Unveiling surgical expertise through machine learning in a novel VR/AR spinal simulator: A multilayered approach using transfer learning and connection weights analysis

Author:

Alkadri SamiORCID,Del Maestro Rolando F.,Driscoll MarkORCID

Funder

Royal College of Physicians and Surgeons of Canada

Montreal Neurological Institute and Hospital

NSERC

Publisher

Elsevier BV

Reference35 articles.

1. Surgical education, simulation, and simulators-updating the concept of validity;Goldenberg;Curr. Urol. Rep.,2018

2. Virtual reality training in laparoscopic surgery: a systematic review & meta-analysis;Alaker;Int. J. Surg.,2016

3. S. Alkadri, R. F. Del Maestro, and M. Driscoll, "Face, content, and construct validity of a novel VR/AR surgical simulator of a minimally invasive spine operation," Med. Biol. Eng. Comput.

4. Analysis of surgical forces required to gain access using a probe for minimally invasive spine surgery via cadaveric-based experiments towards use in training simulators;El-Monajjed;IEEE (Inst. Electr. Electron. Eng.) Trans. Biomed. Eng.,2020

5. Kinematic study and layout design of a haptic device mounted on a spine bench model for surgical training;Alkadri,2018

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