Signs of criticality in social explosions

The success of an on-line movement could be defined in terms of the shift to large-scale and the later off-line massive street actions of protests. The role of social media in this process is to facilitate the transformation from small or local feelings of disagreement into large-scale social action...

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Main Authors: Beiró, Mariano G., Chung, Ning Ning, Chew, Lock Yue, Gandica, Yérali
Other Authors: School of Physical and Mathematical Sciences
Format: Article
Language:English
Published: 2024
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Online Access:https://hdl.handle.net/10356/174942
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1749422024-04-22T15:36:45Z Signs of criticality in social explosions Beiró, Mariano G. Chung, Ning Ning Chew, Lock Yue Gandica, Yérali School of Physical and Mathematical Sciences Data Science and Artificial Intelligence Research Centre Computer and Information Science Social behavior Social media The success of an on-line movement could be defined in terms of the shift to large-scale and the later off-line massive street actions of protests. The role of social media in this process is to facilitate the transformation from small or local feelings of disagreement into large-scale social actions. The way how social media achieves that effect is by growing clusters of people and groups with similar effervescent feelings, which otherwise would not be in touch with each other. It is natural to think that these kinds of macro social actions, as a consequence of the spontaneous and massive interactions, will attain the growth and divergence of those clusters, like the correlation length of statistical physics, giving rise to important simplifications on several statistics. In this work, we report the presence of signs of criticality in social demonstrations. Namely, similar power-law exponents are found whenever the distributions are calculated either considering time windows of the same length or with the same number of hashtag usages. In particular, the exponents for the distributions during the event were found to be smaller than before the event, and this is also observed either if we count the hashtags only once per user or if all their usages are considered. By means of network representations, we show that the systems present two kinds of high connectedness, characterised by either high or low values of modularity. The importance of analysing systems near a critical point is that any small disturbance can escalate and induce large-scale-nationwide-chain reactions. Published version The authors acknowledge the grant obtained from Labex MME-DII (Grant No. ANR reference 11-LABX-0023-01). 2024-04-17T00:39:47Z 2024-04-17T00:39:47Z 2024 Journal Article Beiró, M. G., Chung, N. N., Chew, L. Y. & Gandica, Y. (2024). Signs of criticality in social explosions. Scientific Reports, 14(1), 3263-. https://dx.doi.org/10.1038/s41598-024-53657-1 2045-2322 https://hdl.handle.net/10356/174942 10.1038/s41598-024-53657-1 38332037 2-s2.0-85187101195 1 14 3263 en Scientific Reports © The Author(s) 2024. 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Computer and Information Science
Social behavior
Social media
spellingShingle Computer and Information Science
Social behavior
Social media
Beiró, Mariano G.
Chung, Ning Ning
Chew, Lock Yue
Gandica, Yérali
Signs of criticality in social explosions
description The success of an on-line movement could be defined in terms of the shift to large-scale and the later off-line massive street actions of protests. The role of social media in this process is to facilitate the transformation from small or local feelings of disagreement into large-scale social actions. The way how social media achieves that effect is by growing clusters of people and groups with similar effervescent feelings, which otherwise would not be in touch with each other. It is natural to think that these kinds of macro social actions, as a consequence of the spontaneous and massive interactions, will attain the growth and divergence of those clusters, like the correlation length of statistical physics, giving rise to important simplifications on several statistics. In this work, we report the presence of signs of criticality in social demonstrations. Namely, similar power-law exponents are found whenever the distributions are calculated either considering time windows of the same length or with the same number of hashtag usages. In particular, the exponents for the distributions during the event were found to be smaller than before the event, and this is also observed either if we count the hashtags only once per user or if all their usages are considered. By means of network representations, we show that the systems present two kinds of high connectedness, characterised by either high or low values of modularity. The importance of analysing systems near a critical point is that any small disturbance can escalate and induce large-scale-nationwide-chain reactions.
author2 School of Physical and Mathematical Sciences
author_facet School of Physical and Mathematical Sciences
Beiró, Mariano G.
Chung, Ning Ning
Chew, Lock Yue
Gandica, Yérali
format Article
author Beiró, Mariano G.
Chung, Ning Ning
Chew, Lock Yue
Gandica, Yérali
author_sort Beiró, Mariano G.
title Signs of criticality in social explosions
title_short Signs of criticality in social explosions
title_full Signs of criticality in social explosions
title_fullStr Signs of criticality in social explosions
title_full_unstemmed Signs of criticality in social explosions
title_sort signs of criticality in social explosions
publishDate 2024
url https://hdl.handle.net/10356/174942
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