A student maintained critical distance from GenAI outputs through a paradoxical trust in their untrustworthiness, deriving practical value while staying sceptical¶
Claim · All claims
Evidence · 1 study · qualitativer3·q2
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? One active adopter described trusting GenAI precisely to be untrustworthy, which let him use it for study and work while keeping critical distance. → Fawns 2026
Evidence¶
Fawns 2026¶
Fawns, T., Bearman, M., Corbin, T., Henderson, M., McLean, J., Matthews, K. E., Oberg, G., Liang, Y., & Walton, J. (2026). Illuminating complex student realities of artificial intelligence through an entangled pedagogy framework. Higher Education. https://doi.org/10.1007/s10734-026-01730-1
q2 · i? · qualitative · r3
Focus-group account of Howard, an active adopter who used GenAI for academic questions and workplace problem-solving. The article reports this stance "helped him to maintain critical distance while still deriving practical value."
"You can trust it to be untrustworthy… that's a level of mistrust that I also kind of trust. It's got that certainty there of being untrustworthy."
Discussion¶
Related Claims¶
- Students described the verification label as a reason to engage with AI-generated material that did not end their own scrutiny of it
- Students describe concrete verification behaviors for GenAI explanations, treating evaluation as an iterative filter rather than a single accept-or-reject judgment
- Prior knowledge and trust calibration moderate GenAI learning effects: fluent output is most persuasive when learners least can challenge it
- Student experiences with GenAI in design thinking fall into four themes: perceived benefits, ethical concerns, hesitance and acceptance, and critical validation
- Learners selectively filtered and adopted AI-generated feedback while maintaining pedagogical agency — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
paradoxical-trust-untrustworthy-genai |
title |
A student maintained critical distance from GenAI outputs through a paradoxical trust in their untrustworthiness, deriving practical value while staying sceptical |
description |
A student maintained critical distance from GenAI outputs through a paradoxical trust in their untrustworthiness, deriving practical value while staying sceptical |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
source_checked |
2026-10-20 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — fawns-2026 |
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