Dynamic prediction of mortality in COVID-19 patients in the intensive care unit: A retrospective multi-center cohort study

Autor: Smit, J.M., Krijthe, J.H., Endeman, H., Tintu, A.N., de Rijke, Y.B., Gommers, D.A.M.P.J., Cremer, O.L., Bosman, R.J., Rigter, S., Wils, E.-J., Frenzel, T., Dongelmans, D.A., De Jong, R., Peters, M.A.A., Kamps, M.J.A., Ramnarain, D., Nowitzky, R., Nooteboom, F.G.C.A., De Ruijter, W., Urlings-Strop, L.C., Smit, E.G.M., Mehagnoul-Schipper, D.J., Dormans, T., De Jager, C.P.C., Hendriks, S.H.A., Achterberg, S., Oostdijk, E., Reidinga, A.C., Festen-Spanjer, B., Brunnekreef, G.B., Cornet, A.D., Van den Tempel, W., Boelens, A.D., Koetsier, P., Lens, J.A., Faber, H.J., karakus, A., Entjes, R., De Jong, P., Rettig, T.C.D., Arbous, M.S., Lalisang, R.C.A., Tonutti, M., De Bruin, D.P., Elbers, P.W.G., Van Bommel, J., Reinders, M.J.T.

Publikováno v: In Intelligence-Based Medicine 2022 6

How to Use Lean Thinking for the Optimization of Clinical Pathways: A Systematic Review and a Proposed Framework to Analyze Pathways on a System Level.

Autor: Vijverberg JRG; Care and Public Health Research Institute, Maastricht University, 6200 MD Maastricht, The Netherlands.; Maastricht University Medical Centre+, 6229 HX Maastricht, The Netherlands.; Department of Value Improvement, St. Antonius Hospital, 3435 CM Nieuwegein, The Netherlands., Rouppe van der Voort MBV; Department of Juiste Zorg, Juiste Plaats, Juiste Kosten, St. Antonius Hospital, 3435 CM Nieuwegein, The Netherlands., van der Nat PB; Department of Value Improvement, St. Antonius Hospital, 3435 CM Nieuwegein, The Netherlands.; Radboud Institute for Health Sciences, Scientific Center for Quality of Healthcare (IQ Healthcare), Radboud University Medical Center, 6525 EP Nijmegen, The Netherlands., Mosselman MJ; Department of Juiste Zorg, Juiste Plaats, Juiste Kosten, St. Antonius Hospital, 3435 CM Nieuwegein, The Netherlands., Rigter S; Department of Anesthesiology and Intensive Care, St. Antonius Hospital, 3435 CM Nieuwegein, The Netherlands., Biesma DH; Department of Internal Medicine, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands.; Department of Internal Medicine, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands., van Merode F; Care and Public Health Research Institute, Maastricht University, 6200 MD Maastricht, The Netherlands.; Maastricht University Medical Centre+, 6229 HX Maastricht, The Netherlands.

Publikováno v: Healthcare (Basel, Switzerland) [Healthcare (Basel)] 2023 Sep 07; Vol. 11 (18). Date of Electronic Publication: 2023 Sep 07.

Assess and validate predictive performance of models for in-hospital mortality in COVID-19 patients: A retrospective cohort study in the Netherlands comparing the value of registry data with high-granular electronic health records

Autor: Vagliano, I., Schut, M.C., Abu-Hanna, A., Dongelmans, D.A., Lange, D.W. de, Gommers, D., Cremer, O.L., Bosman, R.J., Rigter, S., Wils, E.J., Frenzel, T., Jong, R. de, Peters, M.A.A., Kamps, M.J.A., Ramnarain, D., Nowitzky, R., Nooteboom, F.G.C.A., Ruijter, W. de, Urlings-Strop, L.C., Smit, E.G.M., Mehagnoul-Schipper, D.J., Dormans, T., Jager, C.P.C. de, Hendriks, S.H.A., Achterberg, S., Oostdijk, E., Reidinga, A.C., Festen-Spanjer, B., Brunnekreef, G.B., Cornet, A.D., Tempel, W. van den, Boelens, A.D., Koetsier, P., Lens, J., Faber, H.J., Karakus, A., Entjes, R., Jong, P. de, Rettig, T.C.D., Reuland, M.C., Arbous, S., Fleuren, L.M., Dam, T.A., Thoral, P.J., Lalisang, R.C.A., Tonutti, M., Bruin, D.P. de, Elbers, P.W.G., Keizer, N.F. de, Dutch COVID-19 Res Consortium, Dutch ICU Data Sharing Against COV

Publikováno v: International Journal of Medical Informatics, 167
International Journal of Medical Informatics, 167:104863. Elsevier Ireland Ltd
International Journal of Medical Informatics, 167. ELSEVIER IRELAND LTD
Vagliano, I, Schut, M C, Abu-Hanna, A, Dongelmans, D A, de Lange, D W, Gommers, D, Cremer, O L, Bosman, R J, Rigter, S, Wils, E-J, Frenzel, T, de Jong, R, Peters, M A A, Kamps, M J A, Ramnarain, D, Nowitzky, R, Nooteboom, F G C A, de Ruijter, W, Urlings-Strop, L C, Smit, E G M, Mehagnoul-Schipper, D J, Dormans, T, de Jager, C P C, Hendriks, S H A, Achterberg, S, Oostdijk, E, Reidinga, A C, Festen-Spanjer, B, Brunnekreef, G B, Cornet, A D, van den Tempel, W, Boelens, A D, Koetsier, P, Lens, J, Faber, H J, Karakus, A, Entjes, R, de Jong, P, Rettig, T C D, Reuland, M C, Arbous, S, Fleuren, L M, Dam, T A, Thoral, P J, Lalisang, R C A, Tonutti, M, de Bruin, D P, Elbers, P W G & de Keizer, N F 2022, ' Assess and validate predictive performance of models for in-hospital mortality in COVID-19 patients : A retrospective cohort study in the Netherlands comparing the value of registry data with high-granular electronic health records ', International Journal of Medical Informatics, vol. 167, 104863 . https://doi.org/10.1016/j.ijmedinf.2022.104863
International journal of medical informatics, 167:104863. Elsevier Ireland Ltd

Purpose: To assess, validate and compare the predictive performance of models for in-hospital mortality of COVID-19 patients admitted to the intensive care unit (ICU) over two different waves of infections. Our models were built with high-granular El

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::3b6a0687e3d7bae60f5dd4796a7ff407
https://doi.org/10.1016/j.ijmedinf.2022.104863

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.