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Analysis of the causes of inferiority feelings based on social media data with Word2Vec

Feelings of inferiority are complex emotions that usually indicate perceived weakness and helplessness. A lack of timely and effective interventions may bring serious consequences to individuals with inferiority feelings. Due to privacy concerns, those people often hesitate to seek face-to-face help...

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Autores principales: Liu, Yu, Xu, Chen, Kuai, Xi, Deng, Hao, Wang, Kaifeng, Luo, Qinyao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8956725/
https://www.ncbi.nlm.nih.gov/pubmed/35338206
http://dx.doi.org/10.1038/s41598-022-09075-2
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author Liu, Yu
Xu, Chen
Kuai, Xi
Deng, Hao
Wang, Kaifeng
Luo, Qinyao
author_facet Liu, Yu
Xu, Chen
Kuai, Xi
Deng, Hao
Wang, Kaifeng
Luo, Qinyao
author_sort Liu, Yu
collection PubMed
description Feelings of inferiority are complex emotions that usually indicate perceived weakness and helplessness. A lack of timely and effective interventions may bring serious consequences to individuals with inferiority feelings. Due to privacy concerns, those people often hesitate to seek face-to-face help, but they usually spontaneously share their feelings on social media, which makes social media a good resource for ample inferiority-related data. We randomly selected a sample of posts indicating inferiority feelings to explore the causes of inferiority. Through language analysis and natural language processing, we constructed a Word2Vec model of inferiority based on social media data and applied it to the cause analysis of inferiority feelings. The main causes of inferiority feelings are personal experience, social interaction, love relationship, etc. People feeling inferior about their personal experiences usually are largely influenced by their ways of thinking and life attitudes. Social and emotional factors overlap somewhat in the development of inferiority. In love relationships, males are more prone to inferiority feeling than females. These findings will help relevant institutions and organizations better understand people with inferiority feelings and facilitate the development of targeted treatment for those with potential self-esteem problems.
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spelling pubmed-89567252022-03-30 Analysis of the causes of inferiority feelings based on social media data with Word2Vec Liu, Yu Xu, Chen Kuai, Xi Deng, Hao Wang, Kaifeng Luo, Qinyao Sci Rep Article Feelings of inferiority are complex emotions that usually indicate perceived weakness and helplessness. A lack of timely and effective interventions may bring serious consequences to individuals with inferiority feelings. Due to privacy concerns, those people often hesitate to seek face-to-face help, but they usually spontaneously share their feelings on social media, which makes social media a good resource for ample inferiority-related data. We randomly selected a sample of posts indicating inferiority feelings to explore the causes of inferiority. Through language analysis and natural language processing, we constructed a Word2Vec model of inferiority based on social media data and applied it to the cause analysis of inferiority feelings. The main causes of inferiority feelings are personal experience, social interaction, love relationship, etc. People feeling inferior about their personal experiences usually are largely influenced by their ways of thinking and life attitudes. Social and emotional factors overlap somewhat in the development of inferiority. In love relationships, males are more prone to inferiority feeling than females. These findings will help relevant institutions and organizations better understand people with inferiority feelings and facilitate the development of targeted treatment for those with potential self-esteem problems. Nature Publishing Group UK 2022-03-25 /pmc/articles/PMC8956725/ /pubmed/35338206 http://dx.doi.org/10.1038/s41598-022-09075-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This 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 Article
Liu, Yu
Xu, Chen
Kuai, Xi
Deng, Hao
Wang, Kaifeng
Luo, Qinyao
Analysis of the causes of inferiority feelings based on social media data with Word2Vec
title Analysis of the causes of inferiority feelings based on social media data with Word2Vec
title_full Analysis of the causes of inferiority feelings based on social media data with Word2Vec
title_fullStr Analysis of the causes of inferiority feelings based on social media data with Word2Vec
title_full_unstemmed Analysis of the causes of inferiority feelings based on social media data with Word2Vec
title_short Analysis of the causes of inferiority feelings based on social media data with Word2Vec
title_sort analysis of the causes of inferiority feelings based on social media data with word2vec
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8956725/
https://www.ncbi.nlm.nih.gov/pubmed/35338206
http://dx.doi.org/10.1038/s41598-022-09075-2
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