Capturing the Impact of Vaccination and Human Mobility on the Evolution of COVID-19 Pandemic

被引:0
作者
Islam, Md Mahmudul [1 ]
Azarian, Taj [2 ]
Agarwal, Shaurya [1 ]
Ali, Sobur [2 ]
机构
[1] Univ Cent Florida, Dept Civil Environm & Construct Engn, Orlando, FL 32816 USA
[2] Univ Cent Florida, Burnett Sch Biomed Sci, Orlando, FL 32816 USA
关键词
COVID-19; SEM; epidemiology; human mobility; vaccination; TRANSMISSION; SPREAD; VIRUS;
D O I
10.1109/JBHI.2024.3514106
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Studying the interplay among human mobility, viral transmission, and vaccination can provide significant insights into the factors driving a pandemic. Using the COVID-19 pandemic as a case study, this paper investigates how human mobility, population density, and vaccination affect viral transmission. We employ two data-driven approaches: correlation analysis and structural equation modeling (SEM). Firstly, the correlation analysis reveals a nonuniform relationship between human mobility and disease incidence during the six pandemic periods. The most significant changes in mobility occurred during the initial emergence phase and after the vaccine rollout. We found a positive correlation between mobility and casAe rates early in the pandemic, but later on, they were not positively correlated. Consequently, after the widespread availability of the vaccine, mobility returned to around -5 % of pre-pandemic values as the case incidence decreased. Secondly, we employed SEM to investigate two key aspects. Initially, we explored the association between mobility and COVID-19 incidence during the lockdown and post-lockdown periods for Florida and cross-validated with California, Texas, and New York. Subsequently, we analyzed how vaccination directly and indirectly impacted disease transmission after it became widely available. The findings reveal that vaccination led to a significant drop in case numbers and an increase in mobility, which may have contributed to the subsequent epidemic wave.
引用
收藏
页码:2318 / 2327
页数:10
相关论文
共 36 条
  • [1] Aktay A, 2020, Arxiv, DOI arXiv:2004.04145
  • [2] What human mobility data tell us about COVID-19 spread
    Alessandretti, Laura
    [J]. NATURE REVIEWS PHYSICS, 2022, 4 (01) : 12 - 13
  • [3] Omicron variant of SARS-CoV-2: Genomics, transmissibility, and responses to current COVID-19 vaccines
    Araf, Yusha
    Akter, Fariya
    Tang, Yan-dong
    Fatemi, Rabeya
    Parvez, Md Sorwer Alam
    Zheng, Chunfu
    Hossain, Md Golzar
    [J]. JOURNAL OF MEDICAL VIROLOGY, 2022, 94 (05) : 1825 - 1832
  • [4] Human Mobility Networks, Travel Restrictions, and the Global Spread of 2009 H1N1 Pandemic
    Bajardi, Paolo
    Poletto, Chiara
    Ramasco, Jose J.
    Tizzoni, Michele
    Colizza, Vittoria
    Vespignani, Alessandro
    [J]. PLOS ONE, 2011, 6 (01):
  • [5] Multiscale mobility networks and the spatial spreading of infectious diseases
    Balcan, Duygu
    Colizza, Vittoria
    Goncalves, Bruno
    Hu, Hao
    Ramasco, Jose J.
    Vespignani, Alessandro
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (51) : 21484 - 21489
  • [6] BAROYAN O V, 1971, Advances in Applied Probability, V3, P224, DOI 10.2307/1426167
  • [7] Vaccine effectiveness against transmission of alpha, delta and omicron SARS-COV-2-infection, Belgian contact tracing, 2021-2022
    Braeye, Toon
    Catteau, Lucy
    Brondeel, Ruben
    van Loenhout, Joris A. F.
    Proesmans, Kristiaan
    Cornelissen, Laura
    Van Oyen, Herman
    Stouten, Veerle
    Hubin, Pierre
    Billuart, Matthieu
    Djiena, Achille
    Mahieu, Romain
    Hammami, Naima
    Van Cauteren, Dieter
    Wyndham-Thomas, Chloe
    [J]. VACCINE, 2023, 41 (20) : 3292 - 3300
  • [8] Modeling infectious disease dynamics
    Cobey, Sarah
    [J]. SCIENCE, 2020, 368 (6492) : 713 - 714
  • [9] Impact of vaccination by priority group on UK deaths, hospital admissions and intensive care admissions from COVID-19
    Cook, T. M.
    Roberts, J., V
    [J]. ANAESTHESIA, 2021, 76 (05) : 608 - 616
  • [10] The Economic Effects of COVID-19 Containment Measures
    Deb, Pragyan
    Furceri, Davide
    Ostry, Jonathan D.
    Tawk, Nour
    [J]. OPEN ECONOMIES REVIEW, 2022, 33 (01) : 1 - 32