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Psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the COVID-19 pandemic

Since the outbreak of the COVID-19 pandemic, increases in suicidal ideation and suicide attempts in adolescents have been registered. Many adolescents experiencing suicidal ideation turn to online communities for social support. In this retrospective observational study, we investigated the communic...

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Autores principales: Feldhege, Johannes, Wolf, Markus, Moessner, Markus, Bauer, Stephanie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9415261/
https://www.ncbi.nlm.nih.gov/pubmed/36018514
http://dx.doi.org/10.1007/s00787-022-02067-7
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author Feldhege, Johannes
Wolf, Markus
Moessner, Markus
Bauer, Stephanie
author_facet Feldhege, Johannes
Wolf, Markus
Moessner, Markus
Bauer, Stephanie
author_sort Feldhege, Johannes
collection PubMed
description Since the outbreak of the COVID-19 pandemic, increases in suicidal ideation and suicide attempts in adolescents have been registered. Many adolescents experiencing suicidal ideation turn to online communities for social support. In this retrospective observational study, we investigated the communication—language style, contents and user activity—in 7975 unique posts and 51,119 comments by N = 2862 active adolescent users in a large suicidal ideation support community (SISC) on the social media website reddit.com in the onset period of the COVID-19 pandemic. We found significant relative changes in language style markers for hopelessness such as negative emotion words (+ 10.00%) and positive emotion words (− 3.45%) as well as for social disengagement such as social references (− 8.63%) and 2nd person pronouns (− 33.97%) since the outbreak of the pandemic. Using topic modeling with Latent Dirichlet Allocation (LDA), we identified significant changes in content for the topics Hopelessness (+ 23.98%), Suicide Methods (+ 17.11%), Social Support (− 14.91%), and Reaching Out to users (− 28.97%). Changes in user activity point to an increased expression of mental health issues and decreased engagement with other users. The results indicate a potential shift in communication patterns with more adolescent users expressing their suicidal ideation rather than relating with or supporting other users during the COVID-19 pandemic. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00787-022-02067-7.
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spelling pubmed-94152612022-08-26 Psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the COVID-19 pandemic Feldhege, Johannes Wolf, Markus Moessner, Markus Bauer, Stephanie Eur Child Adolesc Psychiatry Original Contribution Since the outbreak of the COVID-19 pandemic, increases in suicidal ideation and suicide attempts in adolescents have been registered. Many adolescents experiencing suicidal ideation turn to online communities for social support. In this retrospective observational study, we investigated the communication—language style, contents and user activity—in 7975 unique posts and 51,119 comments by N = 2862 active adolescent users in a large suicidal ideation support community (SISC) on the social media website reddit.com in the onset period of the COVID-19 pandemic. We found significant relative changes in language style markers for hopelessness such as negative emotion words (+ 10.00%) and positive emotion words (− 3.45%) as well as for social disengagement such as social references (− 8.63%) and 2nd person pronouns (− 33.97%) since the outbreak of the pandemic. Using topic modeling with Latent Dirichlet Allocation (LDA), we identified significant changes in content for the topics Hopelessness (+ 23.98%), Suicide Methods (+ 17.11%), Social Support (− 14.91%), and Reaching Out to users (− 28.97%). Changes in user activity point to an increased expression of mental health issues and decreased engagement with other users. The results indicate a potential shift in communication patterns with more adolescent users expressing their suicidal ideation rather than relating with or supporting other users during the COVID-19 pandemic. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00787-022-02067-7. Springer Berlin Heidelberg 2022-08-26 2023 /pmc/articles/PMC9415261/ /pubmed/36018514 http://dx.doi.org/10.1007/s00787-022-02067-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Contribution
Feldhege, Johannes
Wolf, Markus
Moessner, Markus
Bauer, Stephanie
Psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the COVID-19 pandemic
title Psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the COVID-19 pandemic
title_full Psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the COVID-19 pandemic
title_fullStr Psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the COVID-19 pandemic
title_full_unstemmed Psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the COVID-19 pandemic
title_short Psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the COVID-19 pandemic
title_sort psycholinguistic changes in the communication of adolescent users in a suicidal ideation online community during the covid-19 pandemic
topic Original Contribution
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9415261/
https://www.ncbi.nlm.nih.gov/pubmed/36018514
http://dx.doi.org/10.1007/s00787-022-02067-7
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