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Linguistic Features and Psychological States: The Case of Virginia Woolf
This study investigated the relation between psychological states and linguistic features with the case of Virginia Woolf. We analyzed the data from The Diary of Virginia Woolf and Virginia Woolf: Biography by automatic text analysis and statistical analysis, including stepwise multiple regression a...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8967367/ https://www.ncbi.nlm.nih.gov/pubmed/35369197 http://dx.doi.org/10.3389/fpsyg.2022.823313 |
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author | Du, Xiaowei |
author_facet | Du, Xiaowei |
author_sort | Du, Xiaowei |
collection | PubMed |
description | This study investigated the relation between psychological states and linguistic features with the case of Virginia Woolf. We analyzed the data from The Diary of Virginia Woolf and Virginia Woolf: Biography by automatic text analysis and statistical analysis, including stepwise multiple regression and Deep Learning algorithm. The results suggested that the significant linguistic features can jointly predict the psychological states of Virginia Woolf, including the emotional value of anger, the absolutist word “everything,” and the total of first-person plural pronouns. In addition, we found that the total use of first-person plural pronouns and the emotional value of anger were negatively related to mental health of Virginia Woolf. While the use of the absolutist word “everything” was positively related to mental health of Virginia Woolf. Meanwhile, we developed a model that can predict the psychological states of Virginia Woolf, with 86.9% accuracy. We discussed the findings and enumerated the limitations of this study at the end of the paper. The results not only complemented previous studies in the understanding of the relation between language and psychological health, but also facilitated timely identification, intervention, and prevention of mental disorders. |
format | Online Article Text |
id | pubmed-8967367 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-89673672022-03-31 Linguistic Features and Psychological States: The Case of Virginia Woolf Du, Xiaowei Front Psychol Psychology This study investigated the relation between psychological states and linguistic features with the case of Virginia Woolf. We analyzed the data from The Diary of Virginia Woolf and Virginia Woolf: Biography by automatic text analysis and statistical analysis, including stepwise multiple regression and Deep Learning algorithm. The results suggested that the significant linguistic features can jointly predict the psychological states of Virginia Woolf, including the emotional value of anger, the absolutist word “everything,” and the total of first-person plural pronouns. In addition, we found that the total use of first-person plural pronouns and the emotional value of anger were negatively related to mental health of Virginia Woolf. While the use of the absolutist word “everything” was positively related to mental health of Virginia Woolf. Meanwhile, we developed a model that can predict the psychological states of Virginia Woolf, with 86.9% accuracy. We discussed the findings and enumerated the limitations of this study at the end of the paper. The results not only complemented previous studies in the understanding of the relation between language and psychological health, but also facilitated timely identification, intervention, and prevention of mental disorders. Frontiers Media S.A. 2022-03-16 /pmc/articles/PMC8967367/ /pubmed/35369197 http://dx.doi.org/10.3389/fpsyg.2022.823313 Text en Copyright © 2022 Du. https://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 Du, Xiaowei Linguistic Features and Psychological States: The Case of Virginia Woolf |
title | Linguistic Features and Psychological States: The Case of Virginia Woolf |
title_full | Linguistic Features and Psychological States: The Case of Virginia Woolf |
title_fullStr | Linguistic Features and Psychological States: The Case of Virginia Woolf |
title_full_unstemmed | Linguistic Features and Psychological States: The Case of Virginia Woolf |
title_short | Linguistic Features and Psychological States: The Case of Virginia Woolf |
title_sort | linguistic features and psychological states: the case of virginia woolf |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8967367/ https://www.ncbi.nlm.nih.gov/pubmed/35369197 http://dx.doi.org/10.3389/fpsyg.2022.823313 |
work_keys_str_mv | AT duxiaowei linguisticfeaturesandpsychologicalstatesthecaseofvirginiawoolf |