Additional file 1 of Postoperative delirium prediction using machine learning models and preoperative electronic health record data

Bishara, Andrew; Chiu, Catherine; Whitlock, Elizabeth L.; Douglas, Vanja C.; Lee, Sei; Butte, Atul J.; Leung, Jacqueline M.; Donovan, Anne L.

doi:10.6084/m9.figshare.17799092.v1

12871_2021_1543_MOESM1_ESM.docx (30.92 kB)

Additional file 1 of Postoperative delirium prediction using machine learning models and preoperative electronic health record data

journal contribution

posted on 2022-01-04, 05:09 authored by Andrew Bishara, Catherine Chiu, Elizabeth L. Whitlock, Vanja C. Douglas, Sei Lee, Atul J. Butte, Jacqueline M. Leung, Anne L. Donovan

Additional file 1 : Supplementary Table S1: List of variables included in the machine learning models. Supplementary Table S2: Comparison of the most important variables chosen by XGBoost and Neural Network. Supplementary Table S3: Multivariable logistic regression using variables selected by expert clinicians. Supplementary Table S4: Multivariable logistic regression using variables chosen by the XGBoost algorithm.