SynthesisSurgical endoscopy2024
Training in robotic-assisted surgery: a systematic review of training modalities and objective and subjective assessment methods.
Synthesis in Surgical endoscopy, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07618429 (Control Location Using Two Commands), which is not on this map. Cited by 34 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.
Control Location Using Two Commands: Hand Versus Foot, Workload and Accuracy Response Trial: A Randomized Controlled Trial in Robotic Surgery Simulation
Who cites it
34 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Technology-enhanced training in basic robotic surgical skills: a systematic review.Journal of robotic surgery · 2026Pooled it
- Assessing effectiveness and skill transferability in multi-platform simulated training for robotic surgical skills: a systematic review.Journal of robotic surgery · 2025Pooled it
- Randomized double-blind protocol for cross-specialty competency assessment in robotic surgery training using GEARS: a single-center initial validation study.Journal of robotic surgery · 2026Trial
- Artificial intelligence-based action recognition and skill assessment in robotic cardiac surgery simulation: a feasibility study.Journal of robotic surgery · 2025Trial
- Development and validation of objective performance metrics for robot-assisted basic surgical skills in a simulated anastomosis task using a single-port robotic system.Journal of robotic surgery · 2026Article
- Validity, reliability, and predictive performance of a multi-tool competency assessment framework in a multi-specialty robotic surgery training program: the WETPROF experience.Journal of robotic surgery · 2026Article
- Association Between Video-Derived Digital Operative Metrics and GEARS Scores in Robotic Surgery and Development of an Exploratory Multivariable Model.Journal of clinical medicine · 2026Article
- Instructional Design for Surgical Novices Based on Cognitive Load Theory: Implications for Urologic Surgery Training.International journal of urology : official journal of the Japanese Urological Association · 2026Review
- Learning Curve and Video-Based Technical Assessment of a Standardized Vesicourethral Anastomosis in Novice Robotic Surgeons.Current oncology (Toronto, Ont.) · 2026Article
- Quality over quantity: early performance predicts suturing proficiency in robotic surgery simulation.Journal of robotic surgery · 2026Observational
- Explainable machine learning for automated robotic surgical skill assessment using rich kinematic features.Journal of robotic surgery · 2026Article
- Preliminary translational assessment of robotic surgery skills for vascular dissection: from simulator to in vivo porcine model.Journal of robotic surgery · 2026Article
- The evolution of cardiothoracic surgery training: from apprenticeship to AI-assisted simulation.Kardiochirurgia i torakochirurgia polska = Polish journal of cardio-thoracic surgery · 2026Review
- Training and credentialing in robotic general surgery.International journal of colorectal disease · 2026Review
- Adjacent-room dual-console Remote Surgical Training (ReST) with takeover capability on the da Vinci Xi: a porcine-model feasibility study.Journal of robotic surgery · 2026Article
- The Nerve-Sparing Quality (NSQ) Score: A Novel Intraoperative Scoring System for Assessing Nerve-Sparing Quality During Robot-Assisted Radical Prostatectomy-A Concept and Feasibility Study.Journal of clinical medicine · 2026Article
- Evaluating learning curves and robotic skill transfer to hinotori™: CUSUM analysis after complete platform conversion in radical prostatectomy.World journal of urology · 2026Article
- Robot-assistedWorld journal of transplantation · 2026Article
- Development and validation of a unified OSATS tool for open surgical knot-tying.BMC medical education · 2026Observational
- Artificial Intelligence Applications in Gastric Cancer Surgery: Bridging Early Diagnosis and Responsible Precision Medicine.Journal of clinical medicine · 2026Review
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
introductionThe variety of robotic surgery systems, training modalities, and assessment tools within robotic surgery training is extensive. This systematic review aimed to comprehensively overview different training modalities and assessment methods for teaching and assessing surgical skills in robotic surgery, with a specific focus on comparing objective and subjective assessment methods.
methodsA systematic review was conducted following the PRISMA guidelines. The electronic databases Pubmed, EMBASE, and Cochrane were searched from inception until February 1, 2022. Included studies consisted of robotic-assisted surgery training (e.g., box training, virtual reality training, cadaver training and animal tissue training) with an assessment method (objective or subjective), such as assessment forms, virtual reality scores, peer-to-peer feedback or time recording.
resultsThe search identified 1591 studies. After abstract screening and full-texts examination, 209 studies were identified that focused on robotic surgery training and included an assessment tool. The majority of the studies utilized the da Vinci Surgical System, with dry lab training being the most common approach, followed by the da Vinci Surgical Skills Simulator. The most frequently used assessment methods included simulator scoring system (e.g., dVSS score), and assessment forms (e.g., GEARS and OSATS).
conclusionThis systematic review provides an overview of training modalities and assessment methods in robotic-assisted surgery. Dry lab training on the da Vinci Surgical System and training on the da Vinci Skills Simulator are the predominant approaches. However, focused training on tissue handling, manipulation, and force interaction is lacking, despite the absence of haptic feedback. Future research should focus on developing universal objective assessment and feedback methods to address these limitations as the field continues to evolve.
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.