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The Cinderella Complex: Word embeddings reveal gender stereotypes in movies and books
Our analysis of thousands of movies and books reveals how these cultural products weave stereotypical gender roles into morality tales and perpetuate gender inequality through storytelling. Using the word embedding techniques, we reveal the constructed emotional dependency of female characters on ma...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6874350/ https://www.ncbi.nlm.nih.gov/pubmed/31756214 http://dx.doi.org/10.1371/journal.pone.0225385 |
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author | Xu, Huimin Zhang, Zhang Wu, Lingfei Wang, Cheng-Jun |
author_facet | Xu, Huimin Zhang, Zhang Wu, Lingfei Wang, Cheng-Jun |
author_sort | Xu, Huimin |
collection | PubMed |
description | Our analysis of thousands of movies and books reveals how these cultural products weave stereotypical gender roles into morality tales and perpetuate gender inequality through storytelling. Using the word embedding techniques, we reveal the constructed emotional dependency of female characters on male characters in stories. We call this narrative structure “Cinderella complex”, which assumes that women depend on men in the pursuit of a happy, fulfilling life. Our analysis covers a substantial portion of narratives that shape the modern collective memory, including 7,226 books, 6,087 movie synopses, and 1,109 movie scripts. The “Cinderella complex” is observed to exist widely across periods and contexts, reminding how gender stereotypes are deeply rooted in our society. Our analysis of the words surrounding female and male characters shows that the lives of males are adventure-oriented, whereas the lives of females are romantic-relationship oriented. Finally, we demonstrate the social endorsement of gender stereotypes by showing that gender-stereotypical movies are voted more frequently and rated higher. |
format | Online Article Text |
id | pubmed-6874350 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-68743502019-12-06 The Cinderella Complex: Word embeddings reveal gender stereotypes in movies and books Xu, Huimin Zhang, Zhang Wu, Lingfei Wang, Cheng-Jun PLoS One Research Article Our analysis of thousands of movies and books reveals how these cultural products weave stereotypical gender roles into morality tales and perpetuate gender inequality through storytelling. Using the word embedding techniques, we reveal the constructed emotional dependency of female characters on male characters in stories. We call this narrative structure “Cinderella complex”, which assumes that women depend on men in the pursuit of a happy, fulfilling life. Our analysis covers a substantial portion of narratives that shape the modern collective memory, including 7,226 books, 6,087 movie synopses, and 1,109 movie scripts. The “Cinderella complex” is observed to exist widely across periods and contexts, reminding how gender stereotypes are deeply rooted in our society. Our analysis of the words surrounding female and male characters shows that the lives of males are adventure-oriented, whereas the lives of females are romantic-relationship oriented. Finally, we demonstrate the social endorsement of gender stereotypes by showing that gender-stereotypical movies are voted more frequently and rated higher. Public Library of Science 2019-11-22 /pmc/articles/PMC6874350/ /pubmed/31756214 http://dx.doi.org/10.1371/journal.pone.0225385 Text en © 2019 Xu et al 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 Xu, Huimin Zhang, Zhang Wu, Lingfei Wang, Cheng-Jun The Cinderella Complex: Word embeddings reveal gender stereotypes in movies and books |
title | The Cinderella Complex: Word embeddings reveal gender stereotypes in movies and books |
title_full | The Cinderella Complex: Word embeddings reveal gender stereotypes in movies and books |
title_fullStr | The Cinderella Complex: Word embeddings reveal gender stereotypes in movies and books |
title_full_unstemmed | The Cinderella Complex: Word embeddings reveal gender stereotypes in movies and books |
title_short | The Cinderella Complex: Word embeddings reveal gender stereotypes in movies and books |
title_sort | cinderella complex: word embeddings reveal gender stereotypes in movies and books |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6874350/ https://www.ncbi.nlm.nih.gov/pubmed/31756214 http://dx.doi.org/10.1371/journal.pone.0225385 |
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