Additional file 1 of Risk factors for adverse outcomes during mechanical ventilation of 1152 COVID-19 patients: a multicenter machine learning study with highly granular data from the Dutch Data Warehouse ...

Additional file 1: Figure S1. Patient selection. Figure S2. Selection of observations throughout the course of IMV. Figure S3. Nested cross-validation. Figure S4. Importance of the top 10 predictors for the prediction of ventilator free days, as well as the difference for predictors over time. Figure S5. SHAP plot ICU mortality (XGBoost). Figure S6. SHAP plot for ICU free days (XGBoost). Figure S7. SHAP plot for ventilator free days (XGBoost). Figure S8. PDPs. Table S1. Overview of all predictors used in the model with a definition where applicable. Table S2. Overall algorithm performance for... Mehr ...

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Verfasser: Fleuren, Lucas M.
Tonutti, Michele
de Bruin, Daan P.
Lalisang, Robbert C. A.
Dam, Tariq A.
Gommers, Diederik
Cremer, Olaf L.
Bosman, Rob J.
Vonk, Sebastiaan J. J.
Fornasa, Mattia
Machado, Tomas
van der Meer, Nardo J. M.
Rigter, Sander
Wils, Evert-Jan
Frenzel, Tim
Dongelmans, Dave A.
de Jong, Remko
Peters, Marco
Kamps, Marlijn J. A.
Ramnarain, Dharmanand
Nowitzky, Ralph
Nooteboom, Fleur G. C. A.
de Ruijter, Wouter
Urlings-Strop, Louise C.
Smit, Ellen G. M.
Mehagnoul-Schipper, D. Jannet
Dormans, Tom
de Jager, Cornelis P. C.
Hendriks, Stefaan H. A.
Oostdijk, Evelien
Reidinga, Auke C.
Festen-Spanjer, Barbara
Brunnekreef, Gert
Cornet, Alexander D.
van den Tempel, Walter
Boelens, Age D.
Koetsier, Peter
Lens, Judith
Achterberg, Sefanja
Faber, Harald J.
Karakus, A.
Beukema, Menno
Entjes, Robert
de Jong, Paul
Houwert, Taco
Hovenkamp, Hidde
Noorduijn Londono, Roberto
Quintarelli, Davide
Scholtemeijer, Martijn G.
de Beer, Aletta A.
Dokumenttyp: Journal contribution
Erscheinungsdatum: 2021
Verlag/Hrsg.: figshare
Schlagwörter: Medicine / Biotechnology / 69999 Biological Sciences not elsewhere classified / FOS: Biological sciences / 80699 Information Systems not elsewhere classified / FOS: Computer and information sciences / Cancer
Sprache: unknown
Permalink: https://search.fid-benelux.de/Record/base-28982326
Datenquelle: BASE; Originalkatalog
Powered By: BASE
Link(s) : https://dx.doi.org/10.6084/m9.figshare.14863519

Additional file 1: Figure S1. Patient selection. Figure S2. Selection of observations throughout the course of IMV. Figure S3. Nested cross-validation. Figure S4. Importance of the top 10 predictors for the prediction of ventilator free days, as well as the difference for predictors over time. Figure S5. SHAP plot ICU mortality (XGBoost). Figure S6. SHAP plot for ICU free days (XGBoost). Figure S7. SHAP plot for ventilator free days (XGBoost). Figure S8. PDPs. Table S1. Overview of all predictors used in the model with a definition where applicable. Table S2. Overall algorithm performance for each of the different outcomes. Table S3. Statistical results for a regression model per outcome. Table S4. Predictor correlations. ...