ArticleAEM education and training2023
Technology-enhanced simulation in emergency medicine: Updated systematic review and meta-analysis 1991-2021.
Article in AEM education and training, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
8 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Identifying Research Priorities in Digital Education for Health Care: Umbrella Review and Modified Delphi Method Study.Journal of medical Internet research · 2025Pooled it
- Innovative teaching in legal medicine through forensic simulation: a case-based educational project.International journal of legal medicine · 2026Article
- Self-efficacy in mass casualty incident training using mixed reality.Advances in simulation (London, England) · 2026Article
- Using Generative AI to Appraise the Quality of Medical Education Research Studies: Agreement Between AI-Generated and Human MERSQI Scores.AEM education and training · 2026Article
- Better teaching in the ICU: from educational principles to case-based, visualization-guided, and AI-enhanced training infrastructure.Critical care (London, England) · 2026Article
- Midline Catheters: A Novel Curriculum for Emergency Medicine Residents.Journal of education & teaching in emergency medicine · 2026Article
- Deconstructing resuscitation training for healthcare providers: a protocol for a component network meta-analysis.BMJ open · 2025Article
- Technology-enhanced simulation in emergency medicine: Updated systematic review and meta-analysis 1991-2021.AEM education and training · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Over the past decade, the use of technology-enhanced simulation in emergency medicine (EM) education has grown, yet we still lack a clear understanding of its effectiveness. This systematic review aims to identify and synthesize studies evaluating the comparative effectiveness of technology-enhanced simulation in EM. Methods: We searched MEDLINE, EMBASE, PsycINFO, CINAHL, ERIC, Web of Science, and Scopus to identify EM simulation research that compares technology-enhanced simulation with other instructional modalities. Two reviewers screened articles for inclusion and abstracted information on learners, clinical topics, instructional design features, outcomes, cost, and study quality. Standardized mean difference (SMD) effect sizes were pooled using random effects. Results: We identified 60 studies, enrolling at least 5279 learners. Of these, 23 compared technology-enhanced simulation with another instructional modality (e.g., living humans, lecture, small group), and 37 compared two forms of technology-enhanced simulation. Compared to lecture or small groups, we found simulation to have nonsignificant differences for time skills (SMD 0.33, 95% confidence interval [CI] -0.23 to 0.89, Conclusions: Technology-enhanced simulation is effective for EM learners for skills acquisition. Features such as computer-assisted guidance, repetition, and active learning are associated with greater effectiveness.
Identifiers
What OpenQuestion holds
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.