Multimodal analysis of disinformation and misinformation.
literature review
machine learning
multimodal dis-/misinformation
qualitative analysis
Journal
Royal Society open science
ISSN: 2054-5703
Titre abrégé: R Soc Open Sci
Pays: England
ID NLM: 101647528
Informations de publication
Date de publication:
Dec 2023
Dec 2023
Historique:
received:
05
07
2023
accepted:
22
11
2023
medline:
21
12
2023
pubmed:
21
12
2023
entrez:
21
12
2023
Statut:
epublish
Résumé
The use of disinformation and misinformation campaigns in the media has attracted much attention from academics and policy-makers. Multimodal analysis or the analysis of two or more semiotic systems-language, gestures, images, sounds, among others-in their interrelation and interaction is essential to understanding dis-/misinformation efforts because most human communication goes beyond just words. There is a confluence of many disciplines (e.g. computer science, linguistics, political science, communication studies) that are developing methods and analytical models of multimodal communication. This literature review brings research strands from these disciplines together, providing a map of the multi- and interdisciplinary landscape for multimodal analysis of dis-/misinformation. It records the substantial growth starting from the second quarter of 2020-the start of the COVID-19 epidemic in Western Europe-in the number of studies on multimodal dis-/misinformation coming from the field of computer science. The review examines that category of studies in more detail. Finally, the review identifies gaps in multimodal research on dis-/misinformation and suggests ways to bridge these gaps including future cross-disciplinary research directions. Our review provides scholars from different disciplines working on dis-/misinformation with a much needed bird's-eye view of the rapidly emerging research of multimodal dis-/misinformation.
Identifiants
pubmed: 38126058
doi: 10.1098/rsos.230964
pii: rsos230964
pmc: PMC10731323
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
230964Informations de copyright
© 2023 The Authors.
Déclaration de conflit d'intérêts
We declare we have no competing interests.