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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.
Fleuren LM, Tonutti M, de Bruin DP, Lalisang RCA, Dam TA, Gommers D, Cremer OL, Bosman RJ, Vonk SJJ, Fornasa M, Machado T, van der Meer NJM, Rigter S, Wils EJ, Frenzel T, Dongelmans DA, de Jong R, Peters M, Kamps MJA, Ramnarain D, Nowitzky R, Nooteboom FGCA, de Ruijter W, Urlings-Strop LC, Smit EGM, Mehagnoul-Schipper DJ, Dormans T, de Jager CPC, Hendriks SHA, Oostdijk E, Reidinga AC, Festen-Spanjer B, Brunnekreef G, Cornet AD, van den Tempel W, Boelens AD, Koetsier P, Lens J, Achterberg S, Faber HJ, Karakus A, Beukema M, Entjes R, de Jong P, Houwert T, Hovenkamp H, Noorduijn Londono R, Quintarelli D, Scholtemeijer MG, de Beer AA, Cinà G, Beudel M, de Keizer NF, Hoogendoorn M, Girbes ARJ, Herter WE, Elbers PWG, Thoral PJ; Dutch ICU Data Sharing Against COVID-19 Collaborators. Fleuren LM, et al. Among authors: achterberg s. Intensive Care Med Exp. 2021 Jun 28;9(1):32. doi: 10.1186/s40635-021-00397-5. Intensive Care Med Exp. 2021. PMID: 34180025 Free PMC article.
The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients.
Fleuren LM, Dam TA, Tonutti M, de Bruin DP, Lalisang RCA, Gommers D, Cremer OL, Bosman RJ, Rigter S, Wils EJ, Frenzel T, Dongelmans DA, de Jong R, Peters M, Kamps MJA, Ramnarain D, Nowitzky R, Nooteboom FGCA, de Ruijter W, Urlings-Strop LC, Smit EGM, Mehagnoul-Schipper DJ, Dormans T, de Jager CPC, Hendriks SHA, Achterberg S, Oostdijk E, Reidinga AC, Festen-Spanjer B, Brunnekreef GB, Cornet AD, van den Tempel W, Boelens AD, Koetsier P, Lens J, Faber HJ, Karakus A, Entjes R, de Jong P, Rettig TCD, Arbous S, Vonk SJJ, Fornasa M, Machado T, Houwert T, Hovenkamp H, Noorduijn-Londono R, Quintarelli D, Scholtemeijer MG, de Beer AA, Cina G, Beudel M, Herter WE, Girbes ARJ, Hoogendoorn M, Thoral PJ, Elbers PWG. Fleuren LM, et al. Among authors: achterberg s. Crit Care. 2021 Aug 23;25(1):304. doi: 10.1186/s13054-021-03733-z. Crit Care. 2021. PMID: 34425864 Free PMC article.
Predictors for extubation failure in COVID-19 patients using a machine learning approach.
Fleuren LM, Dam TA, Tonutti M, de Bruin DP, Lalisang RCA, Gommers D, Cremer OL, Bosman RJ, Rigter S, Wils EJ, Frenzel T, Dongelmans DA, de Jong R, Peters M, Kamps MJA, Ramnarain D, Nowitzky R, Nooteboom FGCA, de Ruijter W, Urlings-Strop LC, Smit EGM, Mehagnoul-Schipper DJ, Dormans T, de Jager CPC, Hendriks SHA, Achterberg S, Oostdijk E, Reidinga AC, Festen-Spanjer B, Brunnekreef GB, Cornet AD, van den Tempel W, Boelens AD, Koetsier P, Lens J, Faber HJ, Karakus A, Entjes R, de Jong P, Rettig TCD, Arbous S, Vonk SJJ, Fornasa M, Machado T, Houwert T, Hovenkamp H, Noorduijn Londono R, Quintarelli D, Scholtemeijer MG, de Beer AA, Cinà G, Kantorik A, de Ruijter T, Herter WE, Beudel M, Girbes ARJ, Hoogendoorn M, Thoral PJ, Elbers PWG; Dutch ICU Data Sharing Against Covid-19 Collaborators. Fleuren LM, et al. Among authors: achterberg s. Crit Care. 2021 Dec 27;25(1):448. doi: 10.1186/s13054-021-03864-3. Crit Care. 2021. PMID: 34961537 Free PMC article.
INCIDENCE, RISK FACTORS, AND OUTCOME OF SUSPECTED CENTRAL VENOUS CATHETER-RELATED INFECTIONS IN CRITICALLY ILL COVID-19 PATIENTS: A MULTICENTER RETROSPECTIVE COHORT STUDY.
Smit JM, Exterkate L, van Tienhoven AJ, Haaksma ME, Heldeweg MLA, Fleuren L, Thoral P, Dam TA, Heunks LMA, Gommers D, Cremer OL, Bosman RJ, Rigter S, Wils EJ, Frenzel T, Vlaar AP, Dongelmans DA, de Jong R, Peters M, Kamps MJA, Ramnarain D, Nowitzky R, Nooteboom FGCA, de Ruijter W, Urlings-Strop LC, Smit EGM, Mehagnoul-Schipper DJ, Dormans T, de Jager CPC, Hendriks SHA, Achterberg S, Oostdijk E, Reidinga AC, Festen-Spanjer B, Brunnekreef GB, Cornet AD, van den Tempel W, Boelens AD, Koetsier P, Lens J, Faber HJ, Karakus A, Entjes R, de Jong P, Rettig TCD, Arbous S, Vonk B, Machado T, Girbes ARJ, Sieswerda E, Elbers PWG, Tuinman PR. Smit JM, et al. Among authors: achterberg s. Shock. 2022 Nov 1;58(5):358-365. doi: 10.1097/SHK.0000000000001994. Epub 2022 Sep 8. Shock. 2022. PMID: 36155964
Predicting responders to prone positioning in mechanically ventilated patients with COVID-19 using machine learning.
Dam TA, Roggeveen LF, van Diggelen F, Fleuren LM, Jagesar AR, Otten M, de Vries HJ, Gommers D, Cremer OL, Bosman RJ, Rigter S, Wils EJ, Frenzel T, Dongelmans DA, de Jong R, Peters MAA, Kamps MJA, Ramnarain D, Nowitzky R, Nooteboom FGCA, de Ruijter W, Urlings-Strop LC, Smit EGM, Mehagnoul-Schipper DJ, Dormans T, de Jager CPC, Hendriks SHA, Achterberg S, Oostdijk E, Reidinga AC, Festen-Spanjer B, Brunnekreef GB, Cornet AD, van den Tempel W, Boelens AD, Koetsier P, Lens J, Faber HJ, Karakus A, Entjes R, de Jong P, Rettig TCD, Arbous S, Vonk SJJ, Machado T, Herter WE, de Grooth HJ, Thoral PJ, Girbes ARJ, Hoogendoorn M, Elbers PWG; Dutch ICU Data Sharing Against COVID-19 Collaborators. Dam TA, et al. Among authors: achterberg s. Ann Intensive Care. 2022 Oct 20;12(1):99. doi: 10.1186/s13613-022-01070-0. Ann Intensive Care. 2022. PMID: 36264358 Free PMC article.
Dynamic prediction of mortality in COVID-19 patients in the intensive care unit: A retrospective multi-center cohort study.
Smit JM, Krijthe JH, Endeman H, Tintu AN, de Rijke YB, Gommers DAMPJ, Cremer OL, Bosman RJ, Rigter S, Wils EJ, Frenzel T, Dongelmans DA, De Jong R, Peters MAA, Kamps MJA, Ramnarain D, Nowitzky R, Nooteboom FGCA, De Ruijter W, Urlings-Strop LC, Smit EGM, Mehagnoul-Schipper DJ, Dormans T, De Jager CPC, Hendriks SHA, Achterberg S, Oostdijk E, Reidinga AC, Festen-Spanjer B, Brunnekreef GB, Cornet AD, Van den Tempel W, Boelens AD, Koetsier P, Lens JA, Faber HJ, Karakus A, Entjes R, De Jong P, Rettig TCD, Arbous MS, Lalisang RCA, Tonutti M, De Bruin DP, Elbers PWG, Van Bommel J, Reinders MJT. Smit JM, et al. Among authors: achterberg s. Intell Based Med. 2022;6:100071. doi: 10.1016/j.ibmed.2022.100071. Epub 2022 Aug 6. Intell Based Med. 2022. PMID: 35958674 Free PMC article.
Rapid Evaluation of Coronavirus Illness Severity (RECOILS) in intensive care: Development and validation of a prognostic tool for in-hospital mortality.
Plečko D, Bennett N, Mårtensson J, Dam TA, Entjes R, Rettig TCD, Dongelmans DA, Boelens AD, Rigter S, Hendriks SHA, de Jong R, Kamps MJA, Peters M, Karakus A, Gommers D, Ramnarain D, Wils EJ, Achterberg S, Nowitzky R, van den Tempel W, de Jager CPC, Nooteboom FGCA, Oostdijk E, Koetsier P, Cornet AD, Reidinga AC, de Ruijter W, Bosman RJ, Frenzel T, Urlings-Strop LC, de Jong P, Smit EGM, Cremer OL, Mehagnoul-Schipper DJ, Faber HJ, Lens J, Brunnekreef GB, Festen-Spanjer B, Dormans T, de Bruin DP, Lalisang RCA, Vonk SJJ, Haan ME, Fleuren LM, Thoral PJ, Elbers PWG, Bellomo R. Plečko D, et al. Among authors: achterberg s. Acta Anaesthesiol Scand. 2022 Jan;66(1):65-75. doi: 10.1111/aas.13991. Epub 2021 Oct 15. Acta Anaesthesiol Scand. 2022. PMID: 34622441 Free PMC article.
Some Patients Are More Equal Than Others: Variation in Ventilator Settings for Coronavirus Disease 2019 Acute Respiratory Distress Syndrome.
Dam TA, de Grooth HJ, Klausch T, Fleuren LM, de Bruin DP, Entjes R, Rettig TCD, Dongelmans DA, Boelens AD, Rigter S, Hendriks SHA, de Jong R, Kamps MJA, Peters M, Karakus A, Gommers D, Ramnarain D, Wils EJ, Achterberg S, Nowitzky R, van den Tempel W, de Jager CPC, Nooteboom FGCA, Oostdijk E, Koetsier P, Cornet AD, Reidinga AC, de Ruijter W, Bosman RJ, Frenzel T, Urlings-Strop LC, de Jong P, Smit EGM, Cremer OL, Mehagnoul-Schipper DJ, Faber HJ, Lens J, Brunnekreef GB, Festen-Spanjer B, Dormans T, Dijkstra A, Simons B, Rijkeboer AA, Arbous S, Aries M, Beukema M, Pretorius D, van Raalte R, van Tellingen M, Gritters van den Oever NC, Lalisang RCA, Tonutti M, Girbes ARJ, Hoogendoorn M, Thoral PJ, Elbers PWG. Dam TA, et al. Among authors: achterberg s. Crit Care Explor. 2021 Oct 14;3(10):e0555. doi: 10.1097/CCE.0000000000000555. eCollection 2021 Oct. Crit Care Explor. 2021. PMID: 34671747 Free PMC article.
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.
Vagliano I, Schut MC, Abu-Hanna A, Dongelmans DA, de Lange DW, Gommers D, Cremer OL, Bosman RJ, Rigter S, Wils EJ, Frenzel T, de Jong R, Peters MAA, Kamps MJA, Ramnarain D, Nowitzky R, Nooteboom FGCA, de Ruijter W, Urlings-Strop LC, Smit EGM, Mehagnoul-Schipper DJ, Dormans T, de Jager CPC, Hendriks SHA, Achterberg S, Oostdijk E, Reidinga AC, Festen-Spanjer B, Brunnekreef GB, Cornet AD, van den Tempel W, Boelens AD, Koetsier P, Lens J, Faber HJ, Karakus A, Entjes R, de Jong P, Rettig TCD, Reuland MC, Arbous S, Fleuren LM, Dam TA, Thoral PJ, Lalisang RCA, Tonutti M, de Bruin DP, Elbers PWG, de Keizer NF; Dutch COVID-19 Research Consortium, the Dutch ICU Data Sharing Against COVID-19 Collaborators. Vagliano I, et al. Among authors: achterberg s. Int J Med Inform. 2022 Nov;167:104863. doi: 10.1016/j.ijmedinf.2022.104863. Epub 2022 Sep 22. Int J Med Inform. 2022. PMID: 36162166 Free PMC article.
42 results