Design of COVID-19 staged alert systems to ensure healthcare capacity with minimal closures
Design of COVID-19 staged alert systems to ensure healthcare capacity with minimal closures
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.
Yang, Haoxiang
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Sürer, Özge
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Duque, Daniel
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Morton, David P.
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Singh, Bismark
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Fox, Spencer J.
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Pasco, Remy
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Pierce, Kelly
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Rathouz, Paul
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Valencia, Victoria
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Du, Zhanwei
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Pignone, Michael
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Escott, Mark E.
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Adler, Stephen I.
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Johnston, S. Claiborne
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Meyers, Lauren Ancel
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1 December 2021
Yang, Haoxiang
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Sürer, Özge
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Duque, Daniel
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Morton, David P.
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Singh, Bismark
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Fox, Spencer J.
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Pasco, Remy
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Pierce, Kelly
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Rathouz, Paul
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Valencia, Victoria
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Du, Zhanwei
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Pignone, Michael
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Escott, Mark E.
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Adler, Stephen I.
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Johnston, S. Claiborne
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Meyers, Lauren Ancel
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Yang, Haoxiang, Sürer, Özge, Duque, Daniel, Morton, David P., Singh, Bismark, Fox, Spencer J., Pasco, Remy, Pierce, Kelly, Rathouz, Paul, Valencia, Victoria, Du, Zhanwei, Pignone, Michael, Escott, Mark E., Adler, Stephen I., Johnston, S. Claiborne and Meyers, Lauren Ancel
(2021)
Design of COVID-19 staged alert systems to ensure healthcare capacity with minimal closures.
Nature Communications, 12 (1), [3767].
(doi:10.1038/s41467-021-23989-x).
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.
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Accepted/In Press date: 21 May 2021
e-pub ahead of print date: 18 June 2021
Published date: 1 December 2021
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Local EPrints ID: 472283
URI: http://eprints.soton.ac.uk/id/eprint/472283
ISSN: 2041-1723
PURE UUID: 527ef876-dd1c-4dc6-a65e-5ac66f18bf15
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Date deposited: 30 Nov 2022 17:45
Last modified: 06 Jun 2024 02:15
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Contributors
Author:
Haoxiang Yang
Author:
Özge Sürer
Author:
Daniel Duque
Author:
David P. Morton
Author:
Bismark Singh
Author:
Spencer J. Fox
Author:
Remy Pasco
Author:
Kelly Pierce
Author:
Paul Rathouz
Author:
Victoria Valencia
Author:
Zhanwei Du
Author:
Michael Pignone
Author:
Mark E. Escott
Author:
Stephen I. Adler
Author:
S. Claiborne Johnston
Author:
Lauren Ancel Meyers
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