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Key Literature in Medical Education (KeyLIME) is a weekly podcast produced by the Royal College of Physicians and Surgeons of Canada.

We bring you the main points of a medical education article in under half a hour! Articles that are important, innovative, or will impact your educational practice are discussed. Earn MOC credits under Section 2 for each podcast.  

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Jason R. Frank: @drjfrank 

Jonathan Sherbino: @sherbino 

Linda Snell: @LindaSMedEd 

Lara Varpio: @LaraVarpio

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Jun 16, 2020

Episode Length: 34:39

Author: Winkler-Schwartz et. al.

Publication: Machine Learning Identification of Surgical and Operative Factors Associated With Surgical Expertise in Virtual Reality Simulation

Purpose of study: “To identify surgical and operative factors selected by a machine learning algorithm to accurately classify participants by level of expertise in a virtual reality surgical procedure.”

Voting for Methodology and Impact: 28:07

Read a KeyLIMErs response to this Episode here

Follow our co-hosts on Twitter!

Jason R. Frank: @drjfrank 

Jonathan Sherbino: @sherbino 

Linda Snell: @LindaSMedEd 

Lara Varpio: @LaraVarpio

Lara Varpio's Disclaimer: The views expressed in this manuscript are solely those of the authors and do not necessarily reflect those of the Uniformed Services University of the Unites States Department of Defense. 

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Full transcript for this Episode is available here.