Assessing the Effectiveness of Isolation and Contact-Tracing Interventions for Early Transmission Dynamics of COVID-19 in South Korea

被引:6
|
作者
Ryu, Hohyung [1 ]
Abulali, Arsen [2 ]
Lee, Sunmi [2 ]
机构
[1] Kyung Hee Univ, Dept Math, Seoul 02447, South Korea
[2] Kyung Hee Univ, Dept Appl Math, Yongin 17104, South Korea
关键词
COVID-19 transmission dynamics; agent-based model; a scale-free network; presymptomatic cases; case-isolation; contact-tracing and quarantine interventions; SUPER-SPREADING EVENTS; INFECTIOUS-DISEASES; HONG-KONG; AGENT; MERS; INFLUENZA; MODELS; SARS;
D O I
10.1109/ACCESS.2021.3064371
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent COVID-19 outbreaks pose serious public health challenges all around the world. South Korea had experienced the early outbreak of the COVID-19 pandemic and implemented early effective interventions. The 2020 COVID-19 outbreak in South Korea showed spatial hot spots and super-spreading events. As a result of these super-spreading events, three huge outbreaks of the COVID-19 have occurred in Korea from February to December 2020. To capture the intrinsic nature of heterogeneity, an agent-based model has been developed focusing on early transmission dynamics of COVID-19 in South Korea. Based on the social empirical contact information of early confirmed cases of COVID-19, we have constructed a scale-free network. Our agent-based model has incorporated essential individual variability such as different contact numbers and infectivity levels. In the absence of vaccines or treatment, contact tracing, caseisolation, quarantine are the most critical interventions to prevent larger outbreaks. First, we investigate the impacts of critical factors on various epidemic outputs such as incidence and cumulative incidence. These critical factors include contact numbers, transmission rates, infectivity of presymptomatic or asymptomatic cases, and contact-tracing with quarantine intervention. Furthermore, the effectiveness of case isolation and contact-tracing (followed by quarantine) is evaluated under various scenarios. Our results indicate that case isolation combined with contact-tracing quarantine is much more effective under a moderate level of R-0 (smaller transmission rates or contact numbers) and presymptomatic cases. However, the efficacy of interventions reduces significantly for a higher level of R-0 (larger transmission rates or contact numbers) with a high level of infectivity (in presymptomatic cases). This highlights the key role of efficient contact-tracing and case-isolation to mitigate larger outbreaks or super-spreading events.
引用
收藏
页码:41456 / 41467
页数:12
相关论文
共 50 条
  • [1] In defence of digital contact-tracing: human rights, South Korea and Covid-19
    Ryan, Mark
    [J]. INTERNATIONAL JOURNAL OF PERVASIVE COMPUTING AND COMMUNICATIONS, 2020, 16 (04) : 383 - 407
  • [2] Contact-Tracing Apps in Contact Tracing of COVID-19
    Jahnel, Tina
    Kernebeck, Sven
    Boebel, Simone
    Buchner, Benedikt
    Grill, Eva
    Hinck, Sebastian
    Ranisch, Robert
    Rothenbacher, Dietrich
    Schuez, Benjamin
    Starke, Dagmar
    Wienert, Julian
    Zeeb, Hajo
    Gerhardus, Ansgar
    [J]. GESUNDHEITSWESEN, 2020, 82 (08/09) : 664 - 669
  • [3] A survey of COVID-19 contact-tracing apps
    Min-Allah, Nasro
    Alahmed, Bashayer Abdullah
    Albreek, Elaf Mohammed
    Alghamdi, Lina Shabab
    Alawad, Doaa Abdullah
    Alharbi, Abeer Salem
    Al-Akkas, Noor
    Musleh, Dhiaa
    Alrashed, Saleh
    [J]. COMPUTERS IN BIOLOGY AND MEDICINE, 2021, 137
  • [4] Contact Transmission of COVID-19 in South Korea: Novel Investigation Techniques for Tracing Contacts
    Park, Ok
    Park, Young Joon
    Park, Shin Young
    Kim, Young-Man
    Kim, Jieun
    Lee, Jin
    Park, Eunmi
    Kim, Dongwook
    Jeon, Byoung-Hak
    Ryu, Boyeong
    Ko, Daehyeon
    Kim, Eunyoung
    Kim, Hwami
    Lee, Hyeyoung
    Gwack, Jin
    Jo, Joongho
    Lee, Jung Hyun
    Hyun, Junghee
    Kim, Jungwoo
    Park, Jae Kyung
    Lee, Sangeun
    Kim, Seong Sun
    Shin, Seung Hwan
    Choi, Seung Woo
    Kim, Taeyoung
    Kim, Un-Na
    Woo, Yeonhee
    Jin, Yeowon
    Jang, Yoon Suk
    Park, Youngjoon
    Yum, Minwoo
    [J]. OSONG PUBLIC HEALTH AND RESEARCH PERSPECTIVES, 2020, 11 (01) : 60 - 63
  • [5] Effectiveness modelling of digital contact-tracing solutions for tackling the COVID-19 pandemic
    Shubina, Viktoriia
    Ometov, Aleksandr
    Basiri, Anahid
    Lohan, Elena Simona
    [J]. JOURNAL OF NAVIGATION, 2021, 74 (04): : 853 - 886
  • [6] Time to evaluate COVID-19 contact-tracing apps
    Vittoria Colizza
    Eva Grill
    Rafael Mikolajczyk
    Ciro Cattuto
    Adam Kucharski
    Steven Riley
    Michelle Kendall
    Katrina Lythgoe
    David Bonsall
    Chris Wymant
    Lucie Abeler-Dörner
    Luca Ferretti
    Christophe Fraser
    [J]. Nature Medicine, 2021, 27 : 361 - 362
  • [7] Time to evaluate COVID-19 contact-tracing apps
    Colizza, Vittoria
    Grill, Eva
    Mikolajczyk, Rafael
    Cattuto, Ciro
    Kucharski, Adam
    Riley, Steven
    Kendall, Michelle
    Lythgoe, Katrina
    Bonsall, David
    Wymant, Chris
    Abeler-Dorner, Lucie
    Ferretti, Luca
    Fraser, Christophe
    [J]. NATURE MEDICINE, 2021, 27 (03) : 361 - 362
  • [8] Contact-tracing apps and alienation in the age of COVID-19
    Rowe, Frantz
    Ngwenyama, Ojelanki
    Richet, Jean-Loup
    [J]. EUROPEAN JOURNAL OF INFORMATION SYSTEMS, 2020, 29 (05) : 545 - 562
  • [9] A centralized contact-tracing protocol for the COVID-19 pandemic
    Buccafurri, Francesco
    De Angelis, Vincenzo
    Labrini, Cecilia
    [J]. INFORMATION SCIENCES, 2022, 617 : 103 - 132
  • [10] Privacy Concerned on Contact-Tracing Application during COVID-19
    AlFaadhel, Afnan
    Latif, Rabia
    [J]. 2022 FIFTH INTERNATIONAL CONFERENCE OF WOMEN IN DATA SCIENCE AT PRINCE SULTAN UNIVERSITY (WIDS-PSU 2022), 2022, : 143 - 145