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Evaluation of Machine Learning Model Performance in Diabetic Foot Ulcer: Retrospective Cohort Study.

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第一作者： Veerle Y,van Velze

第一单位： Department of Surgery, Haaglanden Medical Center, The Hague, The Netherlands.;Centre for Human Drug Research, Leiden, The Netherlands.

作者： Veerle Y,van Velze ^[1] ; Hendrico L,Burger ^[2] ; Tim J,van der Steenhoven ^[3] ; Hani,Al-Ers ^[2] ; Lauren N,Goncalves ^[4] ; Daniël,Eefting ^[5] ; Willem-Jan J,de Jong ^[3] ; Harm J,Smeets ^[3] ; Janna C Specken,Welleweerd ^[3] ; Joost R,van der Vorst ^[6] ; Sandy,Uchtmann ^[4] ; Robert,Rissmann ^[7] ; Jaap F,Hamming ^[6] ; Lampros,Stergioulas ^[2] ; Koen Ea,van der Bogt ^[5]

作者单位： Department of Surgery, Haaglanden Medical Center, The Hague, The Netherlands.;Centre for Human Drug Research, Leiden, The Netherlands. ^[1] The Hague University of Applied Sciences, The Hague, Zoetermeer, The Netherlands. ^[2] Department of Surgery, Haaglanden Medical Center, The Hague, The Netherlands.;University Vascular Centre West, Leiden, The Hague, Delft, The Netherlands. ^[3] Department of Surgery, Haaglanden Medical Center, The Hague, The Netherlands. ^[4] Department of Surgery, Haaglanden Medical Center, The Hague, The Netherlands.;University Vascular Centre West, Leiden, The Hague, Delft, The Netherlands.;Department of Vascular Surgery, Leiden University Medical Center, Leiden, The Netherlands. ^[5] University Vascular Centre West, Leiden, The Hague, Delft, The Netherlands.;Department of Vascular Surgery, Leiden University Medical Center, Leiden, The Netherlands. ^[6] Centre for Human Drug Research, Leiden, The Netherlands.;Department of Dermatology, Leiden University Medical Center, Leiden, The Netherlands.;Leiden Academic Center for Drug Research, Leiden, The Netherlands. ^[7]

关键词 Bayesian additive regression trees artificial neural network complete wound healing diabetic foot ulcer extreme gradient boosting k-nearest neighbor logistic regression machine learning random forest support vector machine