Please use this identifier to cite or link to this item: http://hdl.handle.net/10125/71409

Effects of Sentiments on the Morphing of Falsehoods and Correction Messages on Social Media

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Title:Effects of Sentiments on the Morphing of Falsehoods and Correction Messages on Social Media
Authors:King, Kelvin
Wang, Bin
Escobari, Diego
Keywords:Strategy, Information, Technology, Economics, and Society (SITES)
econometrics
fake news
information correction
information morphing
show 1 moresentiments
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Date Issued:05 Jan 2021
Abstract:The burgeoning literature on fake news reveals that the emotional context of the message is a major factor that drives its diffusion on social media. However, studies have largely missed a major aspect of the diffusion process, which is the morphing of the textual contents themselves during this process. Our study first visually illustrates through hazard functions that, while falsehoods morphs aggressively at the initial stages, correction messages morph more aggressively in the long run. In addition, we leverage on cosine distance and econometric modeling to empirically investigate how sentiment affects the morphing of fake news and their correction messages. We find that positive sentiments, emotionally charged messages and correction messages positively affect the morphing of messages during the diffusion process. Our results also show that, as time goes by, the impacts of sentiments on morphing change.
Pages/Duration:10 pages
URI:http://hdl.handle.net/10125/71409
ISBN:978-0-9981331-4-0
DOI:10.24251/HICSS.2021.789
Rights:Attribution-NonCommercial-NoDerivatives 4.0 International
https://creativecommons.org/licenses/by-nc-nd/4.0/
Appears in Collections: Strategy, Information, Technology, Economics, and Society (SITES)


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