Comparing self-generated keywords with expert keywords increases bias, specifically underconfidence¶
Claim · All claims
Evidence · 1 study · causalr2·q3
Currency · newest study 2021 · 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? Contrary to the optimization hypothesis, bias (underconfidence) increased from the first to the second measurement time point in the keyword+external standard group but remained unchanged in the keyword-only group. → Waldeyer 2021
Evidence¶
Waldeyer 2021¶
Waldeyer, J., & Roelle, J. (2021). The keyword effect: A conceptual replication, effects on bias, and an optimization. Metacognition and Learning, 16, 37–56. https://doi.org/10.1007/s11409-020-09235-7
q3 · i? · causal · r2
Planned contrast on bias across measurement time points in the same experiment. The keyword+external standard group's underconfidence increased from T1 to T2 while the keyword group's bias "remained unchanged"; the same contrast was significant for bias, t(105) = 2.45, p = .008 (one-tailed), ηp2 = .05.
"However, contrary to our expectations, for the students who additionally compared their keywords with expert ones the bias (here: level of underconfidence) increased from the first to the second measurement time point, whereas it remained unchanged in the keyword group."
Discussion¶
Related Claims¶
- Generating or comparing keywords had no substantial effect on posttest learning performance
- The keyword-quality–JOL correlation increases after comparison with expert keywords, indicating learners exploit keyword quality as a cue only when given external standards — related
- Generating delayed keywords does not reduce bias in comprehension judgments — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
expert-keyword-comparison-increases-underconfidence |
title |
Comparing self-generated keywords with expert keywords increases bias, specifically underconfidence |
description |
Comparing self-generated keywords with expert keywords increases bias, specifically underconfidence |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2021 |
generated |
by process:wiki-ingest on 2026-10-19 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — waldeyer-2021 |
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