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10.1186/s13054-021-03733-z http://scihub22266oqcxt.onion/10.1186/s13054-021-03733-z 34425864!8381710!34425864     free     free     free Deprecated: Implicit conversion from float 227.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 227.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 227.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 227.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 227.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 227.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 261.2 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 261.2 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 261.2 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 261.2 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534       Crit+Care 2021 ; 25 (1): 304 Nephropedia Template TP {{tp|p=34425864|t=2021. The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients |pdf=|usr=}}{{34425864}} gab.com Text The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients JO: Crit Care http://www.kidney.de/pget.php?&tw=1&pmid=34425864 #FOAvip BACKGROUND: The Coronavirus disease 2019 (COVID-19) pandemic has underlined the urgent need for reliable, multicenter, and full-admission intensive care data to advance our understanding of the course of the disease and investigate potential treatment strategies. In this study, we present the Dutch Data Warehouse (DDW), the first multicenter electronic health record (EHR) database with full-admission data from critically ill COVID-19 patients. METHODS: A nation-wide data sharing collaboration was launched at the beginning of the pandemic in March 2020. All hospitals in the Netherlands were asked to participate and share pseudonymized EHR data from adult critically ill COVID-19 patients. Data included patient demographics, clinical observations, administered medication, laboratory determinations, and data from vital sign monitors and life support devices. Data sharing agreements were signed with participating hospitals before any data transfers took place. Data were extracted from the local EHRs with prespecified queries and combined into a staging dataset through an extract-transform-load (ETL) pipeline. In the consecutive processing pipeline, data were mapped to a common concept vocabulary and enriched with derived concepts. Data validation was a continuous process throughout the project. All participating hospitals have access to the DDW. Within legal and ethical boundaries, data are available to clinicians and researchers. RESULTS: Out of the 81 intensive care units in the Netherlands, 66 participated in the collaboration, 47 have signed the data sharing agreement, and 35 have shared their data. Data from 25 hospitals have passed through the ETL and processing pipeline. Currently, 3464 patients are included in the DDW, both from wave 1 and wave 2 in the Netherlands. More than 200 million clinical data points are available. Overall ICU mortality was 24.4%. Respiratory and hemodynamic parameters were most frequently measured throughout a patient's stay. For each patient, all administered medication and their daily fluid balance were available. Missing data are reported for each descriptive. CONCLUSIONS: In this study, we show that EHR data from critically ill COVID-19 patients may be lawfully collected and can be combined into a data warehouse. These initiatives are indispensable to advance medical data science in the field of intensive care medicine. Twit Text FOAVip The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients ????Crit Care http://www.kidney.de/pget.php?&tw=1&pmid=34425864 #FOAvip Twit Text # Free Paper on # # # # # LINK http://www.kidney.de/pget.php?&tw=1&pmid=34425864 #FOAvip English Wikipedia <ref>{{Cite pmid|34425864}}</ref> The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients #MMPMID34425864 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 Crit Care 2021[Aug]; 25 (1): 304 PMID34425864show ga BACKGROUND: The Coronavirus disease 2019 (COVID-19) pandemic has underlined the urgent need for reliable, multicenter, and full-admission intensive care data to advance our understanding of the course of the disease and investigate potential treatment strategies. In this study, we present the Dutch Data Warehouse (DDW), the first multicenter electronic health record (EHR) database with full-admission data from critically ill COVID-19 patients. METHODS: A nation-wide data sharing collaboration was launched at the beginning of the pandemic in March 2020. All hospitals in the Netherlands were asked to participate and share pseudonymized EHR data from adult critically ill COVID-19 patients. Data included patient demographics, clinical observations, administered medication, laboratory determinations, and data from vital sign monitors and life support devices. Data sharing agreements were signed with participating hospitals before any data transfers took place. Data were extracted from the local EHRs with prespecified queries and combined into a staging dataset through an extract-transform-load (ETL) pipeline. In the consecutive processing pipeline, data were mapped to a common concept vocabulary and enriched with derived concepts. Data validation was a continuous process throughout the project. All participating hospitals have access to the DDW. Within legal and ethical boundaries, data are available to clinicians and researchers. RESULTS: Out of the 81 intensive care units in the Netherlands, 66 participated in the collaboration, 47 have signed the data sharing agreement, and 35 have shared their data. Data from 25 hospitals have passed through the ETL and processing pipeline. Currently, 3464 patients are included in the DDW, both from wave 1 and wave 2 in the Netherlands. More than 200 million clinical data points are available. Overall ICU mortality was 24.4%. Respiratory and hemodynamic parameters were most frequently measured throughout a patient's stay. For each patient, all administered medication and their daily fluid balance were available. Missing data are reported for each descriptive. CONCLUSIONS: In this study, we show that EHR data from critically ill COVID-19 patients may be lawfully collected and can be combined into a data warehouse. These initiatives are indispensable to advance medical data science in the field of intensive care medicine. |COVID-19/*epidemiology[MESH] |Critical Care[MESH] |Critical Illness/*epidemiology[MESH] |Data Warehousing/*statistics & numerical data[MESH] |Electronic Health Records/*statistics & numerical data[MESH] |Hospitalization/*statistics & numerical data[MESH] |Humans[MESH] |Intensive Care Units/*statistics & numerical data[MESH]The Dutch Data Warehouse, a multicenter and full-admission electronic (epmc).pdf DeepDyve Pubget Overpricing