恐惧和文化背景驱动法国的性偏见——一种情绪分析方法

Nina-Maria Fronhofer, C. Herbert, V. Durand, A. Alvergne, M. Raymond, M. Barkat-Defradas
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引用次数: 0

摘要

摘要性偏见及其负面后果仍然是西方社会的主要问题,许多研究试图找出其社会文化基础。然而,大多数研究都通过自我报告或内隐联想测试(IATs)将性偏见付诸实践,尽管它在语言使用中表现出来,并可以在自发言语中追踪到。在这里,我们报告了一项实验研究的结果,该研究调查了自发语音样本语料库中的性偏见。具体来说,我们在一种上下文敏感的情绪分析方法中测试了参与者对显示同性恋伴侣的图片提示的反应,即态度(消极与积极)和情绪(喜悦、悲伤、愤怒、恐惧、厌恶)。我们还考虑了偏见态度的社会文化基础,特别是参与者的文化背景(法国对马格里布)、年龄和性别的影响。我们发现,文化背景和性别对表达消极与积极态度的频率以及离散的情绪类别都有强烈影响,即男性马格里布参与者更消极,表达更多恐惧。研究结果是在法国目前的多样性方法及其对潜在偏见监管策略的影响的背景下进行讨论的。我们进一步讨论了我们的上下文敏感情绪分析方法在多大程度上推动了对性偏见的研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fear and cultural background drive sexual prejudice in France – a sentiment analysis approach
Abstract Sexual prejudice and its negative consequences remain major issues in Western societies, and numerous studies have tried to pinpoint its sociocultural underpinnings. However, most research has operationalized sexual prejudice via self-report measures or via implicit association tests (IATs), although it surfaces in language use and can be traced in spontaneous speech. Here, we report results from an experimental study investigating sexual prejudice in a corpus of spontaneous speech samples. Specifically, we tested in a context-sensitive sentiment analysis approach which attitudes (negative vs. positive) and emotions (joy, sadness, anger, fear, disgust) were voiced by the participants in response to picture prompts displaying homosexual couples. We also considered the sociocultural basis of prejudicial attitudes, in particular the effects of the participants’ cultural background (France vs. Maghreb), age and gender. We find strong effects of cultural background and gender both on the frequency of negative vs. positive attitudes expressed, and on discrete emotion categories, namely that male Maghrebian participants were more negative and conveyed more fear. The results are discussed in the context of current diversity approaches in France and their implications for potential prejudice regulation strategies. We further discuss in how far our context-sensitive sentiment analysis approach advances research on sexual prejudice.
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