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University of Illinois at Urbana-Champaign

Measuring epistemic trust: towards a new lens for democratic legitimacy, misinformation, and echo chambers

Abstract

dc:description

Trust is crucial for the functioning of complex societies. Testimony, from one speaker to another, underlies many social systems. Epistemic trust, or testimonial credibility, is the likelihood to accept a speaker's claim due to belief on their competence or sincerity. Epistemic trust is closely related to several `pathological epistemic phenomena': democratic (il)legitimacy, the spread of misinformation, and echo chambers. To the best of my knowledge, this theoretical contribution is novel in the field of social computing. I further argue that epistemic trust is no philosophical novelty: it is measurable. Weakly supervised text classification approaches achieve F1 scores of around 80 to 85 per cent on detecting epistemic distrust. This is also, to the best of my knowledge, a novel task in natural language processing. I measure expressions of epistemic distrust across 954 political communities on Reddit. I find that expressions of epistemic distrust are relatively rare, although there are substantial differences between communities. Conspiratorial communities and those focused on controversial political topics tend to express more distrust. Communities with strong epistemic norms enforced by moderation are likely to express low levels. While I find users to be an important potential source of contagion of epistemic distrust, community norms appear to dominate. It is likely that epistemic trust is more useful as an aggregated risk factor. Finally, I argue that policymakers should be aware of epistemic trust considering their reliance on legitimacy underwritten by testimony.

Degree

thesis:*
Name thesis:degree_name
M.S.
Level thesis:degree_level
Thesis
Discipline thesis:degree_discipline
Computer Science
Grantor
University of Illinois at Urbana-Champaign
Year dc:date
2023

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Jones, Dominic Zaun Eu
Contributors dc:contributor
  • Chandrasekharan, Eshwar

Subjects

dc:subject × 11

Rights

dc:rights
Statement dc:rights
  • Copyright 2023 Dominic Zaun Eu Jones
Language dc:language
en, eng

Identifiers

dc:identifier.*
Handle dc:identifier
https://hdl.handle.net/2142/120314

Chain of custody

source
Harvested from
University of Illinois - Urbana-Champaign
Base URL
www.ideals.illinois.edu/oai-pmh
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Jones, Dominic Zaun Eu. Measuring epistemic trust: towards a new lens for democratic legitimacy, misinformation, and echo chambers. Thesis thesis, University of Illinois at Urbana-Champaign, 2023. https://hdl.handle.net/2142/120314