Developing Surgical Skill Level Classification Model Using Visual Metrics and a Gradient Boosting Algorithm

Objective:. Assessment of surgical skills is crucial for improving training standards and ensuring the quality of primary care. This study aimed to develop a gradient-boosting classification model to classify surgical expertise into inexperienced, competent, and experienced levels in robot-assisted...

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Bibliographic Details
Main Authors: Somayeh B. Shafiei, Saeed Shadpour, James L. Mohler, Kristopher Attwood, Qian Liu, Camille Gutierrez, Mehdi Seilanian Toussi
Format: Article
Language:English
Published: Wolters Kluwer Health 2023-06-01
Series:Annals of Surgery Open
Online Access:http://journals.lww.com/10.1097/AS9.0000000000000292