Predicting responders to prone positioning in mechanically ventilated patients with COVID-19 using machine learning.

Autor: Dam TA; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands. t.dam@amsterdamumc.nl., Roggeveen LF; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., van Diggelen F; Quantitative Data Analytics Group, Department of Computer Science, Faculty of Science, VU University, Amsterdam, The Netherlands., Fleuren LM; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Jagesar AR; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Otten M; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., de Vries HJ; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Gommers D; Department of Intensive Care, Erasmus Medical Center, Rotterdam, The Netherlands., Cremer OL; Intensive Care, UMC Utrecht, Utrecht, The Netherlands., Bosman RJ; ICU, OLVG, Amsterdam, The Netherlands., Rigter S; Department of Anesthesiology and Intensive Care, St. Antonius Hospital, Nieuwegein, The Netherlands., Wils EJ; Department of Intensive Care, Franciscus Gasthuis & Vlietland, Rotterdam, The Netherlands., Frenzel T; Department of Intensive Care Medicine, Radboud University Medical Center, Nijmegen, The Netherlands., Dongelmans DA; Department of Intensive Care Medicine, Amsterdam UMC, Amsterdam, The Netherlands., de Jong R; Intensive Care, Bovenij Ziekenhuis, Amsterdam, The Netherlands., Peters MAA; Intensive Care, Canisius Wilhelmina Ziekenhuis, Nijmegen, The Netherlands., Kamps MJA; Intensive Care, Catharina Ziekenhuis Eindhoven, Eindhoven, The Netherlands., Ramnarain D; Department of Intensive Care, ETZ Tilburg, Tilburg, The Netherlands., Nowitzky R; Intensive Care, HagaZiekenhuis, Den Haag, The Netherlands., Nooteboom FGCA; Intensive Care, Laurentius Ziekenhuis, Roermond, The Netherlands., de Ruijter W; Department of Intensive Care Medicine, Northwest Clinics, Alkmaar, The Netherlands., Urlings-Strop LC; Intensive Care, Reinier de Graaf Gasthuis, Delft, The Netherlands., Smit EGM; Intensive Care, Spaarne Gasthuis, Haarlem en Hoofddorp, The Netherlands., Mehagnoul-Schipper DJ; Intensive Care, VieCuri Medisch Centrum, Venlo, The Netherlands., Dormans T; Intensive Care, Zuyderland MC, Heerlen, The Netherlands., de Jager CPC; Department of Intensive Care, Jeroen Bosch Ziekenhuis, Den Bosch, The Netherlands., Hendriks SHA; Intensive Care, Albert Schweitzerziekenhuis, Dordrecht, The Netherlands., Achterberg S; ICU, Haaglanden Medisch Centrum, Den Haag, The Netherlands., Oostdijk E; ICU, Maasstad Ziekenhuis Rotterdam, Rotterdam, The Netherlands., Reidinga AC; ICU, SEH, BWC, Martiniziekenhuis, Groningen, The Netherlands., Festen-Spanjer B; Intensive Care, Ziekenhuis Gelderse Vallei, Ede, The Netherlands., Brunnekreef GB; Department of Intensive Care, Ziekenhuisgroep Twente, Almelo, The Netherlands., Cornet AD; Department of Intensive Care, Medisch Spectrum Twente, Enschede, The Netherlands., van den Tempel W; Department of Intensive Care, Ikazia Ziekenhuis Rotterdam, Rotterdam, The Netherlands., Boelens AD; Antonius Ziekenhuis Sneek, Sneek, The Netherlands., Koetsier P; Intensive Care, Medisch Centrum Leeuwarden, Leeuwarden, The Netherlands., Lens J; ICU, IJsselland Ziekenhuis, Capelle aan den IJssel, The Netherlands., Faber HJ; ICU, WZA, Assen, The Netherlands., Karakus A; Department of Intensive Care, Diakonessenhuis Hospital, Utrecht, The Netherlands., Entjes R; Department of Intensive Care, Adrz, Goes, The Netherlands., de Jong P; Department of Anesthesia and Intensive Care, Slingeland Ziekenhuis, Doetinchem, The Netherlands., Rettig TCD; Department of Anesthesiology, Intensive Care and Pain Medicine, Amphia Ziekenhuis, Breda, The Netherlands., Arbous S; LUMC, Leiden, The Netherlands., Vonk SJJ; Pacmed, Amsterdam, The Netherlands., Machado T; Pacmed, Amsterdam, The Netherlands., Herter WE; Pacmed, Amsterdam, The Netherlands., de Grooth HJ; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Thoral PJ; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Girbes ARJ; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Hoogendoorn M; Quantitative Data Analytics Group, Department of Computer Science, Faculty of Science, VU University, Amsterdam, The Netherlands., Elbers PWG; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.

Publikováno v: Annals of intensive care [Ann Intensive Care] 2022 Oct 20; Vol. 12 (1), pp. 99. Date of Electronic Publication: 2022 Oct 20.

Predictors for extubation failure in COVID-19 patients using a machine learning approach.

Autor: Fleuren LM; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands. l.fleuren@amsterdamumc.nl., Dam TA; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Tonutti M; Pacmed, Amsterdam, The Netherlands., de Bruin DP; Pacmed, Amsterdam, The Netherlands., Lalisang RCA; Pacmed, Amsterdam, The Netherlands., Gommers D; Department of Intensive Care, Erasmus Medical Center, Rotterdam, The Netherlands., Cremer OL; Department of Intensive Care, UMC Utrecht, Utrecht, The Netherlands., Bosman RJ; ICU, OLVG, Amsterdam, The Netherlands., Rigter S; Department of Anesthesiology and Intensive Care, St. Antonius Hospital, Nieuwegein, The Netherlands., Wils EJ; Department of Intensive Care, Franciscus Gasthuis and Vlietland, Rotterdam, The Netherlands., Frenzel T; Department of Intensive Care Medicine, Radboud University Medical Center, Nijmegen, The Netherlands., Dongelmans DA; Department of Intensive Care Medicine, Amsterdam UMC, Amsterdam, The Netherlands., de Jong R; Intensive Care, Bovenij Ziekenhuis, Amsterdam, The Netherlands., Peters M; Intensive Care, Canisius Wilhelmina Ziekenhuis, Nijmegen, The Netherlands., Kamps MJA; Intensive Care, Catharina Ziekenhuis Eindhoven, Eindhoven, The Netherlands., Ramnarain D; Department of Intensive Care, ETZ Tilburg, Tilburg, The Netherlands., Nowitzky R; Intensive Care, HagaZiekenhuis, Den Haag, The Netherlands., Nooteboom FGCA; Intensive Care, Laurentius Ziekenhuis, Roermond, The Netherlands., de Ruijter W; Department of Intensive Care Medicine, Northwest Clinics, Alkmaar, The Netherlands., Urlings-Strop LC; Intensive Care, Reinier de Graaf Gasthuis, Delft, The Netherlands., Smit EGM; Intensive Care, Spaarne Gasthuis, Haarlem en Hoofddorp, The Netherlands., Mehagnoul-Schipper DJ; Intensive Care, VieCuri Medisch Centrum, Venlo, The Netherlands., Dormans T; Intensive Care, Zuyderland MC, Heerlen, The Netherlands., de Jager CPC; Department of Intensive Care, Jeroen Bosch Ziekenhuis, Den Bosch, The Netherlands., Hendriks SHA; Intensive Care, Albert Schweitzerziekenhuis, Dordrecht, The Netherlands., Achterberg S; ICU, Haaglanden Medisch Centrum, Den Haag, The Netherlands., Oostdijk E; ICU, Maasstad Ziekenhuis Rotterdam, Rotterdam, The Netherlands., Reidinga AC; ICU, SEH, BWC, Martiniziekenhuis, Groningen, The Netherlands., Festen-Spanjer B; Intensive Care, Ziekenhuis Gelderse Vallei, Ede, The Netherlands., Brunnekreef GB; Department of Intensive Care, Ziekenhuisgroep Twente, Almelo, The Netherlands., Cornet AD; Department of Intensive Care, Medisch Spectrum Twente, Enschede, The Netherlands., van den Tempel W; Department of Intensive Care, Ikazia Ziekenhuis Rotterdam, Rotterdam, The Netherlands., Boelens AD; Antonius Ziekenhuis Sneek, Sneek, The Netherlands., Koetsier P; Intensive Care, Medisch Centrum Leeuwarden, Leeuwarden, The Netherlands., Lens J; ICU, IJsselland Ziekenhuis, Capelle Aan Den IJssel, The Netherlands., Faber HJ; ICU, WZA, Assen, The Netherlands., Karakus A; Department of Intensive Care, Diakonessenhuis Hospital, Utrecht, The Netherlands., Entjes R; Department of Intensive Care, Adrz, Goes, The Netherlands., de Jong P; Department of Anesthesia and Intensive Care, Slingeland Ziekenhuis, Doetinchem, The Netherlands., Rettig TCD; Department of Anesthesiology, Intensive Care and Pain Medicine, Amphia Ziekenhuis, Breda, The Netherlands., Arbous S; Department of Intensive Care, LUMC, Leiden, The Netherlands., Vonk SJJ; Pacmed, Amsterdam, The Netherlands., Fornasa M; Pacmed, Amsterdam, The Netherlands., Machado T; Pacmed, Amsterdam, The Netherlands., Houwert T; Pacmed, Amsterdam, The Netherlands., Hovenkamp H; Pacmed, Amsterdam, The Netherlands., Noorduijn Londono R; Pacmed, Amsterdam, The Netherlands., Quintarelli D; Pacmed, Amsterdam, The Netherlands., Scholtemeijer MG; Pacmed, Amsterdam, The Netherlands., de Beer AA; Pacmed, Amsterdam, The Netherlands., Cinà G; Pacmed, Amsterdam, The Netherlands., Kantorik A; Pacmed, Amsterdam, The Netherlands., de Ruijter T; BigData Republic, Nieuwegein, The Netherlands., Herter WE; Pacmed, Amsterdam, The Netherlands., Beudel M; Department of Neurology, Amsterdam UMC, Universiteit Van Amsterdam, Amsterdam, The Netherlands., Girbes ARJ; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Hoogendoorn M; Quantitative Data Analytics Group, Department of Computer Science, Faculty of Science, Vrije Universiteit, Amsterdam, The Netherlands., Thoral PJ; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands., Elbers PWG; Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.

Publikováno v: Critical care (London, England) [Crit Care] 2021 Dec 27; Vol. 25 (1), pp. 448. Date of Electronic Publication: 2021 Dec 27.

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.

Autor: Fleuren LM; Department of Intensive Care Medicine, Amsterdam UMC, Amsterdam, The Netherlands. l.fleuren@amsterdamumc.nl., Tonutti M; Pacmed, Amsterdam, The Netherlands., de Bruin DP; Pacmed, Amsterdam, The Netherlands., Lalisang RCA; Pacmed, Amsterdam, The Netherlands., Dam TA; Department of Intensive Care Medicine, Amsterdam UMC, Amsterdam, The Netherlands., Gommers D; Department of Intensive Care, Erasmus Medical Center, Rotterdam, The Netherlands., Cremer OL; Intensive Care, UMC Utrecht, Utrecht, The Netherlands., Bosman RJ; ICU, OLVG, Amsterdam, The Netherlands., Vonk SJJ; Pacmed, Amsterdam, The Netherlands., Fornasa M; Pacmed, Amsterdam, The Netherlands., Machado T; Pacmed, Amsterdam, The Netherlands., van der Meer NJM; Intensive Care, Amphia Ziekenhuis, Breda en Oosterhout, The Netherlands., Rigter S; Department of Anesthesiology and Intensive Care, St. Antonius Hospital, Nieuwegein, The Netherlands., Wils EJ; Department of Intensive Care, Franciscus Gasthuis & Vlietland, Rotterdam, The Netherlands., Frenzel T; Department of Intensive Care Medicine, Radboud University Medical Center, Nijmegen, The Netherlands., Dongelmans DA; Department of Intensive Care Medicine, Amsterdam UMC, Amsterdam, The Netherlands., de Jong R; Intensive Care, Bovenij Ziekenhuis, Amsterdam, The Netherlands., Peters M; Intensive Care, Canisius Wilhelmina Ziekenhuis, Nijmegen, The Netherlands., Kamps MJA; Intensive Care, Catharina Ziekenhuis Eindhoven, Eindhoven, The Netherlands., Ramnarain D; Intensive Care, ETZ Tilburg, Tilburg, The Netherlands., Nowitzky R; Intensive Care, Haga Ziekenhuis, Den Haag, The Netherlands., Nooteboom FGCA; Intensive Care, Laurentius Ziekenhuis, Roermond, The Netherlands., de Ruijter W; Intensive Care, Noordwest Ziekenhuisgroep, Alkmaar, Netherlands., Urlings-Strop LC; Intensive Care, Reinier de Graaf Gasthuis, Delft, The Netherlands., Smit EGM; Intensive Care, Spaarne Gasthuis, Haarlem en Hoofddorp, The Netherlands., Mehagnoul-Schipper DJ; Intensive Care, VieCuri Medisch Centrum, Venlo, The Netherlands., Dormans T; Intensive Care, Zuyderland MC, Heerlen, The Netherlands., de Jager CPC; Department of Intensive Care, Jeroen Bosch Ziekenhuis, Den Bosch, The Netherlands., Hendriks SHA; Intensive Care, Albert Schweitzerziekenhuis, Dordrecht, The Netherlands., Oostdijk E; ICU, Maasstad Ziekenhuis Rotterdam, Rotterdam, The Netherlands., Reidinga AC; ICU, SEH, BWC, Martiniziekenhuis, Groningen, The Netherlands., Festen-Spanjer B; Intensive Care, Ziekenhuis Gelderse Vallei, Ede, The Netherlands., Brunnekreef G; Department of Intensive Care, Ziekenhuisgroep Twente, Almelo, The Netherlands., Cornet AD; Department of Intensive Care, Medisch Spectrum Twente, Enschede, The Netherlands., van den Tempel W; Department of Intensive Care, Ikazia Ziekenhuis Rotterdam, Rotterdam, The Netherlands., Boelens AD; Anesthesiology, Antonius Ziekenhuis Sneek, Sneek, The Netherlands., Koetsier P; Intensive Care, Medisch Centrum Leeuwarden, Leeuwarden, The Netherlands., Lens J; ICU, IJsselland Ziekenhuis, Capelle aan den IJssel, The Netherlands., Achterberg S; ICU, Haaglanden Medisch Centrum, Den Haag, The Netherlands., Faber HJ; ICU, WZA, Assen, The Netherlands., Karakus A; Department of Intensive Care, Diakonessenhuis Hospital, Utrecht, The Netherlands., Beukema M; Department of Intensive Care, Streekziekenhuis Koningin Beatrix, Winterswijk, The Netherlands., Entjes R; Department of Intensive Care, Admiraal De Ruyter Ziekenhuis, Goes, The Netherlands., de Jong P; Department of Anesthesia and Intensive Care, Slingeland Ziekenhuis, Doetinchem, The Netherlands., Houwert T; Pacmed, Amsterdam, The Netherlands., Hovenkamp H; Pacmed, Amsterdam, The Netherlands., Noorduijn Londono R; Pacmed, Amsterdam, The Netherlands., Quintarelli D; Pacmed, Amsterdam, The Netherlands., Scholtemeijer MG; Pacmed, Amsterdam, The Netherlands., de Beer AA; Pacmed, Amsterdam, The Netherlands., Cinà G; Pacmed, Amsterdam, The Netherlands., Beudel M; Department of Neurology, Amsterdam UMC, Universiteit Van Amsterdam, Amsterdam, The Netherlands., de Keizer NF; Department of Clinical Informatics, Amsterdam UMC, Amsterdam, The Netherlands., Hoogendoorn M; Quantitative Data Analytics Group, Department of Computer Science, Faculty of Science, VU University, Amsterdam, The Netherlands., Girbes ARJ; Department of Intensive Care Medicine, Amsterdam UMC, Amsterdam, The Netherlands., Herter WE; Pacmed, Amsterdam, The Netherlands., Elbers PWG; Department of Intensive Care Medicine, Amsterdam UMC, Amsterdam, The Netherlands., Thoral PJ; Department of Intensive Care Medicine, Amsterdam UMC, Amsterdam, The Netherlands.

Publikováno v: Intensive care medicine experimental [Intensive Care Med Exp] 2021 Jun 28; Vol. 9 (1), pp. 32. Date of Electronic Publication: 2021 Jun 28.