ArticleAnnals of medicine2024
Metaverse-based simulation: a scoping review of charting medical education over the last two decades in the lens of the 'marvelous medical education machine'.
Article in Annals of medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
What it found
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Who cites it
23 citing papers in PubMed.
- Effects of metaverse-based education on motivation and academic achievement in undergraduate physiotherapy students: a randomized three-arm study.BMC medical education · 2026Trial
- The adoption, efficacy, and limitations of large language models in urological education: A cross-sectional survey.Medicine · 2026Article
- Virtual Horizons in Medicine: The Role of the Metaverse in Transforming Medical Education-A Qualitative Scoping Review.Health science reports · 2026Article
- The global contributions and emerging trends of extended reality-driven transformation in orthopedic surgical education: a bibliometric study.Journal of robotic surgery · 2026Review
- Article
- Preliminary evaluation of an AI-enhanced simulated interprofessional learning intervention for pharmacy students: a mixed-methods pilot study.BMC medical education · 2026Article
- Metaverse-based objective structured clinical examinations: an exploratory approach to advancing clinical competency assessment.Korean journal of medical education · 2026Article
- Interprofessional Training in Virtual Reality for Health Care: Experimental Study on Procedural Knowledge and Willingness to Collaborate.JMIR medical education · 2026Article
- Metaverse enabled virtual reality and simulation training for medical education review.iScience · 2026Review
- Rallying for Reflection: Pilot Use of Rubric to Facilitate Self-Reflection in Dental Education.European journal of dental education : official journal of the Association for Dental Education in Europe · 2026Article
- The Evolving Role of AI in Simulation-Based Medical Education: A Narrative Review.Advances in medical education and practice · 2026Review
- Metaverse and Immersive Technologies: Redefining the Future of Healthcare: A Scoping Review.International journal of preventive medicine · 2026Review
- Elucidating cognitive processes in cardiac arrest team leaders: a virtual reality-based cued-recall study of experts and novices.Annals of medicine · 2025Article
- Immersive Reality-Based Training Simulator for Dental Extraction: Protocol for a Randomized Pilot Trial.JMIR research protocols · 2025Article
- Impact of simulation-based learning on the academic performance of medical students during pediatric clerkships.BMC medical education · 2025Article
- Effectiveness of extended reality technologies in cardiopulmonary resuscitation training: a bayesian network meta-analysis.BMC emergency medicine · 2025Article
- From communication to action: using ordered network analysis to model team performance in clinical simulation.BMC medical education · 2025Article
- Review
- The application of the metaverse in surgical clinical teaching: transforming medical education through immersive approaches.Frontiers in oncology · 2025Review
- Digital neurosurgery in the era of intelligent medicine: a scoping review.Frontiers in medicine · 2025Review
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundOver the past two decades, the use of Metaverse-enhanced simulations in medical education has witnessed significant advancement. These simulations offer immersive environments and technologies, such as augmented reality, virtual reality, and artificial intelligence that have the potential to revolutionize medical training by providing realistic, hands-on experiences in diagnosing and treating patients, practicing surgical procedures, and enhancing clinical decision-making skills. This scoping review aimed to examine the evolution of simulation technology and the emergence of metaverse applications in medical professionals' training, guided by Friedman's three dimensions in medical education: physical space, time, and content, along with an additional dimension of assessment.
methodsIn this scoping review, we examined the related literature in six major databases including PubMed, EMBASE, CINAHL, Scopus, Web of Science, and ERIC. A total of 173 publications were selected for the final review and analysis. We thematically analyzed these studies by combining Friedman's three-dimensional framework with assessment.
resultsOur scoping review showed that Metaverse technologies, such as virtual reality simulation and online learning modules have enabled medical education to extend beyond physical classrooms and clinical sites by facilitating remote training. In terms of the Time dimension, simulation technologies have made partial but meaningful progress in supplementing traditional time-dependent curricula, helping to shorten learning curves, and improve knowledge retention. As for the Content dimension, high-quality simulation and metaverse content require alignment with learning objectives, interactivity, and deliberate practice that should be developmentally integrated from basic to advanced skills. With respect to the Assessment dimension, learning analytics and automated metrics from metaverse-enabled simulation systems have enhanced competency evaluation and formative feedback mechanisms. However, their integration into high-stakes testing is limited, and qualitative feedback and human observation remain crucial.
conclusionOur study provides an updated perspective on the achievements and limitations of using simulation to transform medical education, offering insights that can inform development priorities and research directions for human-centered, ethical metaverse applications that enhance healthcare professional training.
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Registered trials
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.