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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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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. |
format | Online Article Text |
id | pubmed-7187751 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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