SynthesisJournal of robotic surgery2025
Impact of extended reality on robot-assisted surgery training: a systematic review and meta-analysis.
Synthesis in Journal of robotic surgery, 2025. 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.
- 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
- Institutional availability, training resources, and supervised participation in robot-assisted surgery among Polish urology residents: a nationwide survey.Journal of robotic surgery · 2026Article
- Status of the application of artificial intelligence (AI) in robotic surgical skills training in the modern robotic era and future horizons: a systematic review.Surgical endoscopy · 2026Review
- Patients' perceptions of ethical issues in semi-autonomous robot-assisted surgery.Surgical endoscopy · 2026Article
- Exploring the Application of HoloLens Mixed Reality Combined with Eye Tracking and Visual Perception Technologies in Pediatric Orthopedic 3D Education.Journal of medical systems · 2025Review
- SETY©: A next-generation robotic training platform for safe and autonomous surgery in space - surgical biomechatronics design and Hardware-Software integration within the SY-MIS project.Journal of robotic surgery · 2025Article
- Review
- "Comment on: Impact of extended reality on robot-assisted surgery training: methodological insights and future directions".Journal of robotic surgery · 2025Article
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.
Funding
Abstract
Robot-assisted surgeries (RAS) have an extremely steep learning curve. Because of this, surgeons have created many methods to practice RAS outside the operating room. These training models usually include animal or plastic models; however, extended reality simulators have recently been introduced into surgical training programs. This systematic review and meta-analysis was conducted to determine if extended reality simulators can improve the performance of robotic novices and how their performance compares to the conventional training of surgeons on surgical robots. Using the PRISMA 2020 guidelines, a systematic review was performed searching PubMed, Embase, Web of Science, and Cochrane library for studies that compared the performance of robotic novices that received no additional training, trained with extended reality, or trained with inanimate physical simulators (conventional additional training). Articles that gauged performance using GEARS or time to complete measurements were included, while articles that did not make this comparison were excluded. A meta-analysis was performed on the 15 studies found using SPSS to compare the performance outcomes of the novices after training. Robotic novices trained with extended reality simulators showed a statistically significant improvement in time to complete (Cohen's d = -0.95, p = 0.02) compared to those with no additional training. Extended reality training also showed no statistically significant difference in performance in time to complete (Cohen's d = 0.65, p = 0.14) or GEARS scores (Cohen's d = -0.093, p = 0.34) compared to robotic novices trained with conventional models. This meta-analysis seeks to determine if extended reality simulators translate complex skills to surgeons in a low-cost and low-risk environment.
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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.