Text vs. Images: Understanding emotional expressions on social media during COVID-19 pandemic

Qiuwen Li
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Abstract

Due to the global spread of COVID-19, people all around the world have been forced to change the way they communicate and interact with others. Keeping social distance and wearing masks helps prevent the spread of coronavirus, and also makes online social platforms increase in demand in an unprecedented way (Flynn, 2008). Prolonged social isolation during COVID-19 is likely to have negative effects on mental health and communication on an individual. Researchers have found evidence for caused and elevated anxiety disorders such as somatization, post-traumatic stress disorder, panic disorders and depression amongst individuals during the COVID-19 pandemic (Meikle, 2016). Numerous studies have found that people only show their “good side” and positive emotions on social media. How does social media reveal our anxiety disorders during Covid? Do emotions expressed in pictures match with its text content on social media? In this research, 500 most recent selfies from individual accounts between December 1st and 10th in 2021 from age ranges 13 to 55 years old were downloaded for the study. The study used IBM Watson tone analyzer and Sky-Biometry as tools for linguistic analysis and emotion detection. In addition, the research compared imagery and text content in social media as a function of emotional expression and methods.Keywords: Emotional Expressions, Communication, Social Media, COVID-19, Photography Posts, Text, Instagram, Social Network, Attention Theory, Mental Health
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文本与图像:理解COVID-19大流行期间社交媒体上的情绪表达
由于新冠肺炎在全球蔓延,世界各地的人们被迫改变与他人沟通和互动的方式。保持社交距离和戴口罩有助于防止冠状病毒的传播,也使在线社交平台的需求以前所未有的方式增加(Flynn, 2008)。COVID-19期间长期的社会隔离可能会对个人的心理健康和沟通产生负面影响。研究人员发现,在2019冠状病毒病大流行期间,个体之间存在躯体化、创伤后应激障碍、恐慌症和抑郁症等焦虑症引起和加剧的证据(Meikle, 2016)。大量研究发现,人们只会在社交媒体上展示自己“好的一面”和积极的情绪。社交媒体如何揭示我们在Covid期间的焦虑症?图片中表达的情感与社交媒体上的文字内容匹配吗?在这项研究中,研究人员下载了2021年12月1日至10日期间,年龄在13岁至55岁之间的个人账户上的500张最新自拍。该研究使用IBM Watson音调分析仪和Sky-Biometry作为语言分析和情感检测的工具。此外,本研究还比较了社交媒体中的图像和文本内容作为情感表达的功能和方法。关键词:情绪表达、沟通、社交媒体、COVID-19、摄影帖子、文字、Instagram、社交网络、注意理论、心理健康
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