SynthesisJournal of robotic surgery2025
Telementoring for surgical training in low-resource settings: a systematic review of current systems and the emerging role of 5G, AI, and XR.
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 14 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
14 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Remote robot-assisted renal surgery: a systematic review and single-arm meta-analysis of real-world evidence.Journal of robotic surgery · 2026Pooled it
- Safety and feasibility of robotic telesurgery in urological procedures: a systematic review and meta-analysis of clinical data.Journal of robotic surgery · 2026Pooled it
- SAGES white paper: strategic principles, operational considerations, and practical recommendations for building sustainable laparoscopic surgical training in low-resource settings: a 10-step guide.Surgical endoscopy · 2026Article
- Top 5 Surgical Education Innovations for Low-Resource Settings Over the Last 50 years.World journal of surgery · 2026Review
- Bioethics in the era of digital surgery: artificial intelligence, robotics, telesurgery and the surgical black box: who owns the mistakes? Who owns my health data?International orthopaedics · 2026Article
- Evaluating the Role of Surgical Telementoring in the Acquisition of Surgical Skills in Laparoscopic Cholecystectomy: Protocol for a Pilot Randomized Controlled Trial.JMIR research protocols · 2026Article
- From Low-Resource Innovation to High-Resource Learning: Head-Mounted Cameras as a Tool to Strengthen Surgical and Burn Care Training.European burn journal · 2026Article
- From innovation to implementation: expanding global access to mechanical circulatory support and heart transplantation.Frontiers in cardiovascular medicine · 2026Review
- Implementation and preliminary evaluation of a structured stepwise training program for laparoscopic partial nephrectomy: a single-center pilot study.Frontiers in medicine · 2026Article
- Educational psychology empowers the complete utilization of mobile medical education resources: strategies and practical proposals.Frontiers in psychology · 2026Article
- 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
- Telementoring for surgical education in LMICs: balancing innovation with practical realities.Journal of robotic surgery · 2025Article
- Ischial Pressure Ulcer Reconstruction: A Critical Review of the Paradigm Shift From Wound Coverage to Functional Restoration.Wound repair and regeneration : official publication of the Wound Healing Society [and] the European Tissue Repair SocietyReview
- Artificial intelligence in modern clinical practice (Review).Medicine internationalReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
Telementoring in surgical training enables expert surgeons to provide real-time remote guidance to trainees. This technique is increasingly adopted to address surgical training gaps in low- and middle-income countries (LMICs), i.e., nations with a gross national income per capita of $13,845 or less. However, existing systems are constrained by conventional communication systems, which experience high latency, limited bandwidth, and poor video resolution. These challenges hinder the integration of immersive and interactive technologies such as virtual reality (VR), augmented reality (AR), and haptic feedback, which would enhance learning outcomes, especially in resource-constrained environments. AR overlays digital images onto the real-world environment, whereas VR immerses users in a fully computer-generated environment, enabling trainees to interact with surgical components as if they are in the real world. In addition, the advent of the fifth generation of mobile networks (5G), which delivers ultra-low latency, high bandwidth, and support for network slicing, offers a promising foundation for scaling high-fidelity telementoring systems. Moreover, the integration of artificial intelligence (AI), i.e., equipping computer systems with the ability to perform tasks that would typically require human intelligence, can enable real-time performance analytics and skill assessment of the trainees. In regions lacking reliable network backbone infrastructure, such as fiber, hybrid approaches that combine low-cost 5G deployments with satellite communication can be leveraged to achieve reliable end-to-end connectivity. Therefore, this systematic literature review evaluates current surgical telementoring systems, their enabling technologies, and associated challenges, with emphasis on LMIC contexts, where such systems will have the greatest benefits. Through a structured Population, Intervention, Comparison, and Outcome (PICO)-based synthesis, we address five key research questions that span key aspects such as current telementoring systems and technologies, functional and technical requirements, educational outcome effectiveness, and the gaps addressed by modern technology and connection solutions, i.e., 5G, AI, VR, and AR. In addition, we identify recurrent challenges and propose a design framework that can be adopted in low-resource settings. Finally, we outline future development directions, including AI-driven evaluation models, scalable system architectures, and policy frameworks to guide the development of secure, cost-effective, and equitable telementoring platforms to advance global surgical education.
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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.