ArticleGMS journal for medical education2023
Immersive training of clinical decision making with AI driven virtual patients - a new VR platform called medical tr.AI.ning.
Article in GMS journal for medical education, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it, 26 citations in OpenAlex.
- Advancements in artificial intelligence transforming medical education: a comprehensive overview.Medical education online · 2025Pooled it
- Developing and Integrating Virtual Reality Courses in Medical Education: Tutorial and Implementation Guideline Informed by Best Practices From the National Project "medical tr.AI.ning".JMIR medical education · 2026Article
- Faculty Perspectives on AI Integration in Anatomy Education in the United Arab Emirates: Cross-Sectional Survey.JMIR medical education · 2026Article
- Enhancing Medical Education: The Role of Artificial Intelligence Tools in the Teaching-Learning Process.Advances in medical education and practice · 2026Review
- Transforming thyroid disease education: AI and virtual technologies in residency training.Frontiers in endocrinology · 2026Review
- Artificial intelligence in anesthesiology education: transformative applications, challenges, and future perspectives.Frontiers in medicine · 2026Review
- A pilot study evaluating a low-cost virtual reality simulator for transesophageal echocardiography training in anesthesiology residents.Journal of education and health promotion · 2026Article
- Artificial intelligence in undergraduate medical education: an updated scoping review.BMC medical education · 2025Article
- Application of DeepSeek-assisted problem-based learning in hematology residency training.BMC medical education · 2025Article
- Instructor-Led VR training in medical emergency rescue education for road traffic accidents: a questionnaire-based study.Scientific reports · 2025Article
- Current Clinical and Educational Uses of Immersive Reality in Anesthesia: Narrative Review.Journal of medical Internet research · 2025Review
- A virtual patient authoring tool for transcatheter aortic valve replacement.International journal of computer assisted radiology and surgery · 2025Article
- Artificial intelligence, extended reality, and emerging AI-XR integrations in medical education.Frontiers in digital health · 2025Review
- Based on digital intelligence: teaching innovation and practice of veterinary internal medicine in China's southwest frontier.Frontiers in veterinary science · 2025Review
- Immersive learning in medical education: analyzing behavioral insights to shape the future of VR-based courses.BMC medical education · 2024Article
- Revolutionizing medical education: Surgery takes the lead in virtual reality research.Surgery open science · 2024Article
- Reviewing the current state of virtual reality integration in medical education - a scoping review.BMC medical education · 2024Article
- Medical students' AI literacy and attitudes towards AI: a cross-sectional two-center study using pre-validated assessment instruments.BMC medical education · 2024Article
- Perspectives on enhancing clinical informatics education in the artificial intelligence era.Journal of clinical informatics · 2024Article
- Comprehensive Assessment of Physiological and Psychological Responses to Virtual Reality Experiences.Journal of medical extended reality · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Medical students need to be prepared for various situations in clinical decision-making that cannot be systematically trained with real patients without risking their health or integrity. To target system-related limitations of actor-based training, digital learning methods are increasingly used in medical education, with virtual reality (VR)- training seeming to have high potential. Virtually generated training scenarios allow repetitive training of highly relevant clinical skills within a protected, realistic learning environment. Thanks to Artificial Intelligence (AI), face-to-face interaction with virtual agents is feasible. Combining this technology with VR-simulations offers a new way of situated context-based, first-person training for medical students. Project goal and method: The authors' aim is to develop a modular digital training platform for medical education with virtual, interactable agents and to integrate this platform into the medical curriculum. The medical tr.AI.ning platform will provide veridical simulation of clinical scenarios with virtual patients, augmented with highly realistic medical pathologies within a customizable, realistic situational context. Medical tr.AI.ning is scaled to four complementary developmental steps with different scenarios that can be used separately and so each outcome can successively be integrated early within the project. Every step has its own focus (visual, movement, communication, combination) and extends an author toolbox through its modularity. The modules of each step will be specified and designed together with medical didactics experts. Perspective: To ensure constant improvement of user experience, realism, and medical validity, the authors will perform regular iterative evaluation rounds.Furthermore, integration of medical tr.AI.ning into the medical curriculum will enable long-term and large-scale detection of benefits and limitations of this approach, providing enhanced alternative teaching paradigms for VR technology.
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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.