An Ensemble Learning Approach to Improving Prediction of Case Duration for Spine Surgery: Algorithm Development and Validation

BackgroundEstimating surgical case duration accurately is an important operating room efficiency metric. Current predictive techniques in spine surgery include less sophisticated approaches such as classical multivariable statistical models. Machine learning approaches have b...

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Bibliographic Details
Main Authors: Rodney Allanigue Gabriel, Bhavya Harjai, Sierra Simpson, Austin Liu Du, Jeffrey Logan Tully, Olivier George, Ruth Waterman
Format: Article
Language:English
Published: JMIR Publications 2023-01-01
Series:JMIR Perioperative Medicine
Online Access:https://periop.jmir.org/2023/1/e39650