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Research Articles

Understanding small-scale COVID-19 transmission dynamics with the Granger causality test

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Pages 273-281 | Received 18 Oct 2022, Accepted 08 Jan 2023, Published online: 14 Jan 2023

References

  • Briz-Redón Á, Serrano-Aroca Á. The effect of climate on the spread of the COVID-19 pandemic: a review of findings, and statistical and modelling techniques. Prog Phys Geogr Earth Environ. 2020;44(5):591–604. doi:10.1177/0309133320946302.
  • Buja A, Paganini M, Cocchio S, Scioni M, Rebba V, Baldo V. Demographic and socio-economic factors, and healthcare resource indicators associated with the rapid spread of COVID-19 in Northern Italy: an ecological study. PLoS One. 2020;15(12):e0244535. doi:10.1371/journal.pone.0244535.
  • Zuin M, Rigatelli G, Zuliani G, Rigatelli A, Mazza A, Roncon L. Arterial hypertension and risk of death in patients with COVID-19 infection: systematic review and meta-analysis. J Infect. 2020;81(1):e84–e86. doi:10.1016/j.jinf.2020.03.059.
  • Hâncean MG, Slavinec M, Perc M. The impact of human mobility networks on the global spread of COVID-19. J Complex Netw. 2020;8(6):cnaa041. doi:10.1093/comnet/cnaa041.
  • Marquès M, Domingo JL. Positive association between outdoor air pollution and the incidence and severity of COVID-19. A review of the recent scientific evidences. Environ Res. 2022;203:111930. doi:10.1016/j.envres.2021.111930.
  • González-Rubio J, Navarro-López C, López-Nájera E, et al. A systematic review and meta-analysis of hospitalised current smokers and COVID-19. Int J Environ Res Public Health. 2020;17(20):7394.
  • Castillo O, Melin P. Forecasting of COVID-19 time series for countries in the world based on a hybrid approach combining the fractal dimension and fuzzy logic. Chaos Solitons Fractals. 2020;140:110242. doi:10.1016/j.chaos.2020.110242.
  • Roy S, Bhunia GS, Shit PK. Spatial prediction of COVID-19 epidemic using ARIMA techniques in India. Model Earth Syst Environ. 2021;7(2):1385–1391. doi:10.1007/s40808-020-00890-y.
  • Singh RK, Rani M, Bhagavathula AS, et al. Prediction of the COVID-19 pandemic for the Top 15 affected countries: Advanced Autoregressive Integrated Moving Average (ARIMA) model. JMIR Public Health Surveill. 2020;6(2):e19115. doi:10.2196/19115.
  • Konstantinoudis G, Padellini T, Bennett J, Davies B, Ezzati M, Blangiardo M. Long-term exposure to air-pollution and COVID-19 mortality in England: a hierarchical spatial analysis. Environ Int. 2021;146:106316. doi:10.1016/j.envint.2020.106316.
  • Iacus SM, Natale F, Santamaria C, Spyratos S, Vespe M. Estimating and projecting air passenger traffic during the COVID-19 coronavirus outbreak and its socio-economic impact. Saf Sci. 2020;129:104791. doi:10.1016/j.ssci.2020.104791.
  • Kamel Boulos MN, Geraghty EM. Geographical tracking and mapping of coronavirus disease COVID-19/severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) epidemic and associated events around the world: how 21st century GIS technologies are supporting the global fight against outbreaks and epidemics. Int J Health Geographics. 2020;19(1):1–12.
  • Zens M, Brammertz A, Herpich J, Südkamp N, Hinterseer M. App-based tracking of self-reported COVID-19 symptoms: analysis of questionnaire data. J Med Internet Res. 2020;22(9):e21956. doi:10.2196/21956.
  • Anser MK, Islam T, Khan MA, et al. Identifying the potential causes, consequences, and prevention of communicable diseases (including COVID-19). Biomed Res Int. 2020;2020:8894006. doi:10.1155/2020/8894006.
  • Cepni O, Dogru T, Ozdemir O. The contagion effect of COVID-19-induced uncertainty on US tourism sector: evidence from time-varying Granger causality test. Tourism Economics. 2022;13548166221077633. doi:10.1177/13548166221077633.
  • Hong Y, Ma F, Wang L, Liang C. How does the COVID-19 outbreak affect the causality between gold and the stock market? New evidence from the extreme Granger causality test. Resour Policy. 2022;78:102859. doi:10.1016/j.resourpol.2022.102859.
  • Zanin M, Papo D. Assessing functional propagation patterns in COVID-19. Chaos Solitons Fractals. 2020;138:109993. doi:10.1016/j.chaos.2020.109993.
  • Romero García C, Iftimi A, Briz-Redón Á, et al. Trends in incidence and transmission patterns of COVID-19 in Valencia, Spain. JAMA Network Open. 2021;4(6):e2113818.
  • Liu Y-T, Tao C-L, Zhang X, et al. Mesophasic organization of GABAA receptors in hippocampal inhibitory synapses. Nat Neurosci. 2020;23(12):1589–1596. doi:10.1038/s41593-020-00729-w.
  • Bherwani H, Anjum S, Kumar S, et al. Understanding COVID-19 transmission through Bayesian probabilistic modeling and GIS-based Voronoi approach: a policy perspective. Environ Dev Sustain. 2021;23(4):5846–5864. doi:10.1007/s10668-020-00849-0.
  • Czypionka T, Iftekhar EN, Prainsack B, et al. The benefits, costs and feasibility of a low incidence COVID-19 strategy. Lancet Reg Health Eur. 2022;13:100294. doi:10.1016/j.lanepe.2021.100294.
  • Priesemann V, Balling R, Bauer S, et al. Towards a European strategy to address the COVID-19 pandemic. Lancet. 2021;398(10303):838–839.
  • Arora AS, Rajput H, Changotra R. Current perspective of COVID-19 spread across South Korea: exploratory data analysis and containment of the pandemic. Environ Dev Sustain. 2021;23(5):6553–6563. doi:10.1007/s10668-020-00883-y.
  • Gil-Bellosta C, Frías L. caRtociudad: interface to cartociudad API. R package version 0.6.2. 2018.
  • Granger CWJ. Some recent development in a concept of causality. J Econometrics. 1988;39(1):199–211. doi:10.1016/0304-4076(88)90045-0.
  • Chu DK, Akl EA, Duda S, et al. Physical distancing, face masks, and eye protection to prevent person-to-person transmission of SARS-CoV-2 and COVID-19: a systematic review and meta-analysis. Lancet. 2020;395(10242):1973–1987. doi:10.1016/S0140-6736(20)31142-9.
  • Bressler SL, Seth AK. Wiener-Granger causality: a well established methodology. Neuroimage. 2011;58(2):323–329. doi:10.1016/j.neuroimage.2010.02.059.
  • Kleinberg S, Hripcsak G. A review of causal inference for biomedical informatics. J Biomed Inform. 2011;44(6):1102–1112. doi:10.1016/j.jbi.2011.07.001.
  • Brockwell PJ, Davis RA. Time Series: Theory and Methods. New York, NY, United States: Springer Science & Business Media; 2009.
  • R Core Team. R language definition. Vienna, Austria: R Foundation for Statistical Computing. http://www.R-project.org/. Published 2020. Accessed January 11, 2023.
  • Van Rossum G, Drake FL, Jr. Python Reference Manual. Amsterdam, The Netherlands: Centrum voor Wiskunde en Informatica; 1995.
  • Seabold S, Perktold J. 2010. Statsmodels: econometric and statistical modeling with python. Proceedings of the 9th Python in Science Conference; Austin, Texas; 9th ed., Vol. 57, p. 61.
  • Hagberg A, Swart P, Schult D. Exploring network structure, dynamics, and function using NetworkX. Los Alamos, NM, United States: Los Alamos National Lab. Published 2008.
  • Hâncean MG, Lerner J, Perc M, et al. Occupations and their impact on the spreading of COVID-19 in urban communities. Sci Rep. 2022;12(1):1–12.
  • Ribeiro HV, Sunahara AS, Sutton J, Perc M, Hanley QS. City size and the spreading of COVID-19 in Brazil. PLoS One. 2020;15(9):e0239699. doi:10.1371/journal.pone.0239699.
  • Islam T, Mahmood K, Sadiq M, Usman B, Yousaf SU. Understanding knowledgeable workers’ behavior toward COVID-19 information sharing through WhatsApp in Pakistan. Front Psychol. 2020;11:572526. doi:10.3389/fpsyg.2020.572526.
  • Malik A, Islam T, Mahmood K. Factors affecting misinformation combating intention in Pakistan during COVID-19. Kybernetes. 2022. doi:10.1108/K-02-2022-0263.

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