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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...

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Detalles Bibliográficos
Autores principales: Xu, Huimin, Zhang, Zhang, Wu, Lingfei, Wang, Cheng-Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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.
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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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