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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...

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Detalles Bibliográficos
Autores principales: Jabłońska, Marta R., Zajdel, Radosław
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
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.
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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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