COVID-19;
SIR model;
Breakpoint;
Disease transmission;
Public health;
Interventions;
D O I:
10.1016/j.ijid.2020.06.055
中图分类号:
R51 [传染病];
学科分类号:
100401 ;
摘要:
Objectives: Amid the global coronavirus disease 2019 (COVID-19) crisis, South Korea has been lauded for successfully preventing the spread of this infectious disease, which may be due to the aggressive implementation of preventive policies. This study was performed to evaluate the pattern of spread of COVID-19 in South Korea considering the potential impact of policy interventions on transmission rates. Methods: A SIR (susceptible-infected-removed) model with a breakpoint that allows a change in transmission rate at an unknown point was established. Estimated trajectories of COVID-19 from SIR models with and without a breakpoint were compared. Results: The proposed model with a break fitted the actual series of infection cases much better than the classic model. The estimated breakpoint was March 7, 2020 and the transmission rate dropped by 0.23 after the breakpoint. A counterfactual study based on our estimate indicated that the number of infected could have reached 2 500 000 compared to the peak of 8000 in the observed series. Conclusions: It is critical to consider a change in the transmission rate to evaluate the trajectory of spread of COVID-19 in South Korea. Our estimation and counterfactual experiments indicate that public health interventions may play a role in determining the pattern of spread of infectious diseases. (c) 2020 The Author(s). Published by Elsevier Ltd on behalf of International Society for Infectious Diseases. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
机构:
Yonsei Univ, Coll Med, Dept Internal Med, Seoul 03722, South Korea
Yonsei Univ, Coll Med, AIDS Res Inst, Seoul, South KoreaYonsei Univ, Coll Med, Dept Internal Med, Seoul 03722, South Korea
机构:
Seoul Natl Univ, Dept Sociol, Seoul, South KoreaSeoul Natl Univ, Grad Sch Publ Hlth, Dept Publ Hlth Sci, Seoul, South Korea
Chang, Dukjin
You, Myoungsoon
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Seoul Natl Univ, Grad Sch Publ Hlth, Dept Publ Hlth Sci, Seoul, South KoreaSeoul Natl Univ, Grad Sch Publ Hlth, Dept Publ Hlth Sci, Seoul, South Korea
You, Myoungsoon
Ghim, Ghi-Hoon
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机构:
Seoul Natl Univ, Dept Sociol, Seoul, South Korea
CYRAM Inc, Seongnam, South KoreaSeoul Natl Univ, Grad Sch Publ Hlth, Dept Publ Hlth Sci, Seoul, South Korea
机构:
Sungkyunkwan Univ, Dept Stat, 25-2 Sungkyunkwan Ro, Seoul 03063, South KoreaSungkyunkwan Univ, Dept Stat, 25-2 Sungkyunkwan Ro, Seoul 03063, South Korea
Cho, Sumin
Kim, Jaejik
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Sungkyunkwan Univ, Dept Stat, 25-2 Sungkyunkwan Ro, Seoul 03063, South KoreaSungkyunkwan Univ, Dept Stat, 25-2 Sungkyunkwan Ro, Seoul 03063, South Korea
机构:
Harvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USAHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
Castro, Marcia C.
Kim, Sun
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Harvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USAHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
Kim, Sun
Barberia, Lorena
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机构:
Univ Sao Paulo, Dept Polit Sci, Sao Paulo, SP, BrazilHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
Barberia, Lorena
Ribeiro, Ana Freitas
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Univ Nove Julho, Sao Paulo, SP, Brazil
Univ Municipal Sao Caetano do Sul, Sao Cetano Do Sul, SP, BrazilHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
Ribeiro, Ana Freitas
Gurzenda, Susie
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Harvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USAHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
Gurzenda, Susie
Ribeiro, Karina Braga
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机构:
Fac Ciencias Med Santa Casa Sao Paulo, Dept Collect Hlth, Sao Paulo, SP, BrazilHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
Ribeiro, Karina Braga
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Abbott, Erin
Blossom, Jeffrey
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Harvard Univ, Ctr Geog Anal, Cambridge, MA 02138 USAHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
Blossom, Jeffrey
Rache, Beatriz
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机构:
Inst Estudos Polit Saude IEPS, Sao Paulo, SP, BrazilHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
Rache, Beatriz
Singer, Burton H.
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机构:
Univ Florida, Emerging Pathogens Inst, Gainesville, FL USAHarvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA