Back

Shielding under endemic SARS-CoV-2 conditions is easier said than done: a model-based analysis

Stoddard, M.; Yuan, L.; Sarkar, S.; Mazewski, M.; Egeren, D. V.; Mangalaganesh, S.; Nolan, R. P.; Rogers, M. S.; Hather, G.; White, L.; Chakravarty, A.

2023-01-25 infectious diseases
10.1101/2023.01.22.23284884 medRxiv
Show abstract

As the COVID-19 pandemic continues unabated, many governments and public-health bodies worldwide have ceased to implement concerted measures for limiting viral spread, placing the onus instead on the individual. In this paper, we examine the feasibility of this proposition using an agent-based model to simulate the impact of individual shielding behaviors on reinfection frequency. We derive estimates of heterogeneity in immune protection from a population pharmacokinetic (pop PK) model of antibody kinetics following infection and variation in contact rate based on published estimates. Our results suggest that individuals seeking to opt out of adverse outcomes upon SARS-CoV-2 infection will find it challenging to do so, as large reductions in contact rate are required to reduce the risk of infection. Our findings suggest the importance of a multilayered strategy for those seeking to reduce the risk of infection. This work also suggests the importance of public health interventions such as universal masking in essential venues and air quality standards to ensure individual freedom of choice regarding COVID-19.

Matching journals

The top 6 journals account for 50% of the predicted probability mass.

1
Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences
15 papers in training set
Top 0.1%
18.8%
2
Mathematical Biosciences
42 papers in training set
Top 0.1%
10.5%
3
PLOS ONE
4510 papers in training set
Top 18%
10.2%
4
Journal of The Royal Society Interface
189 papers in training set
Top 0.7%
4.9%
5
Scientific Reports
3102 papers in training set
Top 27%
4.4%
6
GeoHealth
10 papers in training set
Top 0.1%
3.6%
50% of probability mass above
7
Bulletin of Mathematical Biology
84 papers in training set
Top 0.6%
3.3%
8
Royal Society Open Science
193 papers in training set
Top 0.9%
3.1%
9
Emerging Infectious Diseases
103 papers in training set
Top 1.0%
2.1%
10
Infectious Disease Modelling
50 papers in training set
Top 0.7%
1.9%
11
Epidemics
104 papers in training set
Top 0.9%
1.8%
12
PLOS Computational Biology
1633 papers in training set
Top 16%
1.7%
13
PNAS Nexus
147 papers in training set
Top 0.2%
1.7%
14
Viruses
318 papers in training set
Top 3%
1.7%
15
Physics of Fluids
13 papers in training set
Top 0.2%
1.5%
16
Proceedings of the National Academy of Sciences
2130 papers in training set
Top 35%
1.5%
17
International Journal of Environmental Research and Public Health
124 papers in training set
Top 5%
1.3%
18
Interface Focus
14 papers in training set
Top 0.1%
1.2%
19
Clinical Infectious Diseases
231 papers in training set
Top 4%
1.1%
20
Biophysical Journal
545 papers in training set
Top 4%
1.1%
21
Environment International
42 papers in training set
Top 1.0%
1.0%
22
Science of The Total Environment
179 papers in training set
Top 4%
1.0%
23
Physical Review E
95 papers in training set
Top 1%
0.9%
24
Environmental Science & Technology Letters
22 papers in training set
Top 0.3%
0.8%
25
Nature Communications
4913 papers in training set
Top 62%
0.8%
26
Frontiers in Physics
20 papers in training set
Top 0.9%
0.8%
27
JMIR Public Health and Surveillance
45 papers in training set
Top 4%
0.8%
28
Nano Letters
63 papers in training set
Top 3%
0.7%
29
Biomechanics and Modeling in Mechanobiology
25 papers in training set
Top 0.9%
0.7%
30
BMC Public Health
147 papers in training set
Top 6%
0.7%