On the test accuracy and effective control of the COVID-19 pandemic: A case study in Singapore
This study examines the impact of coronavirus disease 2019 (COVID-19) test accuracy (i.e., sensitivity and specificity) on the progression of the pandemic under two scenarios of limited and unlimited test capacity. We extend the classic susceptible–exposed–infectious–recovered model to incorporate t...
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sg-smu-ink.lkcsb_research-79842022-05-20T01:29:58Z On the test accuracy and effective control of the COVID-19 pandemic: A case study in Singapore CHENG, Guang GAO, Sarah Yini YUAN, Yancheng ZHANG, Chenxiao ZHENG, Zhichao This study examines the impact of coronavirus disease 2019 (COVID-19) test accuracy (i.e., sensitivity and specificity) on the progression of the pandemic under two scenarios of limited and unlimited test capacity. We extend the classic susceptible–exposed–infectious–recovered model to incorporate test accuracy and compare the progression of the pandemic under various sensitivities and specificities. We find that high-sensitivity tests effectively reduce the total number of infections only with sufficient testing capacity. Nevertheless, with limited test capacity and a relatively high cross-infection rate, the total number of infected cases may increase when sensitivity is above a certain threshold. Despite the potential for higher sensitivity tests to identify more infected individuals, more false positive cases occur, which wastes limited testing capacity, slowing down the detection of infected cases. Our findings reveal that improving test sensitivity alone does not always lead to effective pandemic control, indicating that policymakers should balance the trade-off between high sensitivity and high false positive rates when designing containment measures for infectious diseases, such as COVID-19, particularly when navigating limited test capacity 2022-03-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/lkcsb_research/6985 info:doi/10.1287/inte.2022.1117 https://ink.library.smu.edu.sg/context/lkcsb_research/article/7984/viewcontent/TestAccuracyEffectiveControlCOVID_av.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection Lee Kong Chian School Of Business eng Institutional Knowledge at Singapore Management University COVID-19 test sensitivity test specificity infections Asian Studies Operations and Supply Chain Management Public Health |
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COVID-19 test sensitivity test specificity infections Asian Studies Operations and Supply Chain Management Public Health CHENG, Guang GAO, Sarah Yini YUAN, Yancheng ZHANG, Chenxiao ZHENG, Zhichao On the test accuracy and effective control of the COVID-19 pandemic: A case study in Singapore |
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This study examines the impact of coronavirus disease 2019 (COVID-19) test accuracy (i.e., sensitivity and specificity) on the progression of the pandemic under two scenarios of limited and unlimited test capacity. We extend the classic susceptible–exposed–infectious–recovered model to incorporate test accuracy and compare the progression of the pandemic under various sensitivities and specificities. We find that high-sensitivity tests effectively reduce the total number of infections only with sufficient testing capacity. Nevertheless, with limited test capacity and a relatively high cross-infection rate, the total number of infected cases may increase when sensitivity is above a certain threshold. Despite the potential for higher sensitivity tests to identify more infected individuals, more false positive cases occur, which wastes limited testing capacity, slowing down the detection of infected cases. Our findings reveal that improving test sensitivity alone does not always lead to effective pandemic control, indicating that policymakers should balance the trade-off between high sensitivity and high false positive rates when designing containment measures for infectious diseases, such as COVID-19, particularly when navigating limited test capacity |
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text |
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CHENG, Guang GAO, Sarah Yini YUAN, Yancheng ZHANG, Chenxiao ZHENG, Zhichao |
author_facet |
CHENG, Guang GAO, Sarah Yini YUAN, Yancheng ZHANG, Chenxiao ZHENG, Zhichao |
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CHENG, Guang |
title |
On the test accuracy and effective control of the COVID-19 pandemic: A case study in Singapore |
title_short |
On the test accuracy and effective control of the COVID-19 pandemic: A case study in Singapore |
title_full |
On the test accuracy and effective control of the COVID-19 pandemic: A case study in Singapore |
title_fullStr |
On the test accuracy and effective control of the COVID-19 pandemic: A case study in Singapore |
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On the test accuracy and effective control of the COVID-19 pandemic: A case study in Singapore |
title_sort |
on the test accuracy and effective control of the covid-19 pandemic: a case study in singapore |
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Institutional Knowledge at Singapore Management University |
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2022 |
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https://ink.library.smu.edu.sg/lkcsb_research/6985 https://ink.library.smu.edu.sg/context/lkcsb_research/article/7984/viewcontent/TestAccuracyEffectiveControlCOVID_av.pdf |
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