Cargando…
Effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms
Online social networks are the perfect test bed to better understand large-scale human behavior in interacting contexts. Although they are broadly used and studied, little is known about how their terms of service and posting rules affect the way users interact and information spreads. Acknowledging...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7462854/ https://www.ncbi.nlm.nih.gov/pubmed/32873821 http://dx.doi.org/10.1038/s41598-020-71231-3 |
_version_ | 1783577006241218560 |
---|---|
author | Artime, Oriol d’Andrea, Valeria Gallotti, Riccardo Sacco, Pier Luigi De Domenico, Manlio |
author_facet | Artime, Oriol d’Andrea, Valeria Gallotti, Riccardo Sacco, Pier Luigi De Domenico, Manlio |
author_sort | Artime, Oriol |
collection | PubMed |
description | Online social networks are the perfect test bed to better understand large-scale human behavior in interacting contexts. Although they are broadly used and studied, little is known about how their terms of service and posting rules affect the way users interact and information spreads. Acknowledging the relation between network connectivity and functionality, we compare the robustness of two different online social platforms, Twitter and Gab, with respect to banning, or dismantling, strategies based on the recursive censor of users characterized by social prominence (degree) or intensity of inflammatory content (sentiment). We find that the moderated (Twitter) vs. unmoderated (Gab) character of the network is not a discriminating factor for intervention effectiveness. We find, however, that more complex strategies based upon the combination of topological and content features may be effective for network dismantling. Our results provide useful indications to design better strategies for countervailing the production and dissemination of anti-social content in online social platforms. |
format | Online Article Text |
id | pubmed-7462854 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-74628542020-09-03 Effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms Artime, Oriol d’Andrea, Valeria Gallotti, Riccardo Sacco, Pier Luigi De Domenico, Manlio Sci Rep Article Online social networks are the perfect test bed to better understand large-scale human behavior in interacting contexts. Although they are broadly used and studied, little is known about how their terms of service and posting rules affect the way users interact and information spreads. Acknowledging the relation between network connectivity and functionality, we compare the robustness of two different online social platforms, Twitter and Gab, with respect to banning, or dismantling, strategies based on the recursive censor of users characterized by social prominence (degree) or intensity of inflammatory content (sentiment). We find that the moderated (Twitter) vs. unmoderated (Gab) character of the network is not a discriminating factor for intervention effectiveness. We find, however, that more complex strategies based upon the combination of topological and content features may be effective for network dismantling. Our results provide useful indications to design better strategies for countervailing the production and dissemination of anti-social content in online social platforms. Nature Publishing Group UK 2020-09-01 /pmc/articles/PMC7462854/ /pubmed/32873821 http://dx.doi.org/10.1038/s41598-020-71231-3 Text en © The Author(s) 2020 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/. |
spellingShingle | Article Artime, Oriol d’Andrea, Valeria Gallotti, Riccardo Sacco, Pier Luigi De Domenico, Manlio Effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms |
title | Effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms |
title_full | Effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms |
title_fullStr | Effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms |
title_full_unstemmed | Effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms |
title_short | Effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms |
title_sort | effectiveness of dismantling strategies on moderated vs. unmoderated online social platforms |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7462854/ https://www.ncbi.nlm.nih.gov/pubmed/32873821 http://dx.doi.org/10.1038/s41598-020-71231-3 |
work_keys_str_mv | AT artimeoriol effectivenessofdismantlingstrategiesonmoderatedvsunmoderatedonlinesocialplatforms AT dandreavaleria effectivenessofdismantlingstrategiesonmoderatedvsunmoderatedonlinesocialplatforms AT gallottiriccardo effectivenessofdismantlingstrategiesonmoderatedvsunmoderatedonlinesocialplatforms AT saccopierluigi effectivenessofdismantlingstrategiesonmoderatedvsunmoderatedonlinesocialplatforms AT dedomenicomanlio effectivenessofdismantlingstrategiesonmoderatedvsunmoderatedonlinesocialplatforms |