Cargando…
On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs
We study the effectiveness of tracking and testing policies for suppressing epidemic outbreaks. We evaluate the performance of tracking-based intervention methods on a network SEIR model, which we augment with an additional parameter to model pre-symptomatic and asymptomatic individuals, and study t...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8357840/ https://www.ncbi.nlm.nih.gov/pubmed/34381096 http://dx.doi.org/10.1038/s41598-021-95415-7 |
_version_ | 1783737221424087040 |
---|---|
author | Kolumbus, Yoav Nisan, Noam |
author_facet | Kolumbus, Yoav Nisan, Noam |
author_sort | Kolumbus, Yoav |
collection | PubMed |
description | We study the effectiveness of tracking and testing policies for suppressing epidemic outbreaks. We evaluate the performance of tracking-based intervention methods on a network SEIR model, which we augment with an additional parameter to model pre-symptomatic and asymptomatic individuals, and study the effectiveness of these methods in combination with or as an alternative to quarantine and global lockdown policies. Our focus is on the basic trade-off between human-lives lost and economic costs, and on how this trade-off changes under different quarantine, lockdown, tracking, and testing policies. Our main findings are as follows: (1) Tests combined with patient quarantines reduce both economic costs and mortality, however, an extensive-scale testing capacity is required to achieve a significant improvement. (2) Tracking significantly reduces both economic costs and mortality. (3) Tracking combined with a moderate testing capacity can achieve containment without lockdowns. (4) In the presence of a flow of new incoming infections, dynamic “On–Off” lockdowns are more efficient than fixed lockdowns. In this setting as well, tracking strictly improves efficiency. The results show the extreme usefulness of policies that combine tracking and testing for reducing mortality and economic costs, and their potential to contain outbreaks without imposing any social distancing restrictions. This highlights the difficult social question of trading-off these gains against patient privacy, which is inevitably infringed by tracking. |
format | Online Article Text |
id | pubmed-8357840 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-83578402021-08-13 On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs Kolumbus, Yoav Nisan, Noam Sci Rep Article We study the effectiveness of tracking and testing policies for suppressing epidemic outbreaks. We evaluate the performance of tracking-based intervention methods on a network SEIR model, which we augment with an additional parameter to model pre-symptomatic and asymptomatic individuals, and study the effectiveness of these methods in combination with or as an alternative to quarantine and global lockdown policies. Our focus is on the basic trade-off between human-lives lost and economic costs, and on how this trade-off changes under different quarantine, lockdown, tracking, and testing policies. Our main findings are as follows: (1) Tests combined with patient quarantines reduce both economic costs and mortality, however, an extensive-scale testing capacity is required to achieve a significant improvement. (2) Tracking significantly reduces both economic costs and mortality. (3) Tracking combined with a moderate testing capacity can achieve containment without lockdowns. (4) In the presence of a flow of new incoming infections, dynamic “On–Off” lockdowns are more efficient than fixed lockdowns. In this setting as well, tracking strictly improves efficiency. The results show the extreme usefulness of policies that combine tracking and testing for reducing mortality and economic costs, and their potential to contain outbreaks without imposing any social distancing restrictions. This highlights the difficult social question of trading-off these gains against patient privacy, which is inevitably infringed by tracking. Nature Publishing Group UK 2021-08-11 /pmc/articles/PMC8357840/ /pubmed/34381096 http://dx.doi.org/10.1038/s41598-021-95415-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Kolumbus, Yoav Nisan, Noam On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs |
title | On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs |
title_full | On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs |
title_fullStr | On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs |
title_full_unstemmed | On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs |
title_short | On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs |
title_sort | on the effectiveness of tracking and testing in seir models for improving health vs. economy trade-offs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8357840/ https://www.ncbi.nlm.nih.gov/pubmed/34381096 http://dx.doi.org/10.1038/s41598-021-95415-7 |
work_keys_str_mv | AT kolumbusyoav ontheeffectivenessoftrackingandtestinginseirmodelsforimprovinghealthvseconomytradeoffs AT nisannoam ontheeffectivenessoftrackingandtestinginseirmodelsforimprovinghealthvseconomytradeoffs |