Cargando…
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....
Autores principales: | , , , |
---|---|
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 |
_version_ | 1785108176937418752 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10511593 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT sepahpourfardmelody usingwordembeddingstoanalyseaudienceeffectsandindividualdifferencesinparentingsubreddits AT quaylemichael usingwordembeddingstoanalyseaudienceeffectsandindividualdifferencesinparentingsubreddits AT schuldmaria usingwordembeddingstoanalyseaudienceeffectsandindividualdifferencesinparentingsubreddits AT yasseritaha usingwordembeddingstoanalyseaudienceeffectsandindividualdifferencesinparentingsubreddits |