فراتر از مثبت یا منفی: تجزیه و تحلیل احساسات کیفی از واکنش های رسانه های اجتماعی حوادث استرس زا غیر منتظره
Beyond positive or negative: Qualitative sentiment analysis of social media reactions to unexpected stressful events
نویسندگان |
این بخش تنها برای اعضا قابل مشاهده است ورودعضویت |
اطلاعات مجله |
www.journals.elsevier.comcomputers-in-human-behavior |
سال انتشار |
, March 2016 |
فرمت فایل |
PDF |
کد مقاله |
9300 |
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چکیده (انگلیسی):
Sentiment analysis techniques are increasingly used to grasp reactions from social media users to unexpected and potentially stressful social events. This paper argues that, alongside assessments of the affective valence of social media content as negative or positive, there is a need for a deeper understanding of the context in which reactions are expressed and the specific functions that users' emotional states may reflect. To demonstrate this, we present a qualitative analysis of affective expressions on Twitter collected in Germany during the 2011 EHEC food contamination incident based on a coding scheme developed from Skinner et al.'s (2003) coping classification framework. Affective expressions of coping were found to be diverse not only in terms of valence but also in the adaptive functions they served: beyond the positive or negative tone, some people perceived the outbreak as a threat while others as a challenge to cope with. We discuss how this qualitative sentiment analysis can allow a better understanding of the way the overall situation is perceived – threat or challenge – and the resources that individuals experience having to cope with emerging demands.
کلمات کلیدی مقاله (فارسی):
توییتر؛ تحلیل کیفی؛ تجزیه و تحلیل احساسات؛ مقابله؛ ارتباطات بحران؛ مدیریت بحران
کلمات کلیدی مقاله (انگلیسی):
Twitter; Qualitative analysis; Sentiment analysis; Coping; Crisis communication; Emergency Management
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