Predictors for extubation failure in COVID-19 patients using a machine learning approach
Predictors for extubation failure in COVID-19 patients using a machine learning approach
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Author / Creator
Fleuren, Lucas M. , Dam, Tariq A. , Tonutti, Michele , de Bruin, Daan P. , Lalisang, Robbert C. A. , Gommers, Diederik , Cremer, Olaf L. , Bosman, Rob J. , 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. , Achterberg, Sefanja , Oostdijk, Evelien , Reidinga, Auke C. , Festen-Spanjer, Barbara , Brunnekreef, Gert B. , Cornet, Alexander D. , van den Tempel, Walter , Boelens, Age D. , Koetsier, Peter , Lens, Judith , Faber, Harald J. , Karakus, A. , Entjes, Robert , de Jong, Paul , Rettig, Thijs C. D. , Arbous, Sesmu , Vonk, Sebastiaan J. J. , Fornasa, Mattia , Machado, Tomas , Houwert, Taco , Hovenkamp, Hidde , Noorduijn Londono, Roberto , Quintarelli, Davide , Scholtemeijer, Martijn G. , de Beer, Aletta A. , Cinà, Giovanni , Kantorik, Adam , de Ruijter, Tom , Herter, Willem E. , Beudel, Martijn , Girbes, Armand R. J. , Hoogendoorn, Mark , Thoral, Patrick J. , Elbers, Paul W. G. , Koeter, Julia , van Rietschote, Roger , Reuland, M. C. , van Manen, Laura , Montenij, Leon , van Bommel, Jasper , van den Berg, Roy , van Geest, Ellen , Hana, Anisa , van den Bogaard, B. , Pickkers, Peter , van der Heiden, Pim , van Gemeren, Claudia , Meinders, Arend Jan , de Bruin, Martha , Rademaker, Emma , van Osch, Frits H. M. , de Kruif, Martijn , Schroten, Nicolas , Arnold, Klaas Sierk , Fijen, J. W. , van Koesveld, Jacomar J. M. , Simons, Koen S. , Labout, Joost , van de Gaauw, Bart , Kuiper, Michael , Beishuizen, Albertus , Geutjes, Dennis , Lutisan, Johan , Grady, Bart P. , van den Akker, Remko , Rijpstra, Tom A. , Boersma, W. G. , Pretorius, Daniel , Beukema, Menno , Simons, Bram , Rijkeboer, A. A. , Aries, Marcel , van den Oever, Niels C. Gritters , van Tellingen, Martijn , Dijkstra, Annemieke , the Dutch ICU Data Sharing Against Covid-19 Collaborators and Dutch ICU Data Sharing Against Covid-19 Collaborators
Publisher
England: BioMed Central Ltd
Journal title
Language
English
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Publisher
England: BioMed Central Ltd
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Contents
Determining the optimal timing for extubation can be challenging in the intensive care. In this study, we aim to identify predictors for extubation failure in critically ill patients with COVID-19.
We used highly granular data from 3464 adult critically ill COVID patients in the multicenter Dutch Data Warehouse, including demographics, clinical...
Alternative Titles
Full title
Predictors for extubation failure in COVID-19 patients using a machine learning approach
Authors, Artists and Contributors
Author / Creator
Dam, Tariq A.
Tonutti, Michele
de Bruin, Daan P.
Lalisang, Robbert C. A.
Gommers, Diederik
Cremer, Olaf L.
Bosman, Rob J.
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.
Achterberg, Sefanja
Oostdijk, Evelien
Reidinga, Auke C.
Festen-Spanjer, Barbara
Brunnekreef, Gert B.
Cornet, Alexander D.
van den Tempel, Walter
Boelens, Age D.
Koetsier, Peter
Lens, Judith
Faber, Harald J.
Karakus, A.
Entjes, Robert
de Jong, Paul
Rettig, Thijs C. D.
Arbous, Sesmu
Vonk, Sebastiaan J. J.
Fornasa, Mattia
Machado, Tomas
Houwert, Taco
Hovenkamp, Hidde
Noorduijn Londono, Roberto
Quintarelli, Davide
Scholtemeijer, Martijn G.
de Beer, Aletta A.
Cinà, Giovanni
Kantorik, Adam
de Ruijter, Tom
Herter, Willem E.
Beudel, Martijn
Girbes, Armand R. J.
Hoogendoorn, Mark
Thoral, Patrick J.
Elbers, Paul W. G.
Koeter, Julia
van Rietschote, Roger
Reuland, M. C.
van Manen, Laura
Montenij, Leon
van Bommel, Jasper
van den Berg, Roy
van Geest, Ellen
Hana, Anisa
van den Bogaard, B.
Pickkers, Peter
van der Heiden, Pim
van Gemeren, Claudia
Meinders, Arend Jan
de Bruin, Martha
Rademaker, Emma
van Osch, Frits H. M.
de Kruif, Martijn
Schroten, Nicolas
Arnold, Klaas Sierk
Fijen, J. W.
van Koesveld, Jacomar J. M.
Simons, Koen S.
Labout, Joost
van de Gaauw, Bart
Kuiper, Michael
Beishuizen, Albertus
Geutjes, Dennis
Lutisan, Johan
Grady, Bart P.
van den Akker, Remko
Rijpstra, Tom A.
Boersma, W. G.
Pretorius, Daniel
Beukema, Menno
Simons, Bram
Rijkeboer, A. A.
Aries, Marcel
van den Oever, Niels C. Gritters
van Tellingen, Martijn
Dijkstra, Annemieke
the Dutch ICU Data Sharing Against Covid-19 Collaborators
Dutch ICU Data Sharing Against Covid-19 Collaborators
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_doaj_primary_oai_doaj_org_article_c04ef1ea0f0b493fb77ba8e33296e30c
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_c04ef1ea0f0b493fb77ba8e33296e30c
Other Identifiers
ISSN
1364-8535
E-ISSN
1364-8535,1466-609X,1366-609X
DOI
10.1186/s13054-021-03864-3
