Evidence map›Paper›PMID 40464843›Full record

ArticleMemory & cognition2026

Judgments of learning impair rule-based discovery.

Kit S Double, Dominic Tran, Micah B Goldwater

Abstract read
In one paragraph

Article in Memory & cognition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Kit S DoubleSchool of Psychology, The University of Sydney, Sydney, NSW, Australia. kit.double@sydney.edu.au.ORCID 0000-0001-8120-1573
Dominic TranSchool of Psychology, The University of Sydney, Sydney, NSW, Australia.
Micah B GoldwaterSchool of Psychology, The University of Sydney, Sydney, NSW, Australia.

Funding

Australian Research Council DE230101223
6 · The paper itself

Abstract

Eliciting judgments of learning (JOLs) from participants has been shown to enhance memory recall on paired-associates tasks in some contexts, a reactivity effect. However, little is known about the effect of JOLs on forms of learning where the task requires generalizing beyond the training set, such as in category learning. Here, we explore the effect of JOLs on relational rule discovery using a categorization paradigm. In Experiments 1 and 2, where both a relational rule and visual stimulus features can be effectively used for categorization, we show that JOLs impair rule discovery but do not affect memorization of visual features. In Experiment 3, we modified the task such that only a relational rule could be used to categorize stimuli and observed no evidence of reactivity. We explain these findings using a conservative strategy-shift account of reactivity, which proposes that eliciting JOLs causes participants to shift strategies to utilize the more obviously rewarded strategy. Specifically, when participants have multiple viable strategies, JOLs shift participants' categorization strategy away from rule discovery and instead encourage a more obvious strategy based on memorization of visual features.

Indexed as

Concept FormationJudgmentLearningMental RecallPattern Recognition, VisualAdultFemaleHumansMaleMetacognitionYoung AdultCategory learningJudgments of learningKnowledge transferMemorizationReactivityRelational learningRule-based discovery

Identifiers

PMID40464843
PMCPMC12864244

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.