SynthesisFrontiers in medicine2023
Technology-enhanced simulation for healthcare professionals: A meta-analysis.
Synthesis in Frontiers in medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 2 of them syntheses 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
16 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Effectiveness of artificial intelligence-driven simulation in dental education: a systematic review and meta-analysis of learning outcomes.BMC medical education · 2026Pooled it
- Revolutionizing thoracic surgery education: a bibliometric analysis of the past decade's literature.Journal of cardiothoracic surgery · 2024Pooled it
- Immersive virtual reality vs. traditional instruction for short-term learning and follow-up outcomes in the Bobath concept: a randomized controlled trial.BMC medical education · 2026Trial
- Simulator development using natural language: clinician-led innovation through artificial intelligence.Advances in simulation (London, England) · 2026Review
- Virtual Reality: Applications in Veterinary Science.Veterinary medicine and science · 2026Review
- Progress in educational theory and translational implementation of simulation-based education for healthcare professionals: an integrative analysis from theory to effectiveness.Frontiers in medicine · 2026Review
- Education and training models for point-of-care ultrasound in perioperative medicine: a narrative review.Frontiers in medicine · 2026Review
- A nursing-led pathway to safe task sharing in Japan: Interprofessional simulation and a common competency credential.Japan journal of nursing science : JJNS · 2026Article
- Pediatric procedural sedation and analgesia in the emergency setting in community hospitals in Italy: current status and challenges.Italian journal of pediatrics · 2025Article
- Advancing Medical Training with Mixed Reality and Haptic Feedback Simulator for Acupuncture Needling.Sensors (Basel, Switzerland) · 2025Article
- The effect of simulation training on the counseling skills of nutritional science students in dietetic internships.BMC medical education · 2025Article
- Review
- Virtually There: A Framework for Immersive Technology to Enable Global Health Engagements-Pioneering Frontiers in Medical Readiness and Global Health Diplomacy.Journal of medical extended reality · 2025Article
- How Are Alternative Clinical Placements Performed Compared to Traditional Clinical Placements During the COVID-19 Pandemic? Sought Through a Systematic Review and Meta-Analysis.Medical science educator · 2024Review
- Taxonomy of teaching methods and their use in health professions education: a scoping review protocol.BMJ open · 2024Article
- Virtual Reality and Simulation Videos as Effective Training Tools for Creating Safe and Inclusive Environments for Transgender People.Nursing reports (Pavia, Italy) · 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
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Aim: There have been substantial changes in the simulation technology landscape, in particular virtual reality (VR), during the past decade, which have resulted in increased abundance and decreased cost. We therefore updated a previous meta-analysis conducted in 2011, aiming to quantify the impact of digital technology-enhanced simulation (T-ES) compared with traditional teaching in physicians, physicians-in-training, nurses, and nursing students. Design: We conducted a meta-analysis consisting of randomized controlled trials published in English between January 2011 and December 2021 in peer-reviewed journals indexed in seven databases. Moderators for study duration, instruction, type of healthcare worker, type of simulation, outcome measure, and study quality rated by Medical Education Research Study Quality Instrument (MERSQI) score were included in our model and used to calculate estimated marginal means (EMMs). Results: The overall effect of T-ES was positive across the 59 studies included in the analysis compared with traditional teaching [overall effect size 0.80 (95% CI 0.60, 1.00)]. This indicates that T-ES is effective in improving outcomes across a wide variety of settings and participants. The impact of T-ES was found to be greatest for expert-rated product metrics such as procedural success, and process metrics such as efficiency, compared with knowledge and procedure time metrics. Conclusions: The impacts of T-ES training on the outcome measures included in our study were greatest in nurses, nursing students and resident physicians. T-ES was strongest in studies featuring physical high-fidelity mannequins or centers, compared with VR sensory environment T-ES, though there was considerable uncertainty in all statistical analyses. Further high-quality studies are required to assess direct effects of simulation training on patient and public health outcomes.
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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.