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面部表情符号解读中的年龄差异:在唤醒-效价空间上的分类

Age Differences in the Interpretation of Facial Emojis: Classification on the Arousal-Valence Space.

作者信息

Kutsuzawa Gaku, Umemura Hiroyuki, Eto Koichiro, Kobayashi Yoshiyuki

机构信息

Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa, Japan.

出版信息

Front Psychol. 2022 Jul 14;13:915550. doi: 10.3389/fpsyg.2022.915550. eCollection 2022.

DOI:10.3389/fpsyg.2022.915550
PMID:35910971
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9333063/
Abstract

Emojis are universal tools that are frequently used to express people's emotional states throughout daily communications. They are often applied in various fields of research, such as consumer surveys, as indicators of users' emotional states. Further analyses of emoji interpretation among people with age are required to ensure the validity of emojis as a metric in such fields of research, thereby reducing misunderstandings. However, details regarding the effect of age on both arousal and valence, as they pertain to the interpretation of emojis, remain unclear. Therefore, in this study, we investigate the effects of the interpretation of facial emojis on the arousal-valence space among people of varying age groups. We conducted an online survey involving 2,000 participants, whereby we employed a nine-point scale to evaluate the valence and arousal levels associated with 74 facial emojis. Based on the two axes of valence and arousal among the age groups involved in this study, emojis are categorized into six similar clusters. For the two negative clusters, i.e., strongly negative and moderately negative sentiments, the group involving middle-aged participants showed significantly higher levels of arousal compared to the group involving young participants. Additionally, not all emojis classified into the aforementioned negative clusters indicate age difference. Based on these results, this study recommends using emojis with no age-related effects on the negative clusters as indices for evaluating human emotions.

摘要

表情符号是通用工具,在日常交流中经常用于表达人们的情绪状态。它们经常被应用于各种研究领域,如消费者调查,作为用户情绪状态的指标。需要对不同年龄段人群对表情符号的解读进行进一步分析,以确保表情符号在这些研究领域作为一种度量标准的有效性,从而减少误解。然而,关于年龄对与表情符号解读相关的唤醒和效价的影响的细节仍不清楚。因此,在本研究中,我们调查了面部表情符号解读对不同年龄组人群在唤醒-效价空间中的影响。我们进行了一项在线调查,涉及2000名参与者,采用九点量表来评估与74个面部表情符号相关的效价和唤醒水平。基于本研究中涉及的年龄组的效价和唤醒两个轴,表情符号被分为六个相似的类别。对于两个消极类别,即强烈消极和中度消极情绪,中年参与者组与年轻参与者组相比,表现出显著更高的唤醒水平。此外,并非所有归类于上述消极类别的表情符号都显示出年龄差异。基于这些结果,本研究建议使用在消极类别上对年龄无相关影响的表情符号作为评估人类情绪的指标。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e378/9333063/c99fa86e0f30/fpsyg-13-915550-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e378/9333063/2d008b5b4ade/fpsyg-13-915550-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e378/9333063/c99fa86e0f30/fpsyg-13-915550-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e378/9333063/2d008b5b4ade/fpsyg-13-915550-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e378/9333063/c99fa86e0f30/fpsyg-13-915550-g002.jpg

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本文引用的文献

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The Meaning of Emoji to Describe Food Experiences in Pre-Adolescents.表情符号对描述青春期前儿童食物体验的意义。
Foods. 2020 Sep 16;9(9):1307. doi: 10.3390/foods9091307.
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Age-Related Differences in Emoji Evaluation.年龄相关的表情评价差异。
利用情绪趋势预测 COVID-19 病例:以日本为例的 Twitter 表情符号分析
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Exp Aging Res. 2020 Oct-Dec;46(5):416-432. doi: 10.1080/0361073X.2020.1790087. Epub 2020 Jul 14.
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