Literature DB >> 34145252

Design of COVID-19 staged alert systems to ensure healthcare capacity with minimal closures.

Haoxiang Yang1, Özge Sürer2, Daniel Duque2, David P Morton2, Bismark Singh3, Spencer J Fox4, Remy Pasco5, Kelly Pierce6, Paul Rathouz7, Victoria Valencia7, Zhanwei Du4, Michael Pignone7, Mark E Escott8, Stephen I Adler8, S Claiborne Johnston7, Lauren Ancel Meyers9,10.   

Abstract

Community mitigation strategies to combat COVID-19, ranging from healthy hygiene to shelter-in-place orders, exact substantial socioeconomic costs. Judicious implementation and relaxation of restrictions amplify their public health benefits while reducing costs. We derive optimal strategies for toggling between mitigation stages using daily COVID-19 hospital admissions. With public compliance, the policy triggers ensure adequate intensive care unit capacity with high probability while minimizing the duration of strict mitigation measures. In comparison, we show that other sensible COVID-19 staging policies, including France's ICU-based thresholds and a widely adopted indicator for reopening schools and businesses, require overly restrictive measures or trigger strict stages too late to avert catastrophic surges. As proof-of-concept, we describe the optimization and maintenance of the staged alert system that has guided COVID-19 policy in a large US city (Austin, Texas) since May 2020. As cities worldwide face future pandemic waves, our findings provide a robust strategy for tracking COVID-19 hospital admissions as an early indicator of hospital surges and enacting staged measures to ensure integrity of the health system, safety of the health workforce, and public confidence.

Entities:  

Year:  2021        PMID: 34145252     DOI: 10.1038/s41467-021-23989-x

Source DB:  PubMed          Journal:  Nat Commun        ISSN: 2041-1723            Impact factor:   14.919


  3 in total

1.  Epidemiologic information discovery from open-access COVID-19 case reports via pretrained language model.

Authors:  Zhizheng Wang; Xiao Fan Liu; Zhanwei Du; Lin Wang; Ye Wu; Petter Holme; Michael Lachmann; Hongfei Lin; Zoie S Y Wong; Xiao-Ke Xu; Yuanyuan Sun
Journal:  iScience       Date:  2022-09-05

Review 2.  COVID-19 Pandemic: Public Health Risk Assessment and Risk Mitigation Strategies.

Authors:  Dae-Young Kim; Surendra Krushna Shinde; Saifullah Lone; Ramasubba Reddy Palem; Gajanan Sampatrao Ghodake
Journal:  J Pers Med       Date:  2021-11-23

3.  Real-time pandemic surveillance using hospital admissions and mobility data.

Authors:  Spencer J Fox; Michael Lachmann; Mauricio Tec; Remy Pasco; Spencer Woody; Zhanwei Du; Xutong Wang; Tanvi A Ingle; Emily Javan; Maytal Dahan; Kelly Gaither; Mark E Escott; Stephen I Adler; S Claiborne Johnston; James G Scott; Lauren Ancel Meyers
Journal:  Proc Natl Acad Sci U S A       Date:  2022-02-15       Impact factor: 12.779

  3 in total

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