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Artificial neural networks for predicting social comparison effects among female Instagram users
Systematic exposure to social media causes social comparisons, especially among women who compare their image to others; they are particularly vulnerable to mood decrease, self-objectification, body concerns, and lower perception of themselves. This study first investigates the possible links betwee...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7041802/ https://www.ncbi.nlm.nih.gov/pubmed/32097446 http://dx.doi.org/10.1371/journal.pone.0229354 |
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author | Jabłońska, Marta R. Zajdel, Radosław |
author_facet | Jabłońska, Marta R. Zajdel, Radosław |
author_sort | Jabłońska, Marta R. |
collection | PubMed |
description | Systematic exposure to social media causes social comparisons, especially among women who compare their image to others; they are particularly vulnerable to mood decrease, self-objectification, body concerns, and lower perception of themselves. This study first investigates the possible links between life satisfaction, self-esteem, anxiety, depression, and the intensity of Instagram use with a social comparison model. In the study, 974 women age 18–49 who were Instagram users voluntarily participated, completing a questionnaire. The results suggest associations between the analyzed psychological data and social comparison types. Then, artificial neural networks models were implemented to predict the type of such comparison (positive, negative, equal) based on the aforementioned psychological traits. The models were able to properly predict between 71% and 82% of cases. As human behavior analysis has been a subject of study in various fields of science, this paper contributes towards understanding the role of artificial intelligence methods for analyzing behavioral data in psychology. |
format | Online Article Text |
id | pubmed-7041802 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-70418022020-03-06 Artificial neural networks for predicting social comparison effects among female Instagram users Jabłońska, Marta R. Zajdel, Radosław PLoS One Research Article Systematic exposure to social media causes social comparisons, especially among women who compare their image to others; they are particularly vulnerable to mood decrease, self-objectification, body concerns, and lower perception of themselves. This study first investigates the possible links between life satisfaction, self-esteem, anxiety, depression, and the intensity of Instagram use with a social comparison model. In the study, 974 women age 18–49 who were Instagram users voluntarily participated, completing a questionnaire. The results suggest associations between the analyzed psychological data and social comparison types. Then, artificial neural networks models were implemented to predict the type of such comparison (positive, negative, equal) based on the aforementioned psychological traits. The models were able to properly predict between 71% and 82% of cases. As human behavior analysis has been a subject of study in various fields of science, this paper contributes towards understanding the role of artificial intelligence methods for analyzing behavioral data in psychology. Public Library of Science 2020-02-25 /pmc/articles/PMC7041802/ /pubmed/32097446 http://dx.doi.org/10.1371/journal.pone.0229354 Text en © 2020 Jabłońska, Zajdel http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Jabłońska, Marta R. Zajdel, Radosław Artificial neural networks for predicting social comparison effects among female Instagram users |
title | Artificial neural networks for predicting social comparison effects among female Instagram users |
title_full | Artificial neural networks for predicting social comparison effects among female Instagram users |
title_fullStr | Artificial neural networks for predicting social comparison effects among female Instagram users |
title_full_unstemmed | Artificial neural networks for predicting social comparison effects among female Instagram users |
title_short | Artificial neural networks for predicting social comparison effects among female Instagram users |
title_sort | artificial neural networks for predicting social comparison effects among female instagram users |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7041802/ https://www.ncbi.nlm.nih.gov/pubmed/32097446 http://dx.doi.org/10.1371/journal.pone.0229354 |
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