Evidence map›Paper›PMID 41741940›Full record

ArticleMemory & cognition2026

Autonomy in learning: Predictability modulates the beneficial effect of choice on memory.

Zhaoqi Zhang, Lieke L F van Lieshout, Harold Bekkering

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. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Zhaoqi ZhangDonders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands. claire.zhang@donders.ru.nl.ORCID http://orcid.org/0009-0003-1924-7353
Lieke L F van LieshoutDonders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands.
Harold BekkeringDonders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

When people are offered the opportunity to choose, they tend to learn better. However, the cognitive mechanisms of the beneficial effect of choice on memory remain to be further investigated. On the one hand, self-determination theory has proposed that choices themselves might be motivating in and of themselves, even when their consequences are not predictable. On the other hand, from a predictive coding perspective, choices facilitate learning because they enhance the prediction of upcoming information. To delve deeper into these two interpretations, we conducted two experiments using a learning task in which we independently manipulated choice and predictability. In Experiment 1, we included 55 participants, while Experiment 2 included 56 participants. In half of the blocks, participants could choose which object they wanted to see (choice), while in other blocks, the choices were made for them (no choice). Meanwhile, in half of the choice and no-choice blocks, they would always see the selected object (high-predictability), while in other blocks, they had a 50% chance to see the selected object (low-predictability). The memory accuracy was tested by a recognition task. In both experiments, we found that the facilitatory effect of choice on memory accuracy existed under both high and low predictability. However, this effect was smaller under low predictability. These findings provided evidence for both interpretations: choices enhance learning because they are motivating by themselves, meanwhile facilitating prediction processes. This study has important implications for education, urging teachers to offer choices to students and to satisfy students' needs in classroom settings.

Indexed as

Anticipation, PsychologicalChoice BehaviorLearningPersonal AutonomyRecognition, PsychologyAdultFemaleHumansMaleYoung AdultAutonomyChoicesLearning motivationMemoryPrediction

Identifiers

PMID41741940
PMCPMC13461742

What OpenQuestion holds

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Registered trials

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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.