使用单词嵌入来分析受众效应和养育子女的个体差异。

IF 3 2区 计算机科学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
EPJ Data Science Pub Date : 2023-01-01 Epub Date: 2023-09-20 DOI:10.1140/epjds/s13688-023-00412-7
Melody Sepahpour-Fard, Michael Quayle, Maria Schuld, Taha Yasseri
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引用次数: 0

摘要

本文探讨了个体在特定性别群体(“母亲”和“父亲”)中的语言使用与他们在被称为“父母”时的互动之间的比较。基于受众的语言适应有充分的证据,但对自然发生的受众效应的大规模研究却很少。为了解决这一问题,我们调查了育儿背景下的受众和性别影响,性别在育儿中发挥着重要作用。我们专注于Reddit内部的互动,特别是在面向不同受众的育儿子版块r/Daddit、r/Mommit和r/parenting中。通过使用单词嵌入分析用户帖子,我们测量了用户标记和单词标记之间的相似性,同时考虑了高自我监控和低自我监控之间的差异。结果表明,在混合性别背景下,母亲和父亲在讨论广泛的话题时表现出相似的行为,而父亲则更强调教育和家庭建议。单一性别小组的讨论更加集中。妈妈们讨论医疗保健、睡眠、如厕训练和食物,以区分自己。就个体差异而言,我们发现,特别是在r/Parenting方面,高自我监控者倾向于通过讨论更多与Subreddit相关的话题来更符合Subreddit的规范。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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

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

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

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. 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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来源期刊
EPJ Data Science
EPJ Data Science MATHEMATICS, INTERDISCIPLINARY APPLICATIONS -
CiteScore
6.10
自引率
5.60%
发文量
53
审稿时长
13 weeks
期刊介绍: EPJ Data Science covers a broad range of research areas and applications and particularly encourages contributions from techno-socio-economic systems, where it comprises those research lines that now regard the digital “tracks” of human beings as first-order objects for scientific investigation. Topics include, but are not limited to, human behavior, social interaction (including animal societies), economic and financial systems, management and business networks, socio-technical infrastructure, health and environmental systems, the science of science, as well as general risk and crisis scenario forecasting up to and including policy advice.
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