From node to network: weaving a global perspective on efficacy and costs of non-pharmaceutical interventions

Non-pharmaceutical intervention (NPI) policies, ranging from mild measures to total isolation, were implemented worldwide during the COVID-19 pandemic. We adopt a systematic approach to guide policymakers in deploying NPI policies to mitigate the pandemic's effects while balancing their social and economic impacts. Our results show that each NPI has an optimal duration, beyond which its effectiveness plateaus. Stricter policies require longer durations, and when sustained for the optimal period, earlier implementation is more effective. However, when this duration is unattainable, timing becomes critical, as both early and late implementation reduce efficacy. Stringent policies with insufficient durations may perform worse than less restrictive measures applied over the same period, and an NPI policy aimed at minimizing overall healthcare burden under a fixed policy duration may significantly intensify peak-time strains. Finally, as the virus becomes more transmissible and less lethal, the effectiveness gap between stringent and less restrictive policies narrows, with targeted interventions for vulnerable groups outperforming universal strict measures.

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Publication Details

Journal
Scientific Reports
Published
2025-01-22
DOI
https://doi.org/10.1038/s41598-025-87566-8
Citations
3
Primary Topic
COVID-19 epidemiological studies
Type
article
Field-Weighted Citation Impact
4.10
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article

From node to network: weaving a global perspective on efficacy and costs of non-pharmaceutical interventions

Charu Chandra, Chong Xu, Nidhi Ghildayal, Sameer Kumar et al.
3 citations
Scientific Reports
COVID-19 epidemiological studies
4.10
article

From node to network: weaving a global perspective on efficacy and costs of non-pharmaceutical interventions

Charu Chandra, Chong Xu, Nidhi Ghildayal, Sameer Kumar, Muer Yang
article en
3 citations

Abstract

Non-pharmaceutical intervention (NPI) policies, ranging from mild measures to total isolation, were implemented worldwide during the COVID-19 pandemic. We adopt a systematic approach to guide policymakers in deploying NPI policies to mitigate the pandemic's effects while balancing their social and economic impacts. Our results show that each NPI has an optimal duration, beyond which its effectiveness plateaus. Stricter policies require longer durations, and when sustained for the optimal period, earlier implementation is more effective. However, when this duration is unattainable, timing becomes critical, as both early and late implementation reduce efficacy. Stringent policies with insufficient durations may perform worse than less restrictive measures applied over the same period, and an NPI policy aimed at minimizing overall healthcare burden under a fixed policy duration may significantly intensify peak-time strains. Finally, as the virus becomes more transmissible and less lethal, the effectiveness gap between stringent and less restrictive policies narrows, with targeted interventions for vulnerable groups outperforming universal strict measures.

Scientific ReportsVol. 15(1)
University of St. Thomas - Minnesota (US), University of Michigan–Dearborn (US)
Openalex Percentile: Top 8%
COVID-19 epidemiological studies
4.10
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From node to network: weaving a global perspective on efficacy and costs of non-pharmaceutical interventions — Charu Chandra, Chong Xu, et al. · Scientific Reports (2025) | TGRS Research Map | TGRS