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Universality, criticality and complexity of information propagation in social media
Statistical laws of information avalanches in social media appear, at least according to existing empirical studies, not robust across systems. As a consequence, radically different processes may represent plausible driving mechanisms for information propagation. Here, we analyze almost one billion...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8921196/ https://www.ncbi.nlm.nih.gov/pubmed/35288567 http://dx.doi.org/10.1038/s41467-022-28964-8 |
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author | Notarmuzi, Daniele Castellano, Claudio Flammini, Alessandro Mazzilli, Dario Radicchi, Filippo |
author_facet | Notarmuzi, Daniele Castellano, Claudio Flammini, Alessandro Mazzilli, Dario Radicchi, Filippo |
author_sort | Notarmuzi, Daniele |
collection | PubMed |
description | Statistical laws of information avalanches in social media appear, at least according to existing empirical studies, not robust across systems. As a consequence, radically different processes may represent plausible driving mechanisms for information propagation. Here, we analyze almost one billion time-stamped events collected from several online platforms – including Telegram, Twitter and Weibo – over observation windows longer than ten years, and show that the propagation of information in social media is a universal and critical process. Universality arises from the observation of identical macroscopic patterns across platforms, irrespective of the details of the specific system at hand. Critical behavior is deduced from the power-law distributions, and corresponding hyperscaling relations, characterizing size and duration of avalanches of information. Statistical testing on our data indicates that a mixture of simple and complex contagion characterizes the propagation of information in social media. Data suggest that the complexity of the process is correlated with the semantic content of the information that is propagated. |
format | Online Article Text |
id | pubmed-8921196 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-89211962022-04-01 Universality, criticality and complexity of information propagation in social media Notarmuzi, Daniele Castellano, Claudio Flammini, Alessandro Mazzilli, Dario Radicchi, Filippo Nat Commun Article Statistical laws of information avalanches in social media appear, at least according to existing empirical studies, not robust across systems. As a consequence, radically different processes may represent plausible driving mechanisms for information propagation. Here, we analyze almost one billion time-stamped events collected from several online platforms – including Telegram, Twitter and Weibo – over observation windows longer than ten years, and show that the propagation of information in social media is a universal and critical process. Universality arises from the observation of identical macroscopic patterns across platforms, irrespective of the details of the specific system at hand. Critical behavior is deduced from the power-law distributions, and corresponding hyperscaling relations, characterizing size and duration of avalanches of information. Statistical testing on our data indicates that a mixture of simple and complex contagion characterizes the propagation of information in social media. Data suggest that the complexity of the process is correlated with the semantic content of the information that is propagated. Nature Publishing Group UK 2022-03-14 /pmc/articles/PMC8921196/ /pubmed/35288567 http://dx.doi.org/10.1038/s41467-022-28964-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Notarmuzi, Daniele Castellano, Claudio Flammini, Alessandro Mazzilli, Dario Radicchi, Filippo Universality, criticality and complexity of information propagation in social media |
title | Universality, criticality and complexity of information propagation in social media |
title_full | Universality, criticality and complexity of information propagation in social media |
title_fullStr | Universality, criticality and complexity of information propagation in social media |
title_full_unstemmed | Universality, criticality and complexity of information propagation in social media |
title_short | Universality, criticality and complexity of information propagation in social media |
title_sort | universality, criticality and complexity of information propagation in social media |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8921196/ https://www.ncbi.nlm.nih.gov/pubmed/35288567 http://dx.doi.org/10.1038/s41467-022-28964-8 |
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