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Abstract

Even prior to COVID-19, biosecurity was a significant issue for tourism, especially at national borders. Since personal nonpharmaceutical interventions can be effective for an individual’s health and psychological resilience during a pandemic, understanding tourists’ biosecurity behavior is essential given the broader relationship with traveling during COVID-19. However, existing research has not explicitly examined this relationship during any pandemic, nor has it explored potential long-term implications. To fill this gap, this study built and tested a theoretically comprehensive framework including prosocial behavior, ethics, perception, intervention, resilience, biosecurity behavior, and the Sustainable Development Goals (SDGs) due to COVID-19. Results reveal that prosocial behavior and perception have significant impacts on intervention, which influences resilience and biosecurity behavior. Resilience has an effect on biosecurity behavior. Three SDG groups have different effects on the relationship between intervention and biosecurity behavior. Deep learning sheds light on tourist’s biosecurity practices during COVID-19 and when international travel resumes.

Keywords

biosecurity COVID-19 pandemic nonpharmaceutical intervention resilience deep learning

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References

Abubakar

A. M.

Namin

B. H.

Harazneh

Arasli

Tunç

2017. “Does Gender Moderate the Relationship between Favoritism/Nepotism, Supervisor Incivility, Cynicism and Workplace Withdrawal: A Neural Network and SEM Approach.” Tourism Management Perspectives 23:129–39.

Albarracín

Gillette

J. C.

Earl

A. N.

Glasman

L. R.

Durantini

M. R.

M. H.

2005. “A Test of Major Assumptions about Behavior Change: A Comprehensive Look at the Effects of Passive and Active HIV-Prevention Interventions since the Beginning of the Epidemic.” Psychological Bulletin 131 (6): 856–97.

Anderson

J. R.

2004. Cognitive Psychology and Its Implications. New York: Worth Publishers.

Anderson

L. G.

Rocliffe

Haddaway

N. R.

Dunn

A. M.

2015. “The Role of Tourism and Recreation in the Spread of Non-native Species: A Systematic Review and Meta-Analysis.” PLoS One 10 (10): 1–15.

Baird

Hall

C. M.

Castka

2018. “New Zealand Winegrowers Attitudes and Behaviours towards Wine Tourism and Sustainable Winegrowing.” Sustainability 10 (3): 797.

Bali

Taaffe

2017. “The Sustainable Development Goals and the Global Health Security Agenda: Exploring Synergies for a Sustainable and Resilient World.” Journal of Public Health Policy 38 (2): 257–68.

Boluk

K. A.

Cavaliere

C. T.

Higgins-Desbiolles

2019. “A Critical Framework for Interrogating the United Nations Sustainable Development Goals 2030 Agenda in Tourism.” Journal of Sustainable Tourism 27 (7): 847–64.

Bondad-Reantaso

M. G.

Fejzic

MacKinnon

Huchzermeyer

Seric-Haracic

Mardones

F. O.

Mohan

C. V.

Taylor

Jansen

M. D.

Tavornpanich

, et al. 2021. “A 12-Point Checklist for Surveillance of Diseases of Aquatic Organisms: A Novel Approach to Assist Multidisciplinary Teams in Developing Countries.” Reviews in Aquaculture 13 (3): 1469–87.

Chin

W. W.

Marcolin

B. L.

Newsted

P. R.

2003. “A Partial Least Squares Latent Variable Modeling Approach for Measuring Interaction Effects: Results from a Monte Carlo Simulation Study and Electronic-Mail Emotion/Adoption Study.” Information Systems Research 14 (2): 189–217.

10.

Churchill

G. A.

Jr. . 1979. “A Paradigm for Developing Better Measures of Marketing Constructs.” Journal of Marketing Research 16 (1): 64–73.

11.

Cicchetti

D. V.

Shoinralter

Tyrer

P. J.

1985. “The Effect of Number of Rating Scale Categories on Levels of Inter-rater Reliability: A Monte-Carlo Investigation.” Applied Psychological Measurement 9 (1): 31–36.

12.

Cohen

I. G.

2017. “Medical Tourism, Medical Migration, and Global Justice: Implications for Biosecurity in a Globalized World.” Medical Law Review 25 (2): 200–22.

13.

Cohen

1992. “A Power Primer.” Psychological Bulletin 112 (July): 155–59.

14.

Costanza

Daly

Fioramonti

Giovannini

Kubiszewski

Mortensen

L. F.

Pickett

K. E.

Ragnarsdottir

K. V.

De Vogli

Wilkinson

2016. “Modelling and Measuring Sustainable Wellbeing in Connection with the UN Sustainable Development Goals.” Ecological Economics 130:350–55.

15.

Croese

Green

Morgan

2020. “Localizing the Sustainable Development Goals through the Lens of Urban Resilience: Lessons and Learnings from 100 Resilient Cities and Cape Town.” Sustainability 12 (2): 550.

16.

Daly

H. E.

1992. “Allocation, Distribution, and Scale: Towards an Economics That Is Efficient, Just, and Sustainable.” Ecological Economics 6:185–93.

17.

de Leeuw

. 2020. “One Health(y) Cities: Cities Are Pandemic Ecosystems and That’s Where the Action Ought to Happen.” Cities & Health 1–6.

18.

DiEuliis

Giordano

2020. “The Shield and Sword of Biosecurity: Balancing the Ethics of Public Safety and Global Preparedness.” American Journal of Bioethics 20 (7): 142–44.

19.

Di Marco

Baker

M. L.

Daszak

De Barro

Eskew

E. A.

Godde

C. M.

Harwood

T. D

Herrero

Hoskins

A. J.

Johnson

, et al. 2020. “Opinion: Sustainable Development Must Account for Pandemic Risk.” Proceedings of the National Academy of Sciences U S A 117 (8): 3888–92.

20.

Doogan

Buntine

Linger

Brunt

2020. “Public Perceptions and Attitudes toward COVID-19 Nonpharmaceutical Interventions across Six Countries: A Topic Modeling Analysis of Twitter Data.” Journal of Medical Internet Research 22 (9): e21419.

21.

Eakin

E. G.

Lawler

S. P.

Vandelanotte

Owen

2007. “Telephone Interventions for Physical Activity and Dietary Behavior Change: A Systematic Review.” American Journal of Preventive Medicine 32 (5): 419–34.

22.

Farzanegan

M. R.

Gholipour

H. F.

Feizi

Nunkoo

Andargoli

A. E.

2020. “International Tourism and Outbreak of Coronavirus (COVID-19): A Cross-Country Analysis.” Journal of Travel Research 60 (3): 687–92.

23.

Fleming

W. M.

Wiersma-Mosley

J. D.

2015. “The Role of Alcohol Consumption Patterns and Pro-Social Bystander Interventions in Contexts of Gender Violence.” Violence Against Women 21 (10): 1259–83.

24.

Flood

Edwards

Fisher

Crease

Rupp

2018. Sustainable Development Goals Think-Piece Final Report. Wellington, New Zealand: Manaaki Whenua Landcare Research.

25.

Frechtling

D. C.

2018. “On the Ethics of Tourism Research.” Journal of Travel Research 57 (8): 1054–67.

26.

Geisser

1974. “A Predictive Approach to the Random Effect Model.” Biometrika 61 (1): 101–7.

27.

Girish

V. G

Lee

C. K.

Kim

M. J.

Kim

Y. S.

2020. “Impacts of Perception and Perceived Constraint on the Travel Decision-Making Process during the Hong Kong Protests.” Current Issues in Tourism. Published online September 21. doi.org/10.1080/13683500.2020.1819971.

28.

Gong

Hassink

Tan

Huang

2020. “Regional Resilience in Times of a Pandemic Crisis: The Case of COVID-19 in China.” Tijdschrift Voor Economische En Sociale Geografie 111 (3): 497–512.

29.

Greene

R. R.

2002. Resilience: Theory and Research for Social Work Practice. Washington, DC: NASW Press.

30.

Hair

J. F.

Black

W. C.

Babin

B. J.

Anderson

R. E.

2010. Multivariate Data Analysis. Upper Saddle River, NJ: Prentice Hall.

31.

Hair

J. F.

Hult

G. T. M.

Ringle

Sarstedt

2017. A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM), 2nd ed. Thousand Oaks, CA: Sage.

32.

Hair

J. F

Sarstedt

Ringle

C. M.

Mena

J. A.

2012. “An Assessment of the Use of Partial Least Squares Structural Equation Modeling in Marketing Research.” Journal of the Academy of Marketing Science 40 (3): 414–33.

33.

Hall

C. M.

2003. “Biosecurity and Wine Tourism: Is a Vineyard a Farm?” Journal of Wine Research 14 (2/3): 121–26.

34.

Hall

C. M.

2005. “Biosecurity and Wine Tourism.” Tourism Management 26 (6): 931–38.

35.

Hall

C. M.

2011. “Biosecurity, Tourism and Mobility: Institutional Arrangements for Managing Tourism-Related Biological Invasions.” Journal of Policy Research in Tourism, Leisure and Events 3 (3): 256–80.

36.

Hall

C. M.

2015a. “The Coming Perfect Storm: Medical Tourism as a Biosecurity Issue.” In Handbook on Medical Tourism and Patient Mobility, edited by N.

Lunt

Horsfall

Hanefeld

, 193–204. Cheltenham, UK: Edward Elgar.

37.

Hall

C. M.

2015b. “Tourism and Biological Exchange and Invasions: A Missing Dimension in Sustainable Tourism?” Tourism Recreation Research 40 (1): 81–94.

38.

Hall

C. M.

2020. “Biological Invasion, Biosecurity, Tourism, and Globalisation.” In Handbook of Globalisation and Tourism, edited by D.

Timothy

, 114–25. Cheltenham, UK: Edward Elgar.

39.

Hall

C. M.

James

2011. “Medical Tourism: Emerging Biosecurity and Nosocomial Issues.” Tourism Review 66:118–26.

40.

Hall

C. M.

James

Wilson

2010. “Biodiversity, Biosecurity, and Cruising in the Arctic and Sub-Arctic.” Journal of Heritage Tourism 5 (4): 351–64.

41.

Hall

C. M.

Malinen

Vosslamber

Wordsworth

2016. Business and Post-Disaster Management: Business, Organisational and Consumer Resilience and the Christchurch Earthquakes. New York: Routledge.

42.

Hall

C. M.

Prayag

Amore

2017. Tourism and Resilience: Individual, Organisational and Destination Perspectives. Bristol, UK: Channel View.

43.

Hall

C. M.

Prayag

Fieger

Dyason

2021. “Beyond Panic Buying: Consumption Displacement and COVID-19.” Journal of Service Management 32 (1): 113–28.

44.

Hall

C. M.

Ram

2018. “Walk Score® and Its Potential Contribution to the Study of Active Transport and Walkability: A Critical and Systematic Review.” Transportation Research Part D: Transport and Environment 61:310–24.

45.

Hankonen

2013. “Intervention Theories.” In Encyclopedia of Behavioral Medicine, edited by Gellman

Marc D.

Turner

J. Rick

, 1111–16. New York: Springer.

46.

Haykin

1998. Neural Networks: A Comprehensive Foundation. New York: Macmillan College.

47.

Chen

Pan

Yue

Cheung

Yuan

Zhao

Feng

Zhou

, et al. 2020. “The Development of the ‘COVID-19 Psychological Resilience Model’ and Its Efficacy during the COVID-19 Pandemic in China.” International Journal of Biological Sciences 16 (15): 2828–34.

48.

Heggen

Sandset

T. J.

Engebretsen

2020. “Covid-19 and Sustainable Development Goals.” Bulletin of the World Health Organization 98 (10): 646.

49.

Henseler

Ringle

C. M.

Sarstedt

2014. “A New Criterion for Assessing Discriminant Validity in Variance-Based Structural Equation Modeling.” Journal of the Academy of Marketing Science 43 (1): 115–35.

50.

Hew

J. J.

Leong

L. Y.

Tan

G. W. H.

Lee

V. H.

Ooi

K. B.

2018. “Mobile Social Tourism Shopping: A Dual-Stage Analysis of a Multi-Mediation Model.” Tourism Management 66: 121–39.

51.

Huang

Makridis

Baker

Medeiros

Guo

2020. “Understanding the Impact of COVID-19 Intervention Policies on the Hospitality Labor Market.” International Journal of Hospitality Management 91 (August): 102660.

52.

IBM (International Business Machines). 2020. “Artificial Neural Networks and Multilayer Perceptron.” https://www.ibm.com/support/knowledgecenter/en/SSLVMB_25.0.0/statistics_mainhelp_ddita/spss/base/neural_network_container.html (accessed September 26, 2020).

53.

Ivanov

2020. “Viable Supply Chain Model: Integrating Agility, Resilience and Sustainability Perspectives—Lessons from and Thinking beyond the COVID-19 Pandemic.” Annals of Operations Research. Published online May. https://doi.org/10.1007/s10479-020-03640-6.

54.

Ivanov

S. H.

Webster

Stoilova

Slobodskoy

2020. “Biosecurity, Crisis Management, Automation Technologies and Economic Performance of Travel, Tourism and Hospitality Companies—A Conceptual Framework.” Tourism Economics. Published online August 6. https://doi.org/10.1177/1354816620946541.

55.

Kaim

Jaffe

Siman-Tov

Khairish

Adini

2020. “Impact of a Brief Educational Intervention on Knowledge, Perceived Knowledge, Perceived Safety, and Resilience of the Public during Covid-19 Crisis.” International Journal of Environmental Research and Public Health 17 (16): 1–14.

56.

Keil

Tan

B. C. Y.

Wei

K. K.

Saarinen

Tuunainen

Wassenaar

2000. “A Cross-Cultural Study on Escalation of Commitment Behavior in Software Projects.” MIS Quarterly 24 (2): 299–325.

57.

Khalil

A. T.

Iqrar

Bashir

Ali

Khalil

A. H.

Shinwari

Z. K.

2018. “Preemptive and Proactive Strategies for Food Control and Biosecurity.” In Food Safety and Preservation, edited by Grumezescu

A. M.

Holban

A. M.

, 39–58. London: Academic Press.

58.

Killgore

W. D. S.

Taylor

E. C.

Cloonan

S. A.

Dailey

N. S.

2020. “Psychological Resilience during the COVID-19 Lockdown.” Psychiatry Research 291:113216.

59.

Kim

M. J.

Hall

C. M.

Han

2021a. “Behavioral Influences on Crowdfunding SDG Initiatives: The Importance of Personality and Subjective Well-Being.” Sustainability 13 (7): 3796.

60.

Kim

M. J.

Bonn

Hall

C. M.

2021b. “What Influences COVID-19 Biosecurity Behaviour for Tourism?” Current Issues in Tourism 0 (0): 1–7.

61.

Kim

M. J.

Park

J. Y.

Lee

C. K.

Chung

I. Y.

2017. “The Role of Perceived Ethics in the Decision-Making Process for Responsible Tourism Using an Extended Model of Goal-Directed Behavior.” International Journal of Tourism and Hospitality Research 31 (4): 5–15.

62.

Kim

M. J.

Park

J. Y.

Reisinger

Lee

C. K.

2018. “Predicting Responsible Tourist Behavior: Exploring Pro-social Behavior and Perceptions of Responsible Tourism.” International Journal of Tourism and Hospitality Research 32 (4): 5–20.

63.

Kline

R. B.

2011. Principles and Practice of Structural Equation Modeling, 3rd ed. New York: Guilford.

64.

Kong

Xiangyu

Kong

Fanyang

Zheng

Kailian

Tang

Min

Chen

Zhou

Jiahuan

Diao

Shouxin

Jiao

Piqi

, et al. 2020. “Effect of Psychological–Behavioral Intervention on the Depression and Anxiety of COVID-19 Patients.” Frontiers in Psychiatry 11:586355.

65.

Lee

C. K.

Song

H. J.

Bendle

L. J.

Kim

M. J.

Han

2012. “The Impact of Non-pharmaceutical Interventions for 2009 H1N1 Influenza on Travel Intentions: A Model of Goal-Directed Behavior.” Tourism Management 33 (1): 89–99.

66.

Lee

V. H.

Hew

J. J.

Leong

L. Y.

Tan

G. W. H.

Ooi

K. B.

2020. “Wearable Payment: A Deep Learning-Based Dual-Stage SEM-ANN Analysis.” Expert Systems with Applications 157:113477.

67.

Lindell

M. K.

Whitney

D. J.

2001. “Accounting for Common Method Variance in Cross-Sectional Research Designs.” Journal of Applied Psychology 86 (1): 114–21.

68.

Lock

Rees

C. S.

Heritage

2020. “Development and Validation of a Brief Measure of Psychological Resilience: The State–Trait Assessment of Resilience Scale.” Australian Psychologist 55 (1): 10–25.

69.

Marjolin

Muir

Ramia

Powell

2017. Why Is Financial Stress on the Rise? Financial Resilience in Australia 2016. Sydney, Australia: National Australian Bank.

70.

McElwee

Calvin

Campbell

Cherubini

Grassi

Korotkov

Hoang

A. L.

Lwasa

Nkem

Nkonya

, et al. 2020. “The Impact of Interventions in the Global Land and Agri-Food Sectors on Nature’s Contributions to People and the UN Sustainable Development Goals.” Global Change Biology 26 (9): 4691–721.

71.

Melly

Hanrahan

2021. “Tourism Biosecurity Risk Management and Planning: An International Comparative Analysis and Implications for Ireland.” Tourism Review 76 (1): 88–102.

72.

Messerli

Kim

E. M.

Lutz

Moatti

J. P.

Richardson

Saidam

Smith

Eloundou-Enyegue

Foli

Glassman

, et al. 2019. “Expansion of Sustainability Science Needed for the SDGs.” Nature Sustainability 2 (10): 892–94.

73.

Obregon

Feek

2018. “The Global Alliance for Social and Behaviour Change Building Informed and Engaged Societies.” Journal of Development Communication 29 (1): 142–45.

74.

Pan

S. L.

Zhang

2020. “From Fighting COVID-19 Pandemic to Tackling Sustainable Development Goals: An Opportunity for Responsible Information Systems Research.” International Journal of Information Management 55:102196.

75.

Perks

M. E.

2021. “Self-Isolated but Not Alone: Community Management Work in the Time of a Pandemic.” Leisure Sciences 43 (1/2): 177–83.

76.

Podsakoff

P. M.

MacKenzie

S. B.

Lee

J. Y.

Podsakoff

N. P.

2003. “Common Method Biases in Behavioral Research: A Critical Review of the Literature and Recommended Remedies.” Journal of Applied Psychology 88 (5): 879–903.

77.

Podsakoff

P. M.

Organ

D. W.

1986. “Self-Reports in Organizational Research: Problems and Prospects.” Journal of Management 12 (4): 531–44.

78.

Prentice

Chen

Stantic

2020. “Timed Intervention in COVID-19 and Panic Buying.” Journal of Retailing and Consumer Services 57 (June): 102203.

79.

Preston

C. C.

Colman

A. M.

2000. “Optimal Number of Response Categories in Rating Scales: Reliability, Validity, Discriminating Power, and Respondent Preferences.” Acta Psychologica 104 (1): 1–15.

80.

Qualtrics. 2020. “Research Services: Online Sample (Panels and Samples).” https://www.https//www.qualtrics.com/research-services/online-sample/ (accessed September 28, 2020).

81.

Ramkissoon

2020a. “COVID-19 Place Confinement, Pro-Social, Pro-Environmental Behaviors, and Residents’ Wellbeing: A New Conceptual Framework.” Frontiers in Psychology 11 (September): 2248.

82.

Ramkissoon

2020b. “Perceived Social Impacts of Tourism and Quality-of-Life: A New Conceptual Model.” Journal of Sustainable Tourism 0 (0): 1–17.

83.

Ran

Wang

Kong

Chen

Kuang

2020. “Psychological Resilience, Depression, Anxiety, and Somatization Symptoms in Response to COVID-19: A Study of the General Population in China at the Peak of Its Epidemic.” Social Science & Medicine 262 (July): 113261.

84.

Rasoolimanesh

S. M.

Ramakrishna

Hall

C. M.

Esfandiar

Seyfi

2020. “A Systematic Scoping Review of Sustainable Tourism Indicators in Relation to the Sustainable Development Goals.” Journal of Sustainable Tourism. Published online June 24. https://doi.org/10.1080/09669582.2020.1775621.

85.

Raut

R. D.

Priyadarshinee

Gardas

B. B.

Jha

M. K.

2018. “Analyzing the Factors Influencing Cloud Computing Adoption Using Three Stage Hybrid SEM-ANN-ISM (SEANIS) Approach.” Technological Forecasting and Social Change 134:98–123.

86.

Ringle

C. M

Wende

Becker

J. M.

2015. “SmartPLS 3.3.2.” http://www.smartpls.com.

87.

Ripley

B. D.

1996. Pattern Recognition and Neural Networks. Cambridge, MA: Cambridge University Press.

88.

Shah

S. K.

Miller

F. G.

Darton

T. C.

Duenas

Emerson

Lynch

H. F.

Jamrozik

Jecker

N. S.

Kamuya

Kapulu

, et al. 2020. “Ethics of Controlled Human Infection to Address COVID-19.” Science 368 (6493): 832–34.

89.

Shah

S. K.

Wendler

Danis

2015. “Examining the Ethics of Clinical Use of Unproven Interventions Outside of Clinical Trials during the Ebola Epidemic.” American Journal of Bioethics 15 (4): 11–16.

90.

Smith

Kraaij

, 2020. “Research Note: Trail Runners as Agents of Alien Plant Introduction into Protected Areas.” Journal of Outdoor Recreation and Tourism 31:100315.

91.

SPSS (Statistical Package for the Social Sciences). 2020. Neural Networks 25. New York: IBM.

92.

Stone

1974. “Cross-Validatory Choice and Assessment of Statistical Predictions.” Journal of the Royal Statistical Society: Series B (Methodological) 36 (2): 111–47.

93.

The Lancet Public Health. 2020. “Will the COVID-19 Pandemic Threaten the SDGs?” Lancet Public Health 5 (9): e460.

94.

Thornton

2020. “Covid-19 Pandemic Has Derailed Progress on Sustainable Development Goals, Says WHO.” BMJ (Clinical Research Ed.) 369:m1969.

95.

UN. 2019. “The Sustainable Development Goals Report 2019.” United Nations Publication Issued by the Department of Economic and Social Affairs, 64. https://undocs.org/E/2019/68.

96.

UN. 2020. “The 17 Goals.” https://sdgs.un.org/goals.

97.

UNDP (United Nations Development Programme). 2020. “Sustainable Development Goals.” https://www.undp.org/content/undp/en/home/sustainable-development-goals.html.

98.

US National Travel & Tourism Office. 2020. “Outbound Travel from the U.S.” https://travel.trade.gov/outreachpages/outbound.general_information.outbound_overview.asp.

99.

Vardoulakis

Salmond

Krafft

Morawska

2020. “Urban Environmental Health Interventions towards the Sustainable Development Goals.” Science of the Total Environment 748:141530.

100.

Wickins-Drazilova

Williams

2011. “The Ethics of Evaluating Obesity Intervention Studies on Children.” International Journal of Obesity 35:S24–29.

101.

Woodside

A. G.

2020. “Interventions as Experiments: Connecting the Dots in Forecasting and Overcoming Pandemics, Global Warming, Corruption, Civil Rights Violations, Misogyny, Income Inequality, and Guns.” Journal of Business Research 117:212–18.

102.

Wright

K. B

. 2005. “Researching Internet-Based Populations: Advantages and Disadvantages of Online Survey Research, Online Questionnaire Authoring Software Packages, and Web Survey Services.” Journal of Computer-Mediated Communication 10 (3). https://onlinelibrary.wiley.com/doi/full/10.1111/j.1083-6101.2005.tb00259.x.

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Traveler Biosecurity Behavior during the COVID-19 Pandemic: Effects of Intervention,Resilience,and Sustainable Development Goals

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