Deception-cue instructions and facial-expression trainings are largely ineffective at reducing misinformation susceptibility¶
Claim · All claims
Evidence · 1 study · reviewr3·q3
Currency · newest study 2025 · not yet checked against its sources · 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.
q3 i? Across the reviewed deception literature, instructions on specific deception cues and facial-expression trainings were largely ineffective, with mixed and sometimes negative results. → Rau 2025
Evidence¶
Rau 2025¶
Rau, M. A., & Premo, A. E. (2025). Systematic Review of Educational Approaches to Misinformation. Educational Psychology Review. https://doi.org/10.1007/s10648-025-10012-8
q3 · i? · review · r3
The review's discussion of 30 lie-detection articles concludes that "the reviewed deception-cue instructions and facial-expression trainings were largely ineffective at reducing susceptibility to misinformation", citing null, mixed, and negative findings such as worse performance after instruction with examples in one study.
"Altogether, the reviewed deception-cue instructions and facial-expression trainings were largely ineffective at reducing susceptibility to misinformation, regardless of the targeted types of cues or pedagogical devices."
Discussion¶
Related Claims¶
- General pre-warnings mostly show null effects, but monitoring with susceptibility feedback reduces susceptibility — related
- Explicit attention-focusing and discrepancy-detection interventions largely reduce susceptibility; mindfulness interventions do not — related
- Comprehensive lie detection trainings mostly show positive effects
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
deception-cue-instructions-facial-trainings-ineffective |
title |
Deception-cue instructions and facial-expression trainings are largely ineffective at reducing misinformation susceptibility |
description |
Deception-cue instructions and facial-expression trainings are largely ineffective at reducing misinformation susceptibility |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-22 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — rau-2025 |
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