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Using word embeddings to analyse audience effects and individual differences in parenting Subreddits

This paper explores how individuals’ language use in gender-specific groups (“mothers” and “fathers”) compares to their interactions when referred to as “parents.” Language adaptation based on the audience is well-documented, yet large-scale studies of naturally-occurring audience effects are rare....

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Autores principales: Sepahpour-Fard, Melody, Quayle, Michael, Schuld, Maria, Yasseri, Taha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511593/
https://www.ncbi.nlm.nih.gov/pubmed/37745193
http://dx.doi.org/10.1140/epjds/s13688-023-00412-7
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author Sepahpour-Fard, Melody
Quayle, Michael
Schuld, Maria
Yasseri, Taha
author_facet Sepahpour-Fard, Melody
Quayle, Michael
Schuld, Maria
Yasseri, Taha
author_sort Sepahpour-Fard, Melody
collection PubMed
description This paper explores how individuals’ language use in gender-specific groups (“mothers” and “fathers”) compares to their interactions when referred to as “parents.” Language adaptation based on the audience is well-documented, yet large-scale studies of naturally-occurring audience effects are rare. To address this, we investigate audience and gender effects in the context of parenting, where gender plays a significant role. We focus on interactions within Reddit, particularly in the parenting Subreddits r/Daddit, r/Mommit, and r/Parenting, which cater to distinct audiences. By analyzing user posts using word embeddings, we measure similarities between user-tokens and word-tokens, also considering differences among high and low self-monitors. Results reveal that in mixed-gender contexts, mothers and fathers exhibit similar behavior in discussing a wide range of topics, while fathers emphasize more on educational and family advice. Single-gender Subreddits see more focused discussions. Mothers in r/Mommit discuss medical care, sleep, potty training, and food, distinguishing themselves. In terms of individual differences, we found that, especially on r/Parenting, high self-monitors tend to conform more to the norms of the Subreddit by discussing more of the topics associated with the Subreddit.
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spelling pubmed-105115932023-09-22 Using word embeddings to analyse audience effects and individual differences in parenting Subreddits Sepahpour-Fard, Melody Quayle, Michael Schuld, Maria Yasseri, Taha EPJ Data Sci Regular Article This paper explores how individuals’ language use in gender-specific groups (“mothers” and “fathers”) compares to their interactions when referred to as “parents.” Language adaptation based on the audience is well-documented, yet large-scale studies of naturally-occurring audience effects are rare. To address this, we investigate audience and gender effects in the context of parenting, where gender plays a significant role. We focus on interactions within Reddit, particularly in the parenting Subreddits r/Daddit, r/Mommit, and r/Parenting, which cater to distinct audiences. By analyzing user posts using word embeddings, we measure similarities between user-tokens and word-tokens, also considering differences among high and low self-monitors. Results reveal that in mixed-gender contexts, mothers and fathers exhibit similar behavior in discussing a wide range of topics, while fathers emphasize more on educational and family advice. Single-gender Subreddits see more focused discussions. Mothers in r/Mommit discuss medical care, sleep, potty training, and food, distinguishing themselves. In terms of individual differences, we found that, especially on r/Parenting, high self-monitors tend to conform more to the norms of the Subreddit by discussing more of the topics associated with the Subreddit. Springer Berlin Heidelberg 2023-09-20 2023 /pmc/articles/PMC10511593/ /pubmed/37745193 http://dx.doi.org/10.1140/epjds/s13688-023-00412-7 Text en © The Author(s) 2023 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 Regular Article
Sepahpour-Fard, Melody
Quayle, Michael
Schuld, Maria
Yasseri, Taha
Using word embeddings to analyse audience effects and individual differences in parenting Subreddits
title Using word embeddings to analyse audience effects and individual differences in parenting Subreddits
title_full Using word embeddings to analyse audience effects and individual differences in parenting Subreddits
title_fullStr Using word embeddings to analyse audience effects and individual differences in parenting Subreddits
title_full_unstemmed Using word embeddings to analyse audience effects and individual differences in parenting Subreddits
title_short Using word embeddings to analyse audience effects and individual differences in parenting Subreddits
title_sort using word embeddings to analyse audience effects and individual differences in parenting subreddits
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511593/
https://www.ncbi.nlm.nih.gov/pubmed/37745193
http://dx.doi.org/10.1140/epjds/s13688-023-00412-7
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