social bot;
public opinion manipulation;
social network;
COVID-19;
Latent Dirichlet Allocation;
natural language processing;
human-machine communication;
Botometer;
Wuhan lab;
China;
D O I:
10.3390/ijerph192416376
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Social media is not only an essential platform for the dissemination of public health-related information, but also an important channel for people to communicate during the COVID-19 pandemic. However, social bots can interfere with the social media topics that humans follow. We analyzed and visualized Twitter data during the prevalence of the Wuhan lab leak theory and discovered that 29% of the accounts participating in the discussion were social bots. We found evidence that social bots play an essential mediating role in communication networks. Although human accounts have a more direct influence on the information diffusion network, social bots have a more indirect influence. Unverified social bot accounts retweet more, and through multiple levels of diffusion, humans are vulnerable to messages manipulated by bots, driving the spread of unverified messages across social media. These findings show that limiting the use of social bots might be an effective method to minimize the spread of conspiracy theories and hate speech online.
机构:
Nanchang Univ, Sch Publ Adm, Nanchang, Jiangxi, Peoples R China
Hong Kong Baptist Univ, Sch Commun, Hong Kong, Peoples R ChinaNanchang Univ, Sch Publ Adm, Nanchang, Jiangxi, Peoples R China
Huang, Qiongyao
Jin, Jie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Coll Journalism & Commun, Gainesville, FL 32611 USANanchang Univ, Sch Publ Adm, Nanchang, Jiangxi, Peoples R China
Jin, Jie
Lynn, Benjamin J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Coll Journalism & Commun, Gainesville, FL 32611 USANanchang Univ, Sch Publ Adm, Nanchang, Jiangxi, Peoples R China
Lynn, Benjamin J.
Men, Linjuan Rita
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Coll Journalism & Commun, Gainesville, FL 32611 USANanchang Univ, Sch Publ Adm, Nanchang, Jiangxi, Peoples R China
机构:
Univ New Mexico, UNM Ctr Adv Spatial Informat Res & Educ ASPIRE, Dept Geog & Environm Studies, MSC 01 1110,1 Univ New Mexico, Albuquerque, NM 87131 USAUniv New Mexico, UNM Ctr Adv Spatial Informat Res & Educ ASPIRE, Dept Geog & Environm Studies, MSC 01 1110,1 Univ New Mexico, Albuquerque, NM 87131 USA
Gong, Xi
Peng, Shuyang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Sch Publ Affairs, Denver, CO 80202 USAUniv New Mexico, UNM Ctr Adv Spatial Informat Res & Educ ASPIRE, Dept Geog & Environm Studies, MSC 01 1110,1 Univ New Mexico, Albuquerque, NM 87131 USA
Peng, Shuyang
Lu, Yujian
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, UNM Ctr Adv Spatial Informat Res & Educ ASPIRE, Dept Geog & Environm Studies, MSC 01 1110,1 Univ New Mexico, Albuquerque, NM 87131 USAUniv New Mexico, UNM Ctr Adv Spatial Informat Res & Educ ASPIRE, Dept Geog & Environm Studies, MSC 01 1110,1 Univ New Mexico, Albuquerque, NM 87131 USA
Lu, Yujian
Wang, Shaohua
论文数: 0引用数: 0
h-index: 0
机构:
Int Res Ctr Big Data Sustainable Dev Goals, Beijing, Peoples R ChinaUniv New Mexico, UNM Ctr Adv Spatial Informat Res & Educ ASPIRE, Dept Geog & Environm Studies, MSC 01 1110,1 Univ New Mexico, Albuquerque, NM 87131 USA
Wang, Shaohua
Huang, Xiao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arkansas, Dept Geosci, Fayetteville, AR 72701 USAUniv New Mexico, UNM Ctr Adv Spatial Informat Res & Educ ASPIRE, Dept Geog & Environm Studies, MSC 01 1110,1 Univ New Mexico, Albuquerque, NM 87131 USA
Huang, Xiao
Ye, Xinyue
论文数: 0引用数: 0
h-index: 0
机构:
Texas A&M Univ, Dept Landscape Architecture & Urban Planning, College Stn, TX USAUniv New Mexico, UNM Ctr Adv Spatial Informat Res & Educ ASPIRE, Dept Geog & Environm Studies, MSC 01 1110,1 Univ New Mexico, Albuquerque, NM 87131 USA
机构:
Hamad Bin Khalifa Univ, Coll Sci & Engn, Al Luqta St Ar Rayyan Doha, Doha 34110, QatarHamad Bin Khalifa Univ, Coll Sci & Engn, Al Luqta St Ar Rayyan Doha, Doha 34110, Qatar
Shah, Uzair
Biswas, Md Rafiul
论文数: 0引用数: 0
h-index: 0
机构:
Hamad Bin Khalifa Univ, Coll Sci & Engn, Al Luqta St Ar Rayyan Doha, Doha 34110, QatarHamad Bin Khalifa Univ, Coll Sci & Engn, Al Luqta St Ar Rayyan Doha, Doha 34110, Qatar