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Accepted for/Published in: JMIR Medical Education

Date Submitted: Jun 23, 2025
Date Accepted: Apr 8, 2026

The final, peer-reviewed published version of this preprint can be found here:

e-Learning, Distance Education, and Virtual and Augmented Reality in Orthopedic Training: European Cross-Sectional Survey of Trainee Acceptance Guided by the Technology Acceptance Model and Unified Theory of Acceptance and Use of Technology

Schlegl AT, Ostojić M, Unterfrauner I, Ciolli G, Megaloikonomos PD, Igoumenou VG, Mercurio M, Stark T, Kordic D, Dietvorst M, Santos FL, Nyakas V, Tóth L, Komócsi A, Maróti P, Matuz A

e-Learning, Distance Education, and Virtual and Augmented Reality in Orthopedic Training: European Cross-Sectional Survey of Trainee Acceptance Guided by the Technology Acceptance Model and Unified Theory of Acceptance and Use of Technology

JMIR Med Educ 2026;12:e79418

DOI: 10.2196/79418

PMID: 42430717

Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.

E-Learning, Distance Education, Augmented and Virtual Reality in Orthopaedic Training: European Trainees’ Post-Pandemic Perspectives

  • Adam Tibor Schlegl; 
  • Marko Ostojić; 
  • Ines Unterfrauner; 
  • Gianluca Ciolli; 
  • Panayiotis D. Megaloikonomos; 
  • Vasilios G. Igoumenou; 
  • Michele Mercurio; 
  • Thomas Stark; 
  • David Kordic; 
  • Martijn Dietvorst; 
  • Filipe Lima Santos; 
  • Viktória Nyakas; 
  • Luca Tóth; 
  • András Komócsi; 
  • Péter Maróti; 
  • András Matuz

ABSTRACT

Background:

The integration of E-learning, distance education, and AR/VR technologies is reshaping education. Despite growing adoption in postgraduate medical education, the perspectives of trainees across Europe on these digital tools are not well documented.

Objective:

We aimed to examine the attitude of orthopaedic and trauma trainees towards distance learning and e-learning on a European level.

Methods:

An online survey was distributed to orthopaedic and trauma trainees in Europe to gauge attitudes toward digital learning. The survey included adapted questions from validated scales, gathered demographic data, and assessed digital skills and attitudes. Analytical methods included Wilcoxon tests, ANOVA, clustering, multinomial logistic regression, and factor analysis to ensure the reliability and validity of attitudinal measures.

Results:

Data from 217 respondents in 29 countries were analysed. E-learning had the highest adoption, while AR/VR technologies were less commonly used. Overall attitudes were positive, with AR/VR receiving notably high ratings (M=4.07). Cluster analysis revealed three groups: “Enthusiastic,” “Supportive,” and “Hesitant,” with digital competence and GDP as significant predictors of group membership. Attitudes differed by workplace and national GDP, highlighting regional variations in resources and technology access.

Conclusions:

Orthopaedic and trauma trainees broadly support for digital learning innovations, with a notable preference for AR/VR. Digital competence and institutional support are critical in fostering acceptance. These findings highlight the importance of educational programs tailored to enhance digital skills, particularly focusing on VR/AR. Policy adjustments are recommended to allocate resources for technological advancements and to address regional disparities, ensuring the effective integration of advanced learning tools across different economic contexts. By prioritizing digital literacy and resource equity, educators and policymakers can better facilitate the adoption of transformative educational technologies.


 Citation

Please cite as:

Schlegl AT, Ostojić M, Unterfrauner I, Ciolli G, Megaloikonomos PD, Igoumenou VG, Mercurio M, Stark T, Kordic D, Dietvorst M, Santos FL, Nyakas V, Tóth L, Komócsi A, Maróti P, Matuz A

e-Learning, Distance Education, and Virtual and Augmented Reality in Orthopedic Training: European Cross-Sectional Survey of Trainee Acceptance Guided by the Technology Acceptance Model and Unified Theory of Acceptance and Use of Technology

JMIR Med Educ 2026;12:e79418

DOI: 10.2196/79418

PMID: 42430717

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