COVID-19; Google trend; health communication; panel data analysis; public health measures; Humans; United States; Search Engine; Communicable Disease Control; Quarantine; Health Communication; Pollution; Public Health, Environmental and Occupational Health; Health, Toxicology and Mutagenesis
Abstract :
[en] The COVID-19 outbreak at the end of December 2019 spread rapidly all around the world. The objective of this study is to investigate and understand the relationship between public health measures and the development of the pandemic through Google search behaviors in the United States. Our collected data includes Google search queries related to COVID-19 from 1 January to 4 April 2020. After using unit root tests (ADF test and PP test) to examine the stationary and a Hausman test to choose a random effect model, a panel data analysis is conducted to investigate the key query terms with the newly added cases. In addition, a full sample regression and two sub-sample regressions are proposed to explain: (1) The changes in COVID-19 cases number are partly related to search variables related to treatments and medical resources, such as ventilators, hospitals, and masks, which correlate positively with the number of new cases. In contrast, regarding public health measures, social distancing, lockdown, stay-at-home, and self-isolation measures were negatively associated with the number of new cases in the US. (2) In mild states, which ranked one to twenty by the average daily new cases from least to most in 50 states, the query terms about public health measures (quarantine, lockdown, and self-isolation) have a significant negative correlation with the number of new cases. However, only the query terms about lockdown and self-isolation are also negatively associated with the number of new cases in serious states (states ranking 31 to 50). Furthermore, public health measures taken by the government during the COVID-19 outbreak are closely related to the situation of controlling the pandemic.
Disciplines :
Public health, health care sciences & services
Author, co-author :
Wang, Binhui; School of Management, Jinan University, Guangzhou 510632, China
Liang, Beiting; College of Economics, Jinan University, Guangzhou 510632, China
Chen, Qiuyi; School of Journalism, Fudan University, Shanghai 200433, China
Wang, Shu ; Université de Liège - ULiège > TERRA Research Centre ; Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing 100081, China
Wang, Siyi; Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou 510632, China
Huang, Zhongguo; Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou 510632, China
Long, Yi; Law School of Artificial Intelligence, Shanghai University of Political Science and Law, Shanghai 201701, China
Wu, Qili; School of Journalism and Communication, Jinan University National Media Experimental Teaching Demonstration Center, Jinan University, Guangzhou 510632, China
Xu, Shulin; School of Economic, Guangzhou College of Commerce, Guangzhou 511363, China
Jinna, Pranay; School of Business, University at Albany, State University of New York, Albany, NY 12222, USA
Yang, Fan; Communication Department, University at Albany, State University of New York, Albany, NY 12222, USA
Ming, Wai-Kit; Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou 510632, China ; Department of Infectious Diseases and Public Health, Jockey Club College of Veterinary Medicine and Life Science, City University of Hong Kong, Hong Kong SAR, China
Liu, Qian ; School of Journalism and Communication, Jinan University National Media Experimental Teaching Demonstration Center, Jinan University, Guangzhou 510632, China ; School of Business, University at Albany, State University of New York, Albany, NY 12222, USA
Fong Z.V. Qadan M. McKinney R. Jr. Griggs C.L. Shah P.C. Buyske J. Sachdeva A.K. Callery M.P. Altieri M.S. Practical Implications of Novel Coronavirus COVID-19 on Hospital Operations, Board Certification, and Medical Education in Surgery in the USA J. Gastrointest. Surg. 2020 24 1232 1236 10.1007/s11605-020-04596-5 32314235
Post L.A. Issa T.Z. Boctor M.J. Moss C.B. Murphy R.L. Ison M.G. Achenbach C.J. Resnick D. Singh L.N. White J. et al. Dynamic Public Health Surveillance to Track and Mitigate the US COVID-19 Epidemic: Longitudinal Trend Analysis Study J. Med. Internet Res. 2020 22 e24286 10.2196/24286 33216726
Feng Z. Xiao C. Li P. You Z. Yin X. Zheng F. Comparison of spatio-temporal transmission characteristics of COVID-19 and its mitigation strategies in China and the US J. Geogr. Sci. 2020 30 1963 1984 10.1007/s11442-020-1822-8
Wu H.-L. Huang J. Zhang C.J.P. He Z. Ming W.-K. Facemask shortage and the novel coronavirus disease (COVID-19) outbreak: Reflections on public health measures EClinicalMedicine 2020 21 100329 10.1016/j.eclinm.2020.100329
Cetron M. Landwirth J. Public health and ethical considerations in planning for quarantine Yale J. Biol. Med. 2005 78 329 334
Wilder-Smith A. Freedman D.O. Isolation, quarantine, social distancing and community containment: Pivotal role for old-style public health measures in the novel coronavirus (2019-nCoV) outbreak J. Travel Med. 2020 27 taaa020 10.1093/jtm/taaa020 32052841
Cetron M. Simone P. Battling 21st-century scourges with a 14th-century toolbox Emerg. Infect. Dis. 2004 10 2053 2054 10.3201/eid1011.040797_12
Park S.W. Sun K. Viboud C. Grenfell B.T. Dushoff J. Potential roles of social distancing in mitigating the spread of coronavirus disease 2019 (COVID-19) in South Korea medRxiv 2020 10.1101/2020.03.27.20045815
Kupferschmidt K. Cohen J. Can China’s COVID-19 strategy work elsewhere? Science 2020 367 1061 1062 10.1126/science.367.6482.1061
Huynh T.L.D. Does culture matter social distancing under the COVID-19 pandemic? Saf. Sci. 2020 130 104872 10.1016/j.ssci.2020.104872
Varalakshmi R. Swetha R. COVID-19 lock down: People psychology due to law enforcement Asian J. Psychiatry 2020 51 102102 10.1016/j.ajp.2020.102102
Aleta A. Martín-Corral D. Pastore Y.P.A. Ajelli M. Litvinova M. Chinazzi M. Dean N.E. Halloran M.E. Longini I.M. Jr. Merler S. et al. Modelling the impact of testing, contact tracing and household quarantine on second waves of COVID-19 Nat. Hum. Behav. 2020 4 964 971 10.1038/s41562-020-0931-9
Wells C.R. Townsend J.P. Pandey A. Moghadas S.M. Krieger G. Singer B. McDonald R.H. Fitzpatrick M.C. Galvani A.P. Optimal COVID-19 quarantine and testing strategies Nat. Commun. 2021 12 356 10.1038/s41467-020-20742-8
Ahmed M.Z. Ahmed O. Aibao Z. Hanbin S. Siyu L. Ahmad A. Epidemic of COVID-19 in China and associated Psychological Problems Asian J. Psychiatr. 2020 51 102092 10.1016/j.ajp.2020.102092
Wei Y. Ye Z. Cui M. Wei X. COVID-19 prevention and control in China: Grid governance J. Public Health 2021 43 76 81 10.1093/pubmed/fdaa175
Li Y.D. Chi W.Y. Su J.H. Ferrall L. Hung C.F. Wu T.C. Coronavirus vaccine development: From SARS and MERS to COVID-19 J. Biomed. Sci. 2020 27 104 10.1186/s12929-020-00695-2
Ahorsu D.K. Lin C.Y. Imani V. Saffari M. Griffiths M.D. Pakpour A.H. The Fear of COVID-19 Scale: Development and Initial Validation Int. J. Ment. Health Addict. 2020 20 1537 1545 10.1007/s11469-020-00270-8
Zitting K.M. Lammers-van der Holst H.M. Yuan R.K. Wang W. Quan S.F. Duffy J.F. Google Trends reveals increases in internet searches for insomnia during the 2019 coronavirus disease (COVID-19) global pandemic J. Clin. Sleep Med. 2021 17 177 184 10.5664/jcsm.8810
Ahorsu D.K. Lin C.Y. Pakpour A.H. The Association Between Health Status and Insomnia, Mental Health, and Preventive Behaviors: The Mediating Role of Fear of COVID-19 Gerontol. Geriatr. Med. 2020 6 2333721420966081 10.1177/2333721420966081
WHO Coronavirus Disease (COVID-19) Situation Report—163 Available online: https://www.who.int/docs/default-source/coronaviruse/situation-reports/20200701-covid-19-sitrep-163.pdf?sfvrsn=c202f05b_2 (accessed on 1 July 2020)
WHO Weekly Epidemiological Update on COVID-19—18 January 2022 Available online: https://www.who.int/publications/m/item/weekly-epidemiological-update-on-covid-19---18-january-2022 (accessed on 18 January 2022)
Carneiro H.A. Mylonakis E. Google trends: A web-based tool for real-time surveillance of disease outbreaks Clin. Infect. Dis. 2009 49 1557 1564 10.1086/630200
Teng Y. Bi D. Xie G. Jin Y. Huang Y. Lin B. An X. Feng D. Tong Y. Dynamic Forecasting of Zika Epidemics Using Google Trends PLoS ONE 2017 12 e0165085 10.1371/journal.pone.0165085 28060809
Ming W.K. Huang F. Chen Q. Liang B. Jiao A. Liu T. Wu H. Akinwunmi B. Li J. Liu G. et al. Understanding Health Communication Through Google Trends and News Coverage for COVID-19: Multinational Study in Eight Countries JMIR Public Health Surveill. 2021 7 e26644 10.2196/26644 34591781
McCarthy A.D. McGoldrick D. Analyzing Public Interest in Metabolic Health-Related Search Terms During COVID-19 Using Google Trends Cureus 2021 13 e15715 10.7759/cureus.15715 34290916
Alicino C. Bragazzi N.L. Faccio V. Amicizia D. Panatto D. Gasparini R. Icardi G. Orsi A. Assessing Ebola-related web search behaviour: Insights and implications from an analytical study of Google Trends-based query volumes Infect. Dis. Poverty 2015 4 54 10.1186/s40249-015-0090-9 26654247
Rovetta A. Bhagavathula A.S. Global Infodemiology of COVID-19: Analysis of Google Web Searches and Instagram Hashtags J. Med. Internet Res. 2020 22 e20673 10.2196/20673
Sousa-Pinto B. Anto A. Czarlewski W. Anto J.M. Fonseca J.A. Bousquet J. Assessment of the Impact of Media Coverage on COVID-19-Related Google Trends Data: Infodemiology Study J. Med. Internet Res. 2020 22 e19611 10.2196/19611
Pier M.M. Pasick L.J. Benito D.A. Alnouri G. Sataloff R.T. Otolaryngology-related Google Search trends during the COVID-19 pandemic Am. J. Otolaryngol. 2020 41 102615 10.1016/j.amjoto.2020.102615
Alruily M. Ezz M. Mostafa A.M. Yanes N. Abbas M. El-Manzalawy Y. Prediction of COVID-19 transmission in the united states using google search trends Comput. Mater. Contin. 2022 71 1751 1768
Li C. Chen L.J. Chen X. Zhang M. Pang C.P. Chen H. Retrospective analysis of the possibility of predicting the COVID-19 outbreak from Internet searches and social media data, China, 2020 Euro Surveill. 2020 25 2000199 10.2807/1560-7917.ES.2020.25.10.2000199
Rovetta A. Bhagavathula A.S. COVID-19-Related Web Search Behaviors and Infodemic Attitudes in Italy: Infodemiological Study JMIR Public Health Surveill. 2020 6 e19374 10.2196/19374
Mavragani A. Ochoa G. Google Trends in Infodemiology and Infoveillance: Methodology Framework JMIR Public Health Surveill. 2019 5 e13439 10.2196/13439
Ayyoubzadeh S.M. Ayyoubzadeh S.M. Zahedi H. Ahmadi M. Niakan Kalhori S.R. Predicting COVID-19 Incidence Through Analysis of Google Trends Data in Iran: Data Mining and Deep Learning Pilot Study JMIR Public Health Surveill. 2020 6 e18828 10.2196/18828
Yu W. Liu X. Zhao F. Li M. Zhang L. Control of unreasonable growth of medical expenses in public hospitals in Shanghai, China: A multi-agent system model BMC Health Serv. Res. 2020 20 490 10.1186/s12913-020-05309-z
Dong H. Zhou M. Che D. Zhang H. Bodomo A. Analysis of COVID-19 Name Varieties in Chinese Mass and Social Media Int. J. Environ. Res. Public Health 2021 18 9850 10.3390/ijerph18189850
Eurosurveillance Editorial Team Updated rapid risk assessment from ECDC on the novel coronavirus disease 2019 (COVID-19) pandemic: Increased transmission in the EU/EEA and the UK Euro Surveill. 2020 25 2003121 10.2807/1560-7917.ES.2020.25.10.2003121
Singhal T. A Review of Coronavirus Disease-2019 (COVID-19) Indian J. Pediatr. 2020 87 281 286 10.1007/s12098-020-03263-6
Li L.-Q. Huang T. Wang Y.-Q. Wang Z.-P. Liang Y. Huang T.-B. Zhang H.-Y. Sun W. Wang Y. COVID-19 patients’ clinical characteristics, discharge rate, and fatality rate of meta-analysis J. Med. Virol. 2020 92 577 583 10.1002/jmv.25757
Xie L. Yang H. Zheng X. Wu Y. Lin X. Shen Z. Medical resources and coronavirus disease (COVID-19) mortality rate: Evidence and implications from Hubei province in China PLoS ONE 2021 16 e0244867 10.1371/journal.pone.0244867
Auld S. Caridi-Scheible M. Blum J.M. Robichaux C.J. Kraft C.S. Jacob J.T. Jabaley C.S. Carpenter D. Kaplow R. Hernandez A.C. et al. ICU and ventilator mortality among critically ill adults with COVID-19 medRxiv 2020 10.1101/2020.04.23.20076737
Tirupathi R. Bharathidasan K. Palabindala V. Salim S.A. Al-Tawfiq J.A. Comprehensive review of mask utility and challenges during the COVID-19 pandemic Infez. Med. 2020 28 57 63
Soleimanpour S. Yaghoubi A. COVID-19 vaccine: Where are we now and where should we go? Expert Rev. Vaccines 2021 20 23 44 10.1080/14760584.2021.1875824 33435774
Said S.E. Dickey D.A. Testing for unit roots in autoregressive-moving average models of unknown order Biometrika 1984 71 599 607 10.1093/biomet/71.3.599
Perron P. Trends and random walks in macroeconomic time series: Further evidence from a new approach J. Econ. Dyn. Control. 1988 12 297 332 10.1016/0165-1889(88)90043-7
Frondel M. Vance C. Fixed, random, or something in between? A variant of Hausman’s specification test for panel data estimators Econ. Lett. 2010 107 327 329 10.1016/j.econlet.2010.02.007
Jiang J. Luo L. Influence of population mobility on the novel coronavirus disease (COVID-19) epidemic: Based on panel data from Hubei, China Glob. Health Res. Policy 2020 5 30 10.1186/s41256-020-00151-6
Centers for Disease Control and Prevention Trends in Number of COVID-19 Cases and Deaths in the US Reported to CDC, by State/Territory Available online: https://covid.cdc.gov/covid-data-tracker/#trends_dailycases (accessed on 17 April 2020)
Patel A. Jernigan D.B. Initial Public Health Response and Interim Clinical Guidance for the 2019 Novel Coronavirus Outbreak—United States, December 31, 2019-February 4, 2020 MMWR Morb. Mortal. Wkly. Rep. 2020 69 140 146 10.15585/mmwr.mm6905e1
Jernigan D.B. Update: Public Health Response to the Coronavirus Disease 2019 Outbreak—United States, 24 February 2020 MMWR Morb. Mortal. Wkly. Rep. 2020 69 216 219 10.15585/mmwr.mm6908e1
Xu S. Zhu Q. Yang Z. Influencing factors of environmental efficiency of strategic emerging industries and their power cooperation mechanism design Environ. Sci. Pollut. Res. Int. 2022 1 26 10.1007/s11356-022-23756-5
Hsiang S. Allen D. Annan-Phan S. Bell K. Bolliger I. Chong T. Druckenmiller H. Huang L.Y. Hultgren A. Krasovich E. et al. The effect of large-scale anti-contagion policies on the COVID-19 pandemic Nature 2020 584 262 267 10.1038/s41586-020-2404-8
Su D. Xu S. Tong Z. Credit availability and corporate risk-taking: Evidence from China’s green credit policy Post-Communist Econ. 2023 1 35 10.1080/14631377.2023.2169516
Jebran K. Yang Z. Chen S. Ali S.T. Does the famine experience of board chair hamper innovation? J. Int. Financ. Manag. Account. 2023 1 51 10.1111/jifm.12168