Presence of cognitive bias cues in COVID-19 fake news on social media and its role in individuals' vulnerability to believing them

The COVID-19 global pandemic has had a severe impact on nations, causing numerous deaths, severe economic losses, and disruptions in everyday life. One concern is the rising amount of COVID-19 related fake news that has penetrated the digital space, causing confusion and uncertainty during these tim...

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Main Author: Keerthanna, K.
Other Authors: Khoo Soo Guan, Christopher
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2020
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Online Access:https://hdl.handle.net/10356/145581
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1455812023-03-05T15:45:07Z Presence of cognitive bias cues in COVID-19 fake news on social media and its role in individuals' vulnerability to believing them Keerthanna, K. Khoo Soo Guan, Christopher School of Social Sciences Majeed Khader ASSGKHOO@ntu.edu.sg, majeed@ntu.edu.sg Social sciences::Psychology::Motivation The COVID-19 global pandemic has had a severe impact on nations, causing numerous deaths, severe economic losses, and disruptions in everyday life. One concern is the rising amount of COVID-19 related fake news that has penetrated the digital space, causing confusion and uncertainty during these times. Examining this issue from a psychological and communications sciences lens is important in combating and deterring such fake news. However, there is little research into how fake news may contain cues that result in the use of cognitive biases when consuming them. This study examined the role of the authority bias, negativity bias, and confirmation bias, in individuals’ consumption of COVID-19 related fake news in comparison to real news. This was achieved using a text mining approach to extract cues of the three biases, from a dataset of 500 fake news and 500 real news collected from social media. ANOVA results found a stronger presence of authority and confirmation bias cues in COVID-19 related fake news than real news. Further, logistic regression found several cognitive bias cues, which include message length, word length, use of negation words, first-person pronouns, numerics, and emotions of hate and torment, to be significant in the detection of fake news. These findings have implications for areas of fake news interventions of improving fake news corrections, media literacy, and automated fact-checking techniques. Bachelor of Arts in Psychology and Media Analytics 2020-12-29T07:57:13Z 2020-12-29T07:57:13Z 2020 Final Year Project (FYP) https://hdl.handle.net/10356/145581 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Social sciences::Psychology::Motivation
spellingShingle Social sciences::Psychology::Motivation
Keerthanna, K.
Presence of cognitive bias cues in COVID-19 fake news on social media and its role in individuals' vulnerability to believing them
description The COVID-19 global pandemic has had a severe impact on nations, causing numerous deaths, severe economic losses, and disruptions in everyday life. One concern is the rising amount of COVID-19 related fake news that has penetrated the digital space, causing confusion and uncertainty during these times. Examining this issue from a psychological and communications sciences lens is important in combating and deterring such fake news. However, there is little research into how fake news may contain cues that result in the use of cognitive biases when consuming them. This study examined the role of the authority bias, negativity bias, and confirmation bias, in individuals’ consumption of COVID-19 related fake news in comparison to real news. This was achieved using a text mining approach to extract cues of the three biases, from a dataset of 500 fake news and 500 real news collected from social media. ANOVA results found a stronger presence of authority and confirmation bias cues in COVID-19 related fake news than real news. Further, logistic regression found several cognitive bias cues, which include message length, word length, use of negation words, first-person pronouns, numerics, and emotions of hate and torment, to be significant in the detection of fake news. These findings have implications for areas of fake news interventions of improving fake news corrections, media literacy, and automated fact-checking techniques.
author2 Khoo Soo Guan, Christopher
author_facet Khoo Soo Guan, Christopher
Keerthanna, K.
format Final Year Project
author Keerthanna, K.
author_sort Keerthanna, K.
title Presence of cognitive bias cues in COVID-19 fake news on social media and its role in individuals' vulnerability to believing them
title_short Presence of cognitive bias cues in COVID-19 fake news on social media and its role in individuals' vulnerability to believing them
title_full Presence of cognitive bias cues in COVID-19 fake news on social media and its role in individuals' vulnerability to believing them
title_fullStr Presence of cognitive bias cues in COVID-19 fake news on social media and its role in individuals' vulnerability to believing them
title_full_unstemmed Presence of cognitive bias cues in COVID-19 fake news on social media and its role in individuals' vulnerability to believing them
title_sort presence of cognitive bias cues in covid-19 fake news on social media and its role in individuals' vulnerability to believing them
publisher Nanyang Technological University
publishDate 2020
url https://hdl.handle.net/10356/145581
_version_ 1759856099415031808