Skip to main content
Top
Published in: BMC Public Health 1/2024

Open Access 01-12-2024 | COVID-19 | Research

Social media heterogeneity and preventive behaviours during the COVID-19 outbreak: a survey on online shopping

Authors: Hu Xue, Xiaoning Li, Yuye Yang, Ying Liu, Xianhui Geng

Published in: BMC Public Health | Issue 1/2024

Login to get access

Abstract

Background

Residents’ adoption of preventive behaviours proved beneficial in preventing the large-scale transmission of the virus during the early stages of the COVID-19 outbreak. It is critical to investigate how social media triggers residents' preventive behaviour decisions during the COVID-19 outbreak.

Methods

This paper selected online shopping as a specific preventive behaviour for empirical investigation. An online cross-sectional survey was conducted through the Sojump website from 1 to 15 March 2020, and a total of 1,289 valid questionnaires were collected from China. This paper uses multiple regression analysis to investigate the heterogeneous impacts of different information sources on residents' online shopping willingness and online shopping behaviour and the heterogeneous impacts of different information content in social media on the transformation of residents' online shopping willingness and online shopping behaviour.

Results

The findings indicate that both official-media and self-media positively promote residents' online shopping willingness and behaviour, with official-media having a stronger promotional effect than self-media. Furthermore, official-media and self-media can collaboratively promote residents' online shopping willingness and online shopping behaviour. The ease-of-use and usefulness of information significantly promoted the transformation of residents' online shopping willingness.

Conclusions

This study analyses the heterogeneous impacts of social media on residents' preventive behaviours from the perspectives of information source differentiation and information content differentiation, which enriches related studies and provides feasible paths for promoting residents' preventive behaviours.
Appendix
Available only for authorised users
Literature
1.
go back to reference Ludolph R, Schulz PJ, Chen L. Investigating the effects of mass media exposure on the uptake of preventive measures by Hong Kong residents during the 2015 MERS outbreak: the mediating role of interpersonal communication and the perception of concern. J Health Commun. 2018;23(1):1–8.PubMedCrossRef Ludolph R, Schulz PJ, Chen L. Investigating the effects of mass media exposure on the uptake of preventive measures by Hong Kong residents during the 2015 MERS outbreak: the mediating role of interpersonal communication and the perception of concern. J Health Commun. 2018;23(1):1–8.PubMedCrossRef
2.
go back to reference Rogers RW. Cognitive and physiological processes in fear appeals and attitude change: a revised theory of protection motivation. In: Cacioppo JT, Petty RE, editors. Social Psychophysiology: a Sourcebook. New York: Guilford Press; 1983. Rogers RW. Cognitive and physiological processes in fear appeals and attitude change: a revised theory of protection motivation. In: Cacioppo JT, Petty RE, editors. Social Psychophysiology: a Sourcebook. New York: Guilford Press; 1983.
3.
go back to reference Wei J, Bing B, Liang L. Estimating the diffusion models of crisis information in micro blog. J Inform. 2012;6:600–10.CrossRef Wei J, Bing B, Liang L. Estimating the diffusion models of crisis information in micro blog. J Inform. 2012;6:600–10.CrossRef
4.
go back to reference Zhang Q, Yang J, Niu T, Wen K, Hong X, Wu Y, Wang M. Analysis of the evolving factors of social media users’ emotions and behaviors: a longitudinal study from China’s COVID-19 opening policy period. BMC Public Health. 2023;23:2230.PubMedPubMedCentralCrossRef Zhang Q, Yang J, Niu T, Wen K, Hong X, Wu Y, Wang M. Analysis of the evolving factors of social media users’ emotions and behaviors: a longitudinal study from China’s COVID-19 opening policy period. BMC Public Health. 2023;23:2230.PubMedPubMedCentralCrossRef
5.
go back to reference Burnasheva R, Suh YG. The influence of social media usage, self-image congruity and self-esteem on conspicuous online consumption among millennials. Asia Pac J Market Lo. 2021;33(5):1255–69.CrossRef Burnasheva R, Suh YG. The influence of social media usage, self-image congruity and self-esteem on conspicuous online consumption among millennials. Asia Pac J Market Lo. 2021;33(5):1255–69.CrossRef
6.
go back to reference Vong S, O’leary M, Feng Z. Early response to the emergence of influenza A(H7N9) virus in humans in China: the central role of prompt information sharing and public communication. Bull World Health Organ. 2014;92(4):303–8.PubMedCrossRef Vong S, O’leary M, Feng Z. Early response to the emergence of influenza A(H7N9) virus in humans in China: the central role of prompt information sharing and public communication. Bull World Health Organ. 2014;92(4):303–8.PubMedCrossRef
7.
go back to reference Ning L, Niu J, Bi X, Yang C, Liu Z, Wu Q, Ning N, Liang LB, Liu AS, Hao YH, Gao LJ, Liu CJ. The impacts of knowledge, risk perception, emotion and information on citizens’ protective behaviors during the outbreak of COVID-19: a cross-sectional study in China. BMC Public Health. 2020;20:1751.PubMedPubMedCentralCrossRef Ning L, Niu J, Bi X, Yang C, Liu Z, Wu Q, Ning N, Liang LB, Liu AS, Hao YH, Gao LJ, Liu CJ. The impacts of knowledge, risk perception, emotion and information on citizens’ protective behaviors during the outbreak of COVID-19: a cross-sectional study in China. BMC Public Health. 2020;20:1751.PubMedPubMedCentralCrossRef
8.
go back to reference Zhang X, Du L, Huang Y, Luo X, Wang F. COVID-19 information seeking and individuals’ protective behaviors: examining the role of information sources and information content. BMC Public Health. 2024;24:316.PubMedPubMedCentralCrossRef Zhang X, Du L, Huang Y, Luo X, Wang F. COVID-19 information seeking and individuals’ protective behaviors: examining the role of information sources and information content. BMC Public Health. 2024;24:316.PubMedPubMedCentralCrossRef
9.
go back to reference Shropshire J, Warkentin M, Sharma S. Personality, attitudes, and intentions: predicting initial adoption of information security behavior. Comput Secur. 2015;49(3):177–91.CrossRef Shropshire J, Warkentin M, Sharma S. Personality, attitudes, and intentions: predicting initial adoption of information security behavior. Comput Secur. 2015;49(3):177–91.CrossRef
10.
11.
go back to reference Liu H, Wang L, Koehler MJ. Exploring the intention-behavior gap in the technology acceptance model: a mixed-methods study in the context of foreign-language teaching in China. Brit J Educ Technol. 2019;50(5):2536–56.CrossRef Liu H, Wang L, Koehler MJ. Exploring the intention-behavior gap in the technology acceptance model: a mixed-methods study in the context of foreign-language teaching in China. Brit J Educ Technol. 2019;50(5):2536–56.CrossRef
12.
go back to reference Troise C, O’Driscoll A, Tani M, Prisco A. Online food delivery services and behavioural intention-a test of an integrated TAM and TPB framework. Brit Food J. 2020;123(2):664–83.CrossRef Troise C, O’Driscoll A, Tani M, Prisco A. Online food delivery services and behavioural intention-a test of an integrated TAM and TPB framework. Brit Food J. 2020;123(2):664–83.CrossRef
13.
go back to reference Kim NL, Im H. Do liberals want curbside pickup more than conservatives? Contactless shopping as protectionary action against the COVID-19 pandemic. Int J Consum Stud. 2022;46:589–600.PubMedCrossRef Kim NL, Im H. Do liberals want curbside pickup more than conservatives? Contactless shopping as protectionary action against the COVID-19 pandemic. Int J Consum Stud. 2022;46:589–600.PubMedCrossRef
14.
go back to reference Chang HH, Meyerhoefer CD. COVID-19 and the demand for online food purchase services: empirical evidence from Taiwan. Am J Agr Econ. 2020;103:448–65.CrossRef Chang HH, Meyerhoefer CD. COVID-19 and the demand for online food purchase services: empirical evidence from Taiwan. Am J Agr Econ. 2020;103:448–65.CrossRef
16.
go back to reference Davis FD. Perceived usefulness, perceived ease-of-use, and user acceptance of information technology. Mis Quart. 1989;13(3):319–40.CrossRef Davis FD. Perceived usefulness, perceived ease-of-use, and user acceptance of information technology. Mis Quart. 1989;13(3):319–40.CrossRef
17.
go back to reference Taherdoost H. A review of technology acceptance and adoption models and theories. Procedia Manuf. 2018;22:960–7.CrossRef Taherdoost H. A review of technology acceptance and adoption models and theories. Procedia Manuf. 2018;22:960–7.CrossRef
18.
go back to reference Wang L, Wang Z, Wang X, Zhao Y. Explaining consumer implementation intentions in mobile shopping with SEM and fsQCAs: Roles of visual and technical perceptions. Electron Commer Res Appl. 2021;3:101080.CrossRef Wang L, Wang Z, Wang X, Zhao Y. Explaining consumer implementation intentions in mobile shopping with SEM and fsQCAs: Roles of visual and technical perceptions. Electron Commer Res Appl. 2021;3:101080.CrossRef
19.
go back to reference Wu JJ, Song SG. Older adults’ online shopping continuance intentions: applying the technology acceptance model and the theory of planned behavior. Int J Hum-Comput Int. 2021;37(10):938–48. Wu JJ, Song SG. Older adults’ online shopping continuance intentions: applying the technology acceptance model and the theory of planned behavior. Int J Hum-Comput Int. 2021;37(10):938–48.
20.
go back to reference Brewer P, Sebby AG. The effect of online restaurant menus on consumers’ purchase intentions during the COVID-19 pandemic. Int J Hosp Manag. 2021;94:102777.PubMedPubMedCentralCrossRef Brewer P, Sebby AG. The effect of online restaurant menus on consumers’ purchase intentions during the COVID-19 pandemic. Int J Hosp Manag. 2021;94:102777.PubMedPubMedCentralCrossRef
21.
go back to reference Hong CM, Choi H, Choi EK, Joung HW. Factors affecting customer intention to use online food delivery services before and during the COVID-19 pandemic. Int J Hosp Manag. 2021;48:509–18. Hong CM, Choi H, Choi EK, Joung HW. Factors affecting customer intention to use online food delivery services before and during the COVID-19 pandemic. Int J Hosp Manag. 2021;48:509–18.
22.
go back to reference Wu J, Du H. Toward a better understanding of behavioral intention and system usage constructs. Eur J Inform Syst. 2012;21(6):680–98.CrossRef Wu J, Du H. Toward a better understanding of behavioral intention and system usage constructs. Eur J Inform Syst. 2012;21(6):680–98.CrossRef
23.
go back to reference Driediger F, Bhatiasevi V. Online grocery shopping in Thailand: Consumer acceptance and usage behavior. J Retail Consum Serv. 2019;48(5):224–37.CrossRef Driediger F, Bhatiasevi V. Online grocery shopping in Thailand: Consumer acceptance and usage behavior. J Retail Consum Serv. 2019;48(5):224–37.CrossRef
24.
go back to reference You Z, Zhan W, Zhang F. Online information acquisition affects food risk prevention behaviours: the roles of topic concern, information credibility and risk perception. BMC Public Health. 2023;23:1899.PubMedPubMedCentralCrossRef You Z, Zhan W, Zhang F. Online information acquisition affects food risk prevention behaviours: the roles of topic concern, information credibility and risk perception. BMC Public Health. 2023;23:1899.PubMedPubMedCentralCrossRef
26.
go back to reference Heydari ST, Zarei L, Sadati AK. N, Akbari M, Mehralian G, Lankarani KB. The effect of risk communication on preventive and protective Behaviours during the COVID-19 outbreak: mediating role of risk perception. BMC Public Health. 2021;21:54.PubMedPubMedCentralCrossRef Heydari ST, Zarei L, Sadati AK. N, Akbari M, Mehralian G, Lankarani KB. The effect of risk communication on preventive and protective Behaviours during the COVID-19 outbreak: mediating role of risk perception. BMC Public Health. 2021;21:54.PubMedPubMedCentralCrossRef
27.
go back to reference Liu L, Chang A, Liu M, Ye J, Jiao W, Ao S, Hu W, Xu K, Zhao X. Effect of information encountering on healthy eating-mediated through body comparison and moderated by body mass index or body satisfaction. BMC Public Health. 2023;23(1):254.PubMedPubMedCentralCrossRef Liu L, Chang A, Liu M, Ye J, Jiao W, Ao S, Hu W, Xu K, Zhao X. Effect of information encountering on healthy eating-mediated through body comparison and moderated by body mass index or body satisfaction. BMC Public Health. 2023;23(1):254.PubMedPubMedCentralCrossRef
28.
go back to reference Srensen K, Broucke SVD, Fullam J, Doyle G, Pelikan J, Slonska Z, Brand H. Health literacy and public health: a systematic review and integration of definitions and models. BMC Public Health. 2012;12(1):1–13. Srensen K, Broucke SVD, Fullam J, Doyle G, Pelikan J, Slonska Z, Brand H. Health literacy and public health: a systematic review and integration of definitions and models. BMC Public Health. 2012;12(1):1–13.
29.
go back to reference Kim H, Hong H. Predicting information behaviors in the COVID-19 pandemic: integrating the role of emotions and subjective norms into the situational theory of problem solving (STOPS) framework. Health Commun. 2021;37(13):1640–9.PubMedCrossRef Kim H, Hong H. Predicting information behaviors in the COVID-19 pandemic: integrating the role of emotions and subjective norms into the situational theory of problem solving (STOPS) framework. Health Commun. 2021;37(13):1640–9.PubMedCrossRef
30.
go back to reference Tang ZY, Miller AS, Zhou ZY, Warkentin M. Does government social media promote users’ information security behavior towards COVID-19 scams? Cultivation effects and protective motivations. Gov Inform Q. 2021;38(2):101572.CrossRef Tang ZY, Miller AS, Zhou ZY, Warkentin M. Does government social media promote users’ information security behavior towards COVID-19 scams? Cultivation effects and protective motivations. Gov Inform Q. 2021;38(2):101572.CrossRef
31.
go back to reference Qazi A, Qazi J, Naseer K, et al. Analyzing situational awareness through public opinion to predict adoption of social distancing amid pandemic COVID-19. J Med Virol. 2020;92(7):849–55.PubMedPubMedCentralCrossRef Qazi A, Qazi J, Naseer K, et al. Analyzing situational awareness through public opinion to predict adoption of social distancing amid pandemic COVID-19. J Med Virol. 2020;92(7):849–55.PubMedPubMedCentralCrossRef
32.
go back to reference Liu M, Xue J, Liu Y. The mechanism leads to successful clickbait promotion in WeChat social media platforms. Asia Pac J Market Lo. 2021;33(9):1952–73.CrossRef Liu M, Xue J, Liu Y. The mechanism leads to successful clickbait promotion in WeChat social media platforms. Asia Pac J Market Lo. 2021;33(9):1952–73.CrossRef
33.
go back to reference Trumbo CW, Mccomas KA. The function of credibility in information processing for risk perception. Risk Anal. 2003;23:343–53.PubMedCrossRef Trumbo CW, Mccomas KA. The function of credibility in information processing for risk perception. Risk Anal. 2003;23:343–53.PubMedCrossRef
34.
go back to reference Gladwin CH, Gladwin H, Peacock WG. Modeling hurricane evacuation decisions with ethnographic methods. Int J Mass Emerg Disast. 2001;19:117–43.CrossRef Gladwin CH, Gladwin H, Peacock WG. Modeling hurricane evacuation decisions with ethnographic methods. Int J Mass Emerg Disast. 2001;19:117–43.CrossRef
35.
go back to reference Li PP, Zhong FQ, Zhou QR. Communication mechanisms and implications of the COVID-19 risk event in Chinese online communities. Front Public Health. 2022;10:809144.CrossRef Li PP, Zhong FQ, Zhou QR. Communication mechanisms and implications of the COVID-19 risk event in Chinese online communities. Front Public Health. 2022;10:809144.CrossRef
36.
go back to reference Toshkov D, Carroll B, Yesilkagit K. Government capacity, societal trust or party preferences: what accounts for the variety of national policy responses to the COVID-19 pandemic in Europe? J Eur Public Policy. 2021;29(7):1009–28.CrossRef Toshkov D, Carroll B, Yesilkagit K. Government capacity, societal trust or party preferences: what accounts for the variety of national policy responses to the COVID-19 pandemic in Europe? J Eur Public Policy. 2021;29(7):1009–28.CrossRef
37.
go back to reference Pedrosa AL, Bitencourt L, Fróes ACF, Cazumbá MLB, Campos RGB, Brito SBCS, Simões SAC. Emotional, behavioral, and psychological impact of the COVID-19 pandemic. Front Psychol. 2020;11:566212.PubMedPubMedCentralCrossRef Pedrosa AL, Bitencourt L, Fróes ACF, Cazumbá MLB, Campos RGB, Brito SBCS, Simões SAC. Emotional, behavioral, and psychological impact of the COVID-19 pandemic. Front Psychol. 2020;11:566212.PubMedPubMedCentralCrossRef
38.
go back to reference Depoux A, Martin S, Karafillakis E, Preet R, Wilder-Smith A, Larson H. The pandemic of social media panic travels faster than the COVID-19 outbreak. J Travel Med. 2020;27:taaa031.PubMedCrossRef Depoux A, Martin S, Karafillakis E, Preet R, Wilder-Smith A, Larson H. The pandemic of social media panic travels faster than the COVID-19 outbreak. J Travel Med. 2020;27:taaa031.PubMedCrossRef
39.
go back to reference Xue J, Liu M. Investigating the live streaming sales from the perspective of the ecosystem: the structures, processes, and value flow. Asia Pac J Market Lo. 2023;35(5):1157–86.CrossRef Xue J, Liu M. Investigating the live streaming sales from the perspective of the ecosystem: the structures, processes, and value flow. Asia Pac J Market Lo. 2023;35(5):1157–86.CrossRef
40.
go back to reference Rodrigues LF, Oliveira A, Costa CJ. Does ease-of-use contribute to the perception of enjoyment? A case of gamification in e-banking. Comput Hum Behav. 2016;61:114–26.CrossRef Rodrigues LF, Oliveira A, Costa CJ. Does ease-of-use contribute to the perception of enjoyment? A case of gamification in e-banking. Comput Hum Behav. 2016;61:114–26.CrossRef
41.
go back to reference Oh SS, Kim K, Kim M, Oh J, Chu SH, Choi J. Measurement of digital literacy among older adults: systematic review. J Med Internet Res. 2021;23(2):e26145.PubMedPubMedCentralCrossRef Oh SS, Kim K, Kim M, Oh J, Chu SH, Choi J. Measurement of digital literacy among older adults: systematic review. J Med Internet Res. 2021;23(2):e26145.PubMedPubMedCentralCrossRef
43.
go back to reference Lian JW, Yen DC. Online shopping drivers and barriers for older adults: age and gender differences. Comput Hum Behav. 2014;37:133–43.CrossRef Lian JW, Yen DC. Online shopping drivers and barriers for older adults: age and gender differences. Comput Hum Behav. 2014;37:133–43.CrossRef
44.
go back to reference Li J, Hallsworth AG, Coca-Stefaniak JA. Changing grocery shopping behaviours among Chinese consumers at the outset of the COVID-19 outbreak. Tijdschr Econ Soc Ge. 2020;111(3):574–83.CrossRef Li J, Hallsworth AG, Coca-Stefaniak JA. Changing grocery shopping behaviours among Chinese consumers at the outset of the COVID-19 outbreak. Tijdschr Econ Soc Ge. 2020;111(3):574–83.CrossRef
45.
go back to reference Erjavec J, Manfreda A. Online shopping adoption during COVID-19 and social isolation: Extending the UTAUT model with herd behavior. J Retail Consum Serv. 2022;65(3):102867.CrossRef Erjavec J, Manfreda A. Online shopping adoption during COVID-19 and social isolation: Extending the UTAUT model with herd behavior. J Retail Consum Serv. 2022;65(3):102867.CrossRef
46.
go back to reference Liu Y, Liu M, Pérez A, Chan W, Collado J, Mo Z. The importance of knowledge and trust for ethical fashion consumption. Asia Pac J Market Lo. 2021;33(5):1175–94.CrossRef Liu Y, Liu M, Pérez A, Chan W, Collado J, Mo Z. The importance of knowledge and trust for ethical fashion consumption. Asia Pac J Market Lo. 2021;33(5):1175–94.CrossRef
47.
go back to reference De Backer C, Teunissen L, Cuykx I, Decorte P, Pabian S, Gerritsen S, Matthys C, Al Sabbah H, Van Royen K. The Corona Cooking Survey Study Group An Evaluation of the COVID-19 Pandemic and Perceived Social Distancing Policies in Relation to Planning, Selecting, and Preparing Healthy Meals: an Observational Study in 38 Countries Worldwide. Front Nutr. 2021;7:621726.PubMedPubMedCentralCrossRef De Backer C, Teunissen L, Cuykx I, Decorte P, Pabian S, Gerritsen S, Matthys C, Al Sabbah H, Van Royen K. The Corona Cooking Survey Study Group An Evaluation of the COVID-19 Pandemic and Perceived Social Distancing Policies in Relation to Planning, Selecting, and Preparing Healthy Meals: an Observational Study in 38 Countries Worldwide. Front Nutr. 2021;7:621726.PubMedPubMedCentralCrossRef
48.
go back to reference Hao N, Wang HH, Zhou Q. The impact of online grocery shopping on stockpile behavior in Covid-19. China Agric Econ Rev. 2020;12:459–70.CrossRef Hao N, Wang HH, Zhou Q. The impact of online grocery shopping on stockpile behavior in Covid-19. China Agric Econ Rev. 2020;12:459–70.CrossRef
49.
go back to reference Tran LTT. Managing the effectiveness of e-commerce platforms in a pandemic. J Retail Consum Serv. 2021;58:102287.CrossRef Tran LTT. Managing the effectiveness of e-commerce platforms in a pandemic. J Retail Consum Serv. 2021;58:102287.CrossRef
50.
go back to reference Triandis HC. Values, attitudes, and interpersonal behavior. Nebr Symp Motiv. 1980;27:195–259.PubMed Triandis HC. Values, attitudes, and interpersonal behavior. Nebr Symp Motiv. 1980;27:195–259.PubMed
51.
go back to reference Li JB, Zhang R, Wang LX, Dou K. Chinese public’s panic buying at the beginning of COVID-19 outbreak: the contribution of perceived risk, social media use, and connection with close others. Curr Psychol. 2022;41:8157–66.PubMedCrossRef Li JB, Zhang R, Wang LX, Dou K. Chinese public’s panic buying at the beginning of COVID-19 outbreak: the contribution of perceived risk, social media use, and connection with close others. Curr Psychol. 2022;41:8157–66.PubMedCrossRef
52.
go back to reference Granderath JS, Sondermann C, Martin A, Merkt M. Actual and perceived knowledge about COVID-19: the role of information behavior in media. Front Psychol. 2021;12:778886.PubMedPubMedCentralCrossRef Granderath JS, Sondermann C, Martin A, Merkt M. Actual and perceived knowledge about COVID-19: the role of information behavior in media. Front Psychol. 2021;12:778886.PubMedPubMedCentralCrossRef
53.
go back to reference Pennycook G, Mcphetres J, Zhang Y, Lu JG, Rand DG. Fighting COVID-19 misinformation on social media: experimental evidence for a scalable accuracy-nudge intervention. Psychol Sci. 2020;31(7):770–80.PubMedCrossRef Pennycook G, Mcphetres J, Zhang Y, Lu JG, Rand DG. Fighting COVID-19 misinformation on social media: experimental evidence for a scalable accuracy-nudge intervention. Psychol Sci. 2020;31(7):770–80.PubMedCrossRef
54.
go back to reference Zhang L, Chen H, Li K. Effective risk communication for public health emergency: reflection on the COVID-19 (2019-nCoV) outbreak in Wuhan. China Healthcare. 2020;8:64–77.PubMedCrossRef Zhang L, Chen H, Li K. Effective risk communication for public health emergency: reflection on the COVID-19 (2019-nCoV) outbreak in Wuhan. China Healthcare. 2020;8:64–77.PubMedCrossRef
55.
go back to reference Atuheirwe M, Otim R, Male KJ, Ahimbisibwe S, Sackey JD, Sande OJ. Misinformation, knowledge and COVID-19 vaccine acceptance: a cross-sectional study among health care workers and the general population in Kampala. Uganda BMC Public Health. 2024;24:203.PubMedCrossRef Atuheirwe M, Otim R, Male KJ, Ahimbisibwe S, Sackey JD, Sande OJ. Misinformation, knowledge and COVID-19 vaccine acceptance: a cross-sectional study among health care workers and the general population in Kampala. Uganda BMC Public Health. 2024;24:203.PubMedCrossRef
56.
go back to reference Lee J, Choi Y. Informed public against false rumor in the social media era: focusing on social media dependency. Telemat Inform. 2018;35(5):1071–81.PubMedCrossRef Lee J, Choi Y. Informed public against false rumor in the social media era: focusing on social media dependency. Telemat Inform. 2018;35(5):1071–81.PubMedCrossRef
Metadata
Title
Social media heterogeneity and preventive behaviours during the COVID-19 outbreak: a survey on online shopping
Authors
Hu Xue
Xiaoning Li
Yuye Yang
Ying Liu
Xianhui Geng
Publication date
01-12-2024
Publisher
BioMed Central
Keyword
COVID-19
Published in
BMC Public Health / Issue 1/2024
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-024-18253-y

Other articles of this Issue 1/2024

BMC Public Health 1/2024 Go to the issue