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Updated: Dec 4, 2025

Author Spotlight: Enhancing Engineering Education via WebVR-Based Online Laboratories
Published on: February 23, 2024
Establishing Objective Measures of Clinical Competence in Undergraduate Medical Education Through Immersive Virtual
Matthew W Zackoff1, Daniel Young2, Rashmi D Sahay3
1Department of Pediatrics, University of Cincinnati College of Medicine (MW Zackoff, L Fei, FJ Real, A Guiot, C Lehmann, M Klein), Cincinnati, Ohio; Division of Critical Care Medicine, Department of Pediatrics, Cincinnati Children's Hospital Medical Center (MW Zackoff), Cincinnati, Ohio.
Objective:
The Association of American Medical Colleges defines recognition of the need for urgent or emergent escalation of care as a key Entrustable Professional Activity (EPA) for entering residency (EPA#10). This study pilots the use of an immersive virtual reality (VR) platform for defining objective observable behaviors as standards for evaluation of medical student recognition of impending respiratory failure.
Methods:
A cross-sectional observational study was conducted from July 2018 to December 2019, evaluating student performance during a VR scenario of an infant in impending respiratory failure using the OculusRift VR platform. Video recordings were rated by 2 pair of physician reviewers blinded to student identity. One pair provided a consensus global assessment of performance (not competent, borderline, or competent) while the other used a checklist of observable behaviors to rate performance. Binary discriminant analysis was used to identify the observable behaviors that predicted the global assessment rating.
Results:
Twenty-six fourth year medical students participated. Student performance of 8 observable behaviors was found to be most predictive of a rating of competent, with a 91% probability. Correctly stating that the patient required an escalation of care had the largest contribution toward predicting a rating of competent, followed by commenting on the patient's increased heart rate, low oxygen saturation, increased respiratory rate, and stating that the patient was in respiratory distress.
Conclusions:
This study demonstrates that VR can be used to establish objective and observable performance standards for assessment of EPA attainment - a key step in moving towards competency based medical education.

