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Analysing the connectivity and communication of suicidal users on twitter

In this paper we aim to understand the connectivity and communication characteristics of Twitter users who post content subsequently classified by human annotators as containing possible suicidal intent or thinking, commonly referred to as suicidal ideation. We achieve this understanding by analysin...

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Detalles Bibliográficos
Autores principales: Colombo, Gualtiero B., Burnap, Pete, Hodorog, Andrei, Scourfield, Jonathan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: IPC Science and Technology Press 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4784725/
https://www.ncbi.nlm.nih.gov/pubmed/26973360
http://dx.doi.org/10.1016/j.comcom.2015.07.018
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author Colombo, Gualtiero B.
Burnap, Pete
Hodorog, Andrei
Scourfield, Jonathan
author_facet Colombo, Gualtiero B.
Burnap, Pete
Hodorog, Andrei
Scourfield, Jonathan
author_sort Colombo, Gualtiero B.
collection PubMed
description In this paper we aim to understand the connectivity and communication characteristics of Twitter users who post content subsequently classified by human annotators as containing possible suicidal intent or thinking, commonly referred to as suicidal ideation. We achieve this understanding by analysing the characteristics of their social networks. Starting from a set of human annotated Tweets we retrieved the authors’ followers and friends lists, and identified users who retweeted the suicidal content. We subsequently built the social network graphs. Our results show a high degree of reciprocal connectivity between the authors of suicidal content when compared to other studies of Twitter users, suggesting a tightly-coupled virtual community. In addition, an analysis of the retweet graph has identified bridge nodes and hub nodes connecting users posting suicidal ideation with users who were not, thus suggesting a potential for information cascade and risk of a possible contagion effect. This is particularly emphasised by considering the combined graph merging friendship and retweeting links.
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spelling pubmed-47847252016-03-10 Analysing the connectivity and communication of suicidal users on twitter Colombo, Gualtiero B. Burnap, Pete Hodorog, Andrei Scourfield, Jonathan Comput Commun Article In this paper we aim to understand the connectivity and communication characteristics of Twitter users who post content subsequently classified by human annotators as containing possible suicidal intent or thinking, commonly referred to as suicidal ideation. We achieve this understanding by analysing the characteristics of their social networks. Starting from a set of human annotated Tweets we retrieved the authors’ followers and friends lists, and identified users who retweeted the suicidal content. We subsequently built the social network graphs. Our results show a high degree of reciprocal connectivity between the authors of suicidal content when compared to other studies of Twitter users, suggesting a tightly-coupled virtual community. In addition, an analysis of the retweet graph has identified bridge nodes and hub nodes connecting users posting suicidal ideation with users who were not, thus suggesting a potential for information cascade and risk of a possible contagion effect. This is particularly emphasised by considering the combined graph merging friendship and retweeting links. IPC Science and Technology Press 2016-01-01 /pmc/articles/PMC4784725/ /pubmed/26973360 http://dx.doi.org/10.1016/j.comcom.2015.07.018 Text en © 2015 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Colombo, Gualtiero B.
Burnap, Pete
Hodorog, Andrei
Scourfield, Jonathan
Analysing the connectivity and communication of suicidal users on twitter
title Analysing the connectivity and communication of suicidal users on twitter
title_full Analysing the connectivity and communication of suicidal users on twitter
title_fullStr Analysing the connectivity and communication of suicidal users on twitter
title_full_unstemmed Analysing the connectivity and communication of suicidal users on twitter
title_short Analysing the connectivity and communication of suicidal users on twitter
title_sort analysing the connectivity and communication of suicidal users on twitter
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4784725/
https://www.ncbi.nlm.nih.gov/pubmed/26973360
http://dx.doi.org/10.1016/j.comcom.2015.07.018
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