Exoskeleton for the Mind: Exploring Strategies Against Misinformation with a Metacognitive Agent

04/18/2023
by   Yeongdae Kim, et al.
0

Misinformation is a global problem in modern social media platforms with few solutions known to be effective. Social media platforms have offered tools to raise awareness of information, but these are closed systems that have not been empirically evaluated. Others have developed novel tools and strategies, but most have been studied out of context using static stimuli, researcher prompts, or low fidelity prototypes. We offer a new anti-misinformation agent grounded in theories of metacognition that was evaluated within Twitter. We report on a pilot study (n=17) and multi-part experimental study (n=57, n=49) where participants experienced three versions of the agent, each deploying a different strategy. We found that no single strategy was superior over the control. We also confirmed the necessity of transparency and clarity about the agent's underlying logic, as well as concerns about repeated exposure to misinformation and lack of user engagement.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/30/2022

Finding Strategies Against Misinformation in Social Media: A Qualitative Study

Misinformation spread through social media has become a fundamental chal...
research
04/14/2018

"With 1 follower I must be AWESOME :P". Exploring the role of irony markers in irony recognition

Conversations in social media often contain the use of irony or sarcasm,...
research
04/22/2023

Trust and Reliance in Consensus-Based Explanations from an Anti-Misinformation Agent

The illusion of consensus occurs when people believe there is consensus ...
research
09/13/2023

Cleaning Up the Streets: Understanding Motivations, Mental Models, and Concerns of Users Flagging Social Media Posts

Social media platforms offer flagging, a technical feature that empowers...
research
10/11/2021

Perspective-taking to Reduce Affective Polarization on Social Media

The intensification of affective polarization worldwide has raised new q...
research
10/14/2022

Analysing Donors' Behaviour in Non-profit Organisations for Disaster Resilience: The 2019–2020 Australian Bushfires Case Study

With the advancement and proliferation of technology, non-profit organis...
research
05/07/2019

The Alt-Right and Global Information Warfare

The Alt-Right is a neo-fascist white supremacist movement that is involv...

Please sign up or login with your details

Forgot password? Click here to reset