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:
Hong Kong Univ Sci & Technol, Div Environm & Sustainabil, Kowloon, Clear Water Bay, Hong Kong 100025, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Kowloon, Clear Water Bay, Hong Kong 100025, Peoples R China
Cuaton, Ginbert Permejo
;
Caluza, Las Johansen Balios
论文数: 0引用数: 0
h-index: 0
机构:
Leyte Normal Univ, Informat Technol & Comp Educ Dept, Tacloban City 6500, Leyte, PhilippinesHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Kowloon, Clear Water Bay, Hong Kong 100025, Peoples R China
Caluza, Las Johansen Balios
;
Neo, Joshua Francisco Vibar
论文数: 0引用数: 0
h-index: 0
机构:
Kings Coll Hosp London, Accid & Emergency Dept, Princess Royal Univ Hosp Site, Farnborough Common BR6 8ND, Kent, EnglandHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Kowloon, Clear Water Bay, Hong Kong 100025, Peoples R China
机构:
Univ Washington St Louis, Olin Business Sch, St Louis, MO USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
Dow, Benjamin J.
;
Johnson, Amber L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maryland, Robert H Smith Sch Business, College Pk, MD 20742 USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
Johnson, Amber L.
;
Wang, Cynthia S.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dispute Resolut Res Ctr, Kellogg Sch Management, Evanston, IL 60208 USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
Wang, Cynthia S.
;
Whitson, Jennifer
论文数: 0引用数: 0
h-index: 0
机构:
UCLA Anderson Sch Management, Los Angeles, CA USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
Whitson, Jennifer
;
Menon, Tanya
论文数: 0引用数: 0
h-index: 0
机构:
Ohio State Univ, Fisher Coll Business, Columbus, OH 43210 USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
机构:
Hong Kong Univ Sci & Technol, Div Environm & Sustainabil, Kowloon, Clear Water Bay, Hong Kong 100025, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Kowloon, Clear Water Bay, Hong Kong 100025, Peoples R China
Cuaton, Ginbert Permejo
;
Caluza, Las Johansen Balios
论文数: 0引用数: 0
h-index: 0
机构:
Leyte Normal Univ, Informat Technol & Comp Educ Dept, Tacloban City 6500, Leyte, PhilippinesHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Kowloon, Clear Water Bay, Hong Kong 100025, Peoples R China
Caluza, Las Johansen Balios
;
Neo, Joshua Francisco Vibar
论文数: 0引用数: 0
h-index: 0
机构:
Kings Coll Hosp London, Accid & Emergency Dept, Princess Royal Univ Hosp Site, Farnborough Common BR6 8ND, Kent, EnglandHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Kowloon, Clear Water Bay, Hong Kong 100025, Peoples R China
机构:
Univ Washington St Louis, Olin Business Sch, St Louis, MO USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
Dow, Benjamin J.
;
Johnson, Amber L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maryland, Robert H Smith Sch Business, College Pk, MD 20742 USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
Johnson, Amber L.
;
Wang, Cynthia S.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dispute Resolut Res Ctr, Kellogg Sch Management, Evanston, IL 60208 USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
Wang, Cynthia S.
;
Whitson, Jennifer
论文数: 0引用数: 0
h-index: 0
机构:
UCLA Anderson Sch Management, Los Angeles, CA USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA
Whitson, Jennifer
;
Menon, Tanya
论文数: 0引用数: 0
h-index: 0
机构:
Ohio State Univ, Fisher Coll Business, Columbus, OH 43210 USAUniv Washington St Louis, Olin Business Sch, St Louis, MO USA