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Perception and deception: Exploring individual responses to deepfakes across different modalities

This study is one of the first to investigate the relationship between modalities and individuals' tendencies to believe and share different forms of deepfakes (also deep fakes). Using an online survey experiment conducted in the US, participants were randomly assigned to one of three disinform...

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Detalles Bibliográficos
Autores principales: Ahmed, Saifuddin, Chua, Hui Wen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10556585/
https://www.ncbi.nlm.nih.gov/pubmed/37810833
http://dx.doi.org/10.1016/j.heliyon.2023.e20383
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author Ahmed, Saifuddin
Chua, Hui Wen
author_facet Ahmed, Saifuddin
Chua, Hui Wen
author_sort Ahmed, Saifuddin
collection PubMed
description This study is one of the first to investigate the relationship between modalities and individuals' tendencies to believe and share different forms of deepfakes (also deep fakes). Using an online survey experiment conducted in the US, participants were randomly assigned to one of three disinformation conditions: video deepfakes, audio deepfakes, and cheap fakes to test the effect of single modality against multimodality and how it affects individuals’ perceived claim accuracy and sharing intentions. In addition, the impact of cognitive ability on perceived claim accuracy and sharing intentions between conditions are also examined. The results suggest that individuals are likelier to perceive video deepfakes as more accurate than cheap fakes, but not audio deepfakes. Yet, individuals are more likely to share video deepfakes than cheap and audio deepfakes. We also found that individuals with high cognitive ability are less likely to perceive deepfakes as accurate or share them across formats. The findings emphasize that deepfakes are not monolithic, and associated modalities should be considered when studying user engagement with deepfakes.
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spelling pubmed-105565852023-10-07 Perception and deception: Exploring individual responses to deepfakes across different modalities Ahmed, Saifuddin Chua, Hui Wen Heliyon Research Article This study is one of the first to investigate the relationship between modalities and individuals' tendencies to believe and share different forms of deepfakes (also deep fakes). Using an online survey experiment conducted in the US, participants were randomly assigned to one of three disinformation conditions: video deepfakes, audio deepfakes, and cheap fakes to test the effect of single modality against multimodality and how it affects individuals’ perceived claim accuracy and sharing intentions. In addition, the impact of cognitive ability on perceived claim accuracy and sharing intentions between conditions are also examined. The results suggest that individuals are likelier to perceive video deepfakes as more accurate than cheap fakes, but not audio deepfakes. Yet, individuals are more likely to share video deepfakes than cheap and audio deepfakes. We also found that individuals with high cognitive ability are less likely to perceive deepfakes as accurate or share them across formats. The findings emphasize that deepfakes are not monolithic, and associated modalities should be considered when studying user engagement with deepfakes. Elsevier 2023-09-21 /pmc/articles/PMC10556585/ /pubmed/37810833 http://dx.doi.org/10.1016/j.heliyon.2023.e20383 Text en © 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Ahmed, Saifuddin
Chua, Hui Wen
Perception and deception: Exploring individual responses to deepfakes across different modalities
title Perception and deception: Exploring individual responses to deepfakes across different modalities
title_full Perception and deception: Exploring individual responses to deepfakes across different modalities
title_fullStr Perception and deception: Exploring individual responses to deepfakes across different modalities
title_full_unstemmed Perception and deception: Exploring individual responses to deepfakes across different modalities
title_short Perception and deception: Exploring individual responses to deepfakes across different modalities
title_sort perception and deception: exploring individual responses to deepfakes across different modalities
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10556585/
https://www.ncbi.nlm.nih.gov/pubmed/37810833
http://dx.doi.org/10.1016/j.heliyon.2023.e20383
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