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Data sheet
Beyond Immersion: A Stage-Based Framework for Cross-Modal Immersive Technologies in Medical Education
Ahmad, C. M.
[1]
Ngo, A. L. T.
[3]
Kastle, R.A.
[1]
Rufino, L.
[1]
Amin, S.
[1]
Evan, B.
[1]
Zolnierz, M.
[1]
Cureus, 2026/07, 18(7):e112844. doi: 10.7759/cureus.112844, type of study: explorative study
Free full text
(https://www.cureus.com/articles/507900-beyond-immersion-a-stage-based-framework-for-cross-modal-immersive-technologies-in-medical-education#!/)
Keywords:
augmented reality
[2]
dermoscopy
[1]
diagnosis
[412]
explorative study
[28]
learning
[109]
medical students
[693]
OMT
[3925]
osteopathic manipulative treatment
[3946]
osteopathic medicine
[2108]
ultrasound
[57]
USA
[1751]
virtual reality
[11]
Abstract:
Background Immersive technologies such as virtual reality (VR), augmented reality (AR), and point-of-care ultrasound are increasingly used in medical education, yet most studies evaluate these tools in isolation. As a result, the relationships among immersive experience, cognitive workload, technical performance, and downstream diagnostic assessment remain poorly understood. This exploratory secondary analysis applied the Immersive Learning Engagement-Performance (ILEP) conceptual framework to a staged multimodal dataset to examine whether selected immersive psychological variables were associated with downstream Extension Proficiency Composite and exploratory distal diagnostic performance. Methods This theory-informed secondary analysis used participant-level data from a prospective staged protocol involving VR, AR, and ultrasound. All participants completed a VR module before assignment to an AR or ultrasound extension arm, and a subset also completed a dermoscopic image interpretation task as an exploratory downstream diagnostic assessment. Because of the staged design and modest sample size, analyses were conducted using a reduced observed-variable regression approach rather than latent structural equation modeling. Results Among participants completing the full final analytic pathway (N = 41), baseline dermoscopy knowledge was the strongest adjusted correlate of dermoscopic diagnostic accuracy (β = 0.86, p < 0.001). Extension Proficiency Composite showed a positive adjusted coefficient that did not reach statistical significance (β = 0.17, p = 0.060), while osteopathic manipulative medicine (OMM) Composite was not independently associated (p = 0.213). In the upstream model, VR-derived psychological presence and cognitive workload were not significantly associated with pooled extension-module performance, and the model demonstrated limited explanatory power (adjusted R^2 = 0.030). Conclusion Within this exploratory theory-informed analysis, distal dermoscopic diagnostic performance was primarily associated with baseline knowledge, whereas immersive psychological variables and Extension Proficiency Composite demonstrated limited or non-significant associations.
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