Evidence map›Paper›PMID 41285845›Full record

ArticleNPJ science of learning2025

Prior text-based learning enhances the benefits of simulation-based learning on confidence and long-term recall.

Angélique Lebert, Óscar Vilarroya

Abstract read
In one paragraph

Article in NPJ science of learning, 2025. 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
–field-weighted citation impact
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

2 authors.

Angélique LebertUnitat de Recerca en Neurociència Cognitiva, Departament de Psiquiatria I Medicina Legal, Universitat Autònoma de Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0001-6813-111X
Óscar VilarroyaUnitat de Recerca en Neurociència Cognitiva, Departament de Psiquiatria I Medicina Legal, Universitat Autònoma de Barcelona, Barcelona, Spain. Oscar.Vilarroya@uab.cat.ORCID http://orcid.org/0000-0001-8285-5624

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Simulation-based learning (SBL) has been mostly studied in medical and STEM settings, where its specific role in learning is difficult to isolate. We ran a randomized, counterbalanced mixed design (N = 88) in which naïve adults learned two fictitious clinical cases via a live standardized-patient simulation or a structured text format; content and exposure time were matched. One month later, video- and text-based evaluations assessed accuracy, reaction time, and confidence. SBL yielded faster responses and higher accuracy than text. An order effect emerged: learning text first boosted subsequent SBL accuracy, while the opposite order did not. Individual imagery ability predicted better accuracy overall and more strongly in the text condition. Participants were more likely to report absolute confidence after SBL, with confidence more closely aligned to accuracy. These findings suggest that both SBL and text support durable learning, but their effects depend on instructional order and imagery ability, and SBL additionally enhances confidence-accuracy calibration.

Identifiers

PMID41285845
PMCPMC12748732

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.