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The Effect of User Psychology on the Content of Social Media Posts: Originality and Transitions Matter

Multiple studies suggest that frequencies of affective words in social media text are associated with the user's personality and mental health. In this study, we re-examine these associations by looking at the transition patterns of affect. We analyzed the content originality and affect polarit...

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Autores principales: Chen, Lucia Lushi, Magdy, Walid, Wolters, Maria K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7187751/
https://www.ncbi.nlm.nih.gov/pubmed/32372996
http://dx.doi.org/10.3389/fpsyg.2020.00526
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author Chen, Lucia Lushi
Magdy, Walid
Wolters, Maria K.
author_facet Chen, Lucia Lushi
Magdy, Walid
Wolters, Maria K.
author_sort Chen, Lucia Lushi
collection PubMed
description Multiple studies suggest that frequencies of affective words in social media text are associated with the user's personality and mental health. In this study, we re-examine these associations by looking at the transition patterns of affect. We analyzed the content originality and affect polarity of 4,086 posts from 70 adult Facebook users contributed over 2 months. We studied posting behavior, including silent periods when the user does not post any content. Our results show that more extroverted participants tend to post positive content continuously and that more agreeable participants tend to avoid posting negative content. We also observe that participants with stronger depression symptoms posted more non-original content. We recommend that transitions of affect pattern derived from social media text and content originality should be considered in further studies on mental health, personality, and social media.
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spelling pubmed-71877512020-05-05 The Effect of User Psychology on the Content of Social Media Posts: Originality and Transitions Matter Chen, Lucia Lushi Magdy, Walid Wolters, Maria K. Front Psychol Psychology Multiple studies suggest that frequencies of affective words in social media text are associated with the user's personality and mental health. In this study, we re-examine these associations by looking at the transition patterns of affect. We analyzed the content originality and affect polarity of 4,086 posts from 70 adult Facebook users contributed over 2 months. We studied posting behavior, including silent periods when the user does not post any content. Our results show that more extroverted participants tend to post positive content continuously and that more agreeable participants tend to avoid posting negative content. We also observe that participants with stronger depression symptoms posted more non-original content. We recommend that transitions of affect pattern derived from social media text and content originality should be considered in further studies on mental health, personality, and social media. Frontiers Media S.A. 2020-04-21 /pmc/articles/PMC7187751/ /pubmed/32372996 http://dx.doi.org/10.3389/fpsyg.2020.00526 Text en Copyright © 2020 Chen, Magdy and Wolters. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Chen, Lucia Lushi
Magdy, Walid
Wolters, Maria K.
The Effect of User Psychology on the Content of Social Media Posts: Originality and Transitions Matter
title The Effect of User Psychology on the Content of Social Media Posts: Originality and Transitions Matter
title_full The Effect of User Psychology on the Content of Social Media Posts: Originality and Transitions Matter
title_fullStr The Effect of User Psychology on the Content of Social Media Posts: Originality and Transitions Matter
title_full_unstemmed The Effect of User Psychology on the Content of Social Media Posts: Originality and Transitions Matter
title_short The Effect of User Psychology on the Content of Social Media Posts: Originality and Transitions Matter
title_sort effect of user psychology on the content of social media posts: originality and transitions matter
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7187751/
https://www.ncbi.nlm.nih.gov/pubmed/32372996
http://dx.doi.org/10.3389/fpsyg.2020.00526
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