Evidence map›Paper›PMID 41555895›Full record

ArticleMedical science educator2025

Choosing Wisely for Simulation-Based Learning in Health Professions Education.

Sandra Monteiro, Matthew Sibbald, James Beecroft, Farhan Bhanji, Kyla Caners, Ruth Chen, Jasdeep Dhir, Renate Kahlke, Amy Keuhl, Vicki LeBlanc and 6 more

Abstract read
In one paragraph

Article in Medical science educator, 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

16 authors.

Sandra MonteiroCentre for Simulation-Based Learning (CSBL), McMaster Education Research, Innovation and Theory (MERIT), McMaster University, Hamilton, Canada.ORCID 0000-0001-8723-5942
Matthew SibbaldMichael G. DeGroote School of Medicine, McMaster Education Research, Innovation and Theory (MERIT), McMaster University, Hamilton, Canada.ORCID 0000-0002-0022-2370
James BeecroftFamily Medicine, McMaster University, Hamilton, Canada.
Farhan BhanjiSteinberg Center for Simulation and Interactive Learning, Institute of Health Sciences Education, McGill University, Montreal, Canada.ORCID 0000-0002-0125-9546
Kyla CanersDepartment of Emergency Medicine, Queen's University, Kingston, Canada.ORCID 0000-0003-3001-2320
Ruth ChenSchool of Nursing, McMaster University, Hamilton, Canada.ORCID 0000-0002-5331-3356
Jasdeep DhirNational Association for Clinical Education in Physiotherapy, McMaster University, Hamilton, Canada.ORCID 0000-0003-3841-5968
Renate KahlkeDepartment of Medicine, McMaster Education Research, Innovation and Theory (MERIT), McMaster University, Hamilton, Canada.ORCID 0000-0002-4473-5039
Amy KeuhlMcMaster Education Research, Innovation and Theory (MERIT), McMaster University, Hamilton, Canada.ORCID 0000-0001-6039-9453
Vicki LeBlancDepartment of Innovation in Medical Education, University of Ottawa, Ottawa, Canada.ORCID 0000-0001-5407-6420
Alim NagjiFamily Medicine, McMaster University, Hamilton, Canada.ORCID 0000-0003-4152-4348
Andrew PetrosoniakDepartment of Medicine, University of Toronto, Toronto, Canada.ORCID 0000-0001-6252-1192
Bingxian WangCentre for Simulation-Based Learning, McMaster University, Hamilton, Canada.
Sarah WojkowskiSchool of Rehabilitation Science, Program for Interprofessional Practice, Education and Research (PIPER), McMaster University, Hamilton, Canada.ORCID 0000-0002-8103-0281
Elizabeth M WoosterSchool of Medicine, Toronto Metropolitan University, Toronto, Canada.
Yi Fei Faye YuDepartment of Family and Community Medicine, University of Toronto, Toronto, Canada.ORCID 0000-0002-4160-9344

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In health professions education contexts, simulation is often used as an educational technique that replicates scenarios from practice, allowing learners to engage with and learn about both the practice context and specific tasks that they need to learn or refine. Simulation has been widely used in health professions education to balance the need to successfully train students in clinical skills competencies while optimizing patient safety. Simulation-based learning has many benefits including standardized clinical scenarios, decreased reliance on vulnerable patients, facilitated feedback, and improved learner competency and decision-making skills. A growing number of academic institutions have adopted simulation-based learning into their curriculum for training future healthcare professionals. However, advancing the adoption and cost management of simulation-based education requires an evidence-based approach that aligns learning objectives with simulation designs. Guided by the open-access Choosing Wisely framework and campaign starter kit, this diverse author group identified common high- and low-value applications of simulation-based education design. In this paper, we outline our methodology and offer 10 statements in the form of Choosing Wisely style recommendations, representing a synthesis of empirical work and our collective experience. Supplementary Information: The online version contains supplementary material available at 10.1007/s40670-025-02471-z.

Indexed as

CostEducationResourcesSimulation

Identifiers

PMID41555895
PMCPMC12812128

What OpenQuestion holds

Textmetadata
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.