Competition for popularity and interventions on a Chinese microblogging site

Microblogging sites are important vehicles for the users to obtain information and shape public opinion thus they are arenas of continuous competition for popularity. Most popular topics are usually indicated on ranking lists. In this study, we investigate the public attention dynamics through the H...

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Published inPloS one Vol. 18; no. 5; p. e0286093
Main Authors Cui, Hao, Kertész, János
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 23.05.2023
Public Library of Science (PLoS)
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Abstract Microblogging sites are important vehicles for the users to obtain information and shape public opinion thus they are arenas of continuous competition for popularity. Most popular topics are usually indicated on ranking lists. In this study, we investigate the public attention dynamics through the Hot Search List (HSL) of the Chinese microblog Sina Weibo, where trending hashtags are ranked based on a multi-dimensional search volume index. We characterize the rank dynamics by the time spent by hashtags on the list, the time of the day they appear there, the rank diversity, and by the ranking trajectories. We show how the circadian rhythm affects the popularity of hashtags, and observe categories of their rank trajectories by a machine learning clustering algorithm. By analyzing patterns of ranking dynamics using various measures, we identify anomalies that are likely to result from the platform provider's intervention into the ranking, including the anchoring of hashtags to certain ranks on the HSL. We propose a simple model of ranking that explains the mechanism of this anchoring effect. We found an over-representation of hashtags related to international politics at 3 out of 4 anchoring ranks on the HSL, indicating possible manipulations of public opinion.
AbstractList Microblogging sites are important vehicles for the users to obtain information and shape public opinion thus they are arenas of continuous competition for popularity. Most popular topics are usually indicated on ranking lists. In this study, we investigate the public attention dynamics through the Hot Search List (HSL) of the Chinese microblog Sina Weibo, where trending hashtags are ranked based on a multi-dimensional search volume index. We characterize the rank dynamics by the time spent by hashtags on the list, the time of the day they appear there, the rank diversity, and by the ranking trajectories. We show how the circadian rhythm affects the popularity of hashtags, and observe categories of their rank trajectories by a machine learning clustering algorithm. By analyzing patterns of ranking dynamics using various measures, we identify anomalies that are likely to result from the platform provider’s intervention into the ranking, including the anchoring of hashtags to certain ranks on the HSL. We propose a simple model of ranking that explains the mechanism of this anchoring effect. We found an over-representation of hashtags related to international politics at 3 out of 4 anchoring ranks on the HSL, indicating possible manipulations of public opinion.
Audience Academic
Author Kertész, János
Cui, Hao
AuthorAffiliation University of Edinburgh, UNITED KINGDOM
Department of Network and Data Science, Central European University, Vienna, Austria
AuthorAffiliation_xml – name: Department of Network and Data Science, Central European University, Vienna, Austria
– name: University of Edinburgh, UNITED KINGDOM
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  givenname: Hao
  surname: Cui
  fullname: Cui, Hao
  organization: Department of Network and Data Science, Central European University, Vienna, Austria
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  orcidid: 0000-0003-4957-5406
  surname: Kertész
  fullname: Kertész, János
  organization: Department of Network and Data Science, Central European University, Vienna, Austria
BackLink https://www.ncbi.nlm.nih.gov/pubmed/37220108$$D View this record in MEDLINE/PubMed
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Copyright Copyright: © 2023 Cui, Kertész. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
COPYRIGHT 2023 Public Library of Science
2023 Cui, Kertész. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2023 Cui, Kertész 2023 Cui, Kertész
2023 Cui, Kertész. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: Copyright: © 2023 Cui, Kertész. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
– notice: COPYRIGHT 2023 Public Library of Science
– notice: 2023 Cui, Kertész. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2023 Cui, Kertész 2023 Cui, Kertész
– notice: 2023 Cui, Kertész. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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License Copyright: © 2023 Cui, Kertész. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
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Competing Interests: The authors have declared that no competing interests exist.
Current address: Geary Institute for Public Policy, University College Dublin, Dublin, Ireland
Current address: School of Sociology, University College Dublin, Dublin, Ireland
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Snippet Microblogging sites are important vehicles for the users to obtain information and shape public opinion thus they are arenas of continuous competition for...
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SubjectTerms Algorithms
Analysis
Anomalies
Biology and Life Sciences
Blogging
Celebrities
China
Circadian Rhythm
Circadian rhythms
Cluster Analysis
Clustering
Competition
Computer and Information Sciences
Coronaviruses
COVID-19
Disease transmission
Evaluation
Evolution
Humans
Information management
Machine learning
Microblogs
Pandemics
Public health administration
Public opinion
Ranking
Social networks
Social Sciences
Tagging
Tags
Trends
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Title Competition for popularity and interventions on a Chinese microblogging site
URI https://www.ncbi.nlm.nih.gov/pubmed/37220108
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http://dx.doi.org/10.1371/journal.pone.0286093
Volume 18
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