ReviewJMIR serious games2021
Augmented, Mixed, and Virtual Reality-Based Head-Mounted Devices for Medical Education: Systematic Review.
Review in JMIR serious games, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 176 papers, 14 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.
Desenvolupament i Avaluació de l'Experiència en Realitat Virtual en la Prova Pilot Per a Pacients Amb Dolor Crònic i Sensibilització Central Als Centres d'Atenció Primària de Badalona Serveis Assistencials
Effectiveness of Augmented Reality-Based Education on Public Knowledge, Attitudes, Behaviors, and Acceptance of Hospital Fire Safety
Who cites it
176 citing papers in PubMed, 14 syntheses or guidelines pooled it, 499 citations in OpenAlex.
- Effectiveness of extended reality in simulation-based ultrasound-guided regional anesthesia training: a systematic review.Canadian journal of anaesthesia = Journal canadien d'anesthesie · 2026Pooled it
- The role of extended reality technologies in hygiene education and training: a systematic review of applications, benefits, and challenges.BMC infectious diseases · 2026Pooled it
- Artificial intelligence in orthopaedic education, training and research: a systematic review.BMC medical education · 2025Pooled it
- The effectiveness of augmented reality/mixed reality in medical education: a meta-analysis.BMC medical education · 2025Pooled it
- Telementoring for surgical training in low-resource settings: a systematic review of current systems and the emerging role of 5G, AI, and XR.Journal of robotic surgery · 2025Pooled it
- The Impact of Virtual-, Augmented- and Mixed Reality during Preoperative Informed Consent: A Systematic Review of the Literature.Journal of medical systems · 2025Pooled it
- Simulation-Based Education of Health Workers in Low- and Middle-Income Countries: A Systematic Review.Global health, science and practice · 2024Pooled it
- Mixed Reality in Clinical Settings for Pediatric Patients and Their Families: A Literature Review.International journal of environmental research and public health · 2024Pooled it
- Virtual reality and behaviour management in paediatric dentistry: a systematic review.BMC oral health · 2023Pooled it
- Virtual Reality for Chronic Pain Management Among Historically Marginalized Populations: Systematic Review of Usability Studies.Journal of medical Internet research · 2023Pooled it
- Acceptability, Feasibility, and Effectiveness of Immersive Virtual Technologies to Promote Exercise in Older Adults: A Systematic Review and Meta-Analysis.Sensors (Basel, Switzerland) · 2023Pooled it
- Effectiveness of Virtual Reality on the Caregiving Competence and Empathy of Caregivers for Elderly with Chronic Diseases: A Systematic Review and Meta-Analysis.Journal of nursing management · 2023Pooled it
- Extended Reality in Neurosurgical Education: A Systematic Review.Sensors (Basel, Switzerland) · 2022Pooled it
- Augmented reality in interventional radiology education: a systematic review of randomized controlled trials.Sao Paulo medical journal = Revista paulista de medicinaPooled it
- Remote Augmented Reality Versus Traditional Simulation for Team Leader Assessment in a Cardiac Arrest Scenario: Noninferiority Randomized Controlled Trial.JMIR medical education · 2026Trial
- The effect of immersive simulation-based learning on an anatomy program in nursing education: a quasi-experimental study.Korean journal of medical education · 2025Trial
- The impact of mixed reality training method on novice trainees of dental implants: an in vitro study.BMC oral health · 2025Trial
- Virtual reality simulation training for childbirth: A cluster randomized crossover study.International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics · 2025Trial
- Development and user experience of a three-dimensional object-based virtual reality-simulation tool for dental radiography training: a randomized controlled trial.BMC medical education · 2025Trial
- Virtual reality or personal computer-based gynecologic pelvic exam simulation: medical student preferences.BMC medical education · 2025Trial
116 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 1 institution in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundAugmented reality (AR), mixed reality (MR), and virtual reality (VR), realized as head-mounted devices (HMDs), may open up new ways of teaching medical content for low-resource settings. The advantages are that HMDs enable repeated practice without adverse effects on the patient in various medical disciplines; may introduce new ways to learn complex medical content; and may alleviate financial, ethical, and supervisory constraints on the use of traditional medical learning materials, like cadavers and other skills lab equipment.
objectiveWe examine the effectiveness of AR, MR, and VR HMDs for medical education, whereby we aim to incorporate a global health perspective comprising low- and middle-income countries (LMICs).
methodsWe conducted a systematic review according to PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analysis) and Cochrane guidelines. Seven medical databases (PubMed, Cochrane Library, Web of Science, Science Direct, PsycINFO, Education Resources Information Centre, and Google Scholar) were searched for peer-reviewed publications from January 1, 2014, to May 31, 2019. An extensive search was carried out to examine relevant literature guided by three concepts of extended reality (XR), which comprises the concepts of AR, MR, and VR, and the concepts of medicine and education. It included health professionals who took part in an HMD intervention that was compared to another teaching or learning method and evaluated with regard to its effectiveness. Quality and risk of bias were assessed with the Medical Education Research Study Quality Instrument, the Newcastle-Ottawa Scale-Education, and A Cochrane Risk of Bias Assessment Tool for Non-Randomized Studies of Interventions. We extracted relevant data and aggregated the data according to the main outcomes of this review (knowledge, skills, and XR HMD).
resultsA total of 27 studies comprising 956 study participants were included. The participants included all types of health care professionals, especially medical students (n=573, 59.9%) and residents (n=289, 30.2%). AR and VR implemented with HMDs were most often used for training in the fields of surgery (n=13, 48%) and anatomy (n=4, 15%). A range of study designs were used, and quantitative methods were clearly dominant (n=21, 78%). Training with AR- and VR-based HMDs was perceived as salient, motivating, and engaging. In the majority of studies (n=17, 63%), HMD-based interventions were found to be effective. A small number of included studies (n=4, 15%) indicated that HMDs were effective for certain aspects of medical skills and knowledge learning and training, while other studies suggested that HMDs were only viable as an additional teaching tool (n=4, 15%). Only 2 (7%) studies found no effectiveness in the use of HMDs.
conclusionsThe majority of included studies suggested that XR-based HMDs have beneficial effects for medical education, whereby only a minority of studies were from LMICs. Nevertheless, as most studies showed at least noninferior results when compared to conventional teaching and training, the results of this review suggest applicability and potential effectiveness in LMICs. Overall, users demonstrated greater enthusiasm and enjoyment in learning with XR-based HMDs. It has to be noted that many HMD-based interventions were small-scale and conducted as short-term pilots. To generate relevant evidence in the future, it is key to rigorously evaluate XR-based HMDs with AR and VR implementations, particularly in LMICs, to better understand the strengths and shortcomings of HMDs for medical education.
Indexed as
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.