and weekly testing may occur among 50% of the student population; positive tests prompt quarantine until recovery, with compliance contingent on symptom status. ResultsWithout masking and testing, more than 75% of susceptible students become get infected within three months in all settings. With masking, this values decreases to 50% for "low" incoming protection settings ("mid"=35%, "high"=24%). Testing half the masked population ("testing") further drops infections to 22% (16%, 13%). ConclusionWithout interventions in place, the vast majority of susceptible students will become infected through the semester. Universal masking can reduce student infections by 26-78%, and biweekly testing along with masking reduces infections by another 50%. To prevent new infections in the community, limit school absences, and maintain in-person learning, interventions such as masking and testing must be implemented widely, especially among elementary school settings in which children are not yet eligible for the vaccine.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- The Epidemiological Implications of Jails for Community, Corrections Officer, and Incarcerated Population Risks from COVID-19 93%
- Use of recently vaccinated individuals to detect bias in test-negative case-control studies of COVID-19 vaccine effectiveness 92%
- Theoretical framework for retrospective studies of the effectiveness of SARS-CoV-2 vaccines 92%
Similar papers in this journal
- Model-estimated relationship between elementary school-related SARS-CoV-2 transmission, mitigation interventions, and vaccination coverage across community incidence levels 96%
- Identifying silent COVID-19 infections among children is critical for controlling the pandemic 94%
- The Joint Impact of COVID-19 Vaccination and Non-Pharmaceutical Interventions on Infections, Hospitalizations, and Mortality: An Agent-Based Simulation 94%
Similar papers in this journal
- Evaluating primary and booster vaccination prioritization strategies for COVID-19 by age and high-contact employment status using data from contact surveys 94%
- Modelling the Interplay between Responsive Individual Vaccination Decisions and the Spread of SARS-CoV-2 94%
- Using next generation matrices to estimate the proportion of cases that are not detected in an outbreak 92%
Similar papers in this journal
- Reduced effectiveness of repeat influenza vaccination: distinguishing among within-season waning, recent clinical infection, and subclinical infection 91%
- National- and state-level SARS-CoV-2 immunity trends from January 2020 to December 2023: a mathematical modeling analysis 90%
- The impact of co-circulating pathogens on SARS-CoV-2/COVID-19 surveillance: How concurrent epidemics may decrease true SARS-CoV-2 percent positivity 89%
Similar papers in this journal
- Assessing the impact of secondary school reopening strategies on within-school COVID-19 transmission and absences: a modelling study 95%
- COVID-19’s unfortunate events in schools: mitigating classroom clusters in the context of variable transmission 95%
- Optimizing COVID-19 testing strategies on college campuses: evaluation of the health and economic costs 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.