“…Common ML models used for procedure duration prediction include linear regression, 21,30,[32][33][34][35][36] tree-based algorithms such as regression trees, bagged trees, and random forests, [19][20][21]31,34,37 neural networks, 34 and Support Vector Machines (SVM). 20,37 Of the features that were selected (Table 2), Table 6 in Appendix III indicates that the expected duration feature has higher impact on the treebased models than on the linear regression models, while the procedure group feature is important for all models tested.…”