Machine learning identifies ICU outcome predictors in a multicenter COVID-19 cohort
Intensive Care Resources are heavily utilized during the COVID-19 pandemic. However, risk stratification and prediction of SARS-CoV-2 patient clinical outcomes upon ICU admission remain inadequate. This study aimed to develop a machine learning model, based on retrospective & prospective clinica...
Gespeichert in:
| Hauptverfasser: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
|---|---|
| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
AUG 17 2021
|
| In: |
Critical care
Year: 2021, Jahrgang: 25, Pages: 1-14 |
| ISSN: | 1466-609X |
| DOI: | 10.1186/s13054-021-03720-4 |
| Online-Zugang: | Resolving-System, kostenfrei: https://doi.org/10.1186/s13054-021-03720-4
|
| Verfasserangaben: | Harry Magunia, Simone Lederer, Raphael Verbuecheln, Bryant Joseph Gilot, Michael Koeppen, Helene A. Haeberle, Valbona Mirakaj, Pascal Hofmann, Gernot Marx, Johannes Bickenbach, Boris Nohe, Michael Lay, Claudia Spies, Andreas Edel, Fridtjof Schiefenhövel, Tim Rahmel, Christian Putensen, Timur Sellmann, Thea Koch, Timo Brandenburger, Detlef Kindgen-Milles, Thorsten Brenner, Marc Berger, Kai Zacharowski, Elisabeth Adam, Matthias Posch, Onnen Moerer, Christian S. Scheer, Daniel Sedding, Markus A. Weigand, Falk Fichtner, Carla Nau, Florian Prätsch, Thomas Wiesmann, Christian Koch, Gerhard Schneider, Tobias Lahmer, Andreas Straub, Andreas Meiser, Manfred Weiss, Bettina Jungwirth, Frank Wappler, Patrick Meybohm, Johannes Herrmann, Nisar Malek, Oliver Kohlbacher, Stephanie Biergans and Peter Rosenberger |
MARC
| LEADER | 00000caa a2200000 c 4500 | ||
|---|---|---|---|
| 001 | 1777677505 | ||
| 003 | DE-627 | ||
| 005 | 20230210113108.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 211117s2021 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1186/s13054-021-03720-4 |2 doi | |
| 035 | |a (DE-627)1777677505 | ||
| 035 | |a (DE-599)KXP1777677505 | ||
| 035 | |a (OCoLC)1341424041 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 33 |2 sdnb | ||
| 100 | 1 | |a Magunia, Harry |d 1979- |e VerfasserIn |0 (DE-588)132956691 |0 (DE-627)691031606 |0 (DE-576)259388041 |4 aut | |
| 245 | 1 | 0 | |a Machine learning identifies ICU outcome predictors in a multicenter COVID-19 cohort |c Harry Magunia, Simone Lederer, Raphael Verbuecheln, Bryant Joseph Gilot, Michael Koeppen, Helene A. Haeberle, Valbona Mirakaj, Pascal Hofmann, Gernot Marx, Johannes Bickenbach, Boris Nohe, Michael Lay, Claudia Spies, Andreas Edel, Fridtjof Schiefenhövel, Tim Rahmel, Christian Putensen, Timur Sellmann, Thea Koch, Timo Brandenburger, Detlef Kindgen-Milles, Thorsten Brenner, Marc Berger, Kai Zacharowski, Elisabeth Adam, Matthias Posch, Onnen Moerer, Christian S. Scheer, Daniel Sedding, Markus A. Weigand, Falk Fichtner, Carla Nau, Florian Prätsch, Thomas Wiesmann, Christian Koch, Gerhard Schneider, Tobias Lahmer, Andreas Straub, Andreas Meiser, Manfred Weiss, Bettina Jungwirth, Frank Wappler, Patrick Meybohm, Johannes Herrmann, Nisar Malek, Oliver Kohlbacher, Stephanie Biergans and Peter Rosenberger |
| 264 | 1 | |c AUG 17 2021 | |
| 300 | |a 14 | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Gesehen am 17.11.2021 | ||
| 520 | |a Intensive Care Resources are heavily utilized during the COVID-19 pandemic. However, risk stratification and prediction of SARS-CoV-2 patient clinical outcomes upon ICU admission remain inadequate. This study aimed to develop a machine learning model, based on retrospective & prospective clinical data, to stratify patient risk and predict ICU survival and outcomes. | ||
| 540 | |q DE-3 |a Namensnennung 4.0 International |f CC BY 4.0 |2 cc |u https://creativecommons.org/licenses/by/4.0/ | ||
| 650 | 4 | |a ARDS | |
| 650 | 4 | |a COVID-19 | |
| 650 | 4 | |a Critical care | |
| 650 | 4 | |a Outcome | |
| 650 | 4 | |a Prognostic models | |
| 700 | 1 | |a Lederer, Simone |e VerfasserIn |4 aut | |
| 700 | 1 | |a Verbuecheln, Raphael |e VerfasserIn |4 aut | |
| 700 | 1 | |a Gilot, Bryant |e VerfasserIn |0 (DE-588)1012970434 |0 (DE-627)704939207 |0 (DE-576)322738431 |4 aut | |
| 700 | 1 | |a Koeppen, Michael |e VerfasserIn |4 aut | |
| 700 | 1 | |a Häberle, Helene |e VerfasserIn |0 (DE-588)114420610 |0 (DE-627)585850569 |0 (DE-576)301218900 |4 aut | |
| 700 | 1 | |a Mirakaj, Valbona |d 1973- |e VerfasserIn |0 (DE-588)132810980 |0 (DE-627)526985402 |0 (DE-576)262754150 |4 aut | |
| 700 | 1 | |a Hofmann, Pascal |d 1989- |e VerfasserIn |0 (DE-588)1138050628 |0 (DE-627)895415208 |0 (DE-576)492325316 |4 aut | |
| 700 | 1 | |a Marx, Gernot |d 1966- |e VerfasserIn |0 (DE-588)132093170 |0 (DE-627)517561840 |0 (DE-576)298939967 |4 aut | |
| 700 | 1 | |a Bickenbach, Johannes |d 1975- |e VerfasserIn |0 (DE-588)124512275 |0 (DE-627)575605995 |0 (DE-576)294207600 |4 aut | |
| 700 | 1 | |a Nohe, Boris Alexander |d 1964- |e VerfasserIn |0 (DE-588)113788738 |0 (DE-627)524700168 |0 (DE-576)174249950 |4 aut | |
| 700 | 1 | |a Lay, Michael |e VerfasserIn |4 aut | |
| 700 | 1 | |a Spies, Claudia D. |d 1961- |e VerfasserIn |0 (DE-588)136425062 |0 (DE-627)58328227X |0 (DE-576)301013152 |4 aut | |
| 700 | 1 | |a Edel, Andreas |d 1984- |e VerfasserIn |0 (DE-588)1029218005 |0 (DE-627)732602874 |0 (DE-576)377145793 |4 aut | |
| 700 | 1 | |a Schiefenhövel, Fridtjof |d 1983- |e VerfasserIn |0 (DE-588)1167536290 |0 (DE-627)1031162836 |0 (DE-576)511183739 |4 aut | |
| 700 | 1 | |a Rahmel, Tim |d 1981- |e VerfasserIn |0 (DE-588)1021268887 |0 (DE-627)689767560 |0 (DE-576)36287364X |4 aut | |
| 700 | 1 | |a Putensen, Christian |e VerfasserIn |4 aut | |
| 700 | 1 | |a Sellmann, Timur |d 1974- |e VerfasserIn |0 (DE-588)12904752X |0 (DE-627)388156252 |0 (DE-576)285863150 |4 aut | |
| 700 | 1 | |a Koch, Thea |d 1961- |e VerfasserIn |0 (DE-588)131746030 |0 (DE-627)513598111 |0 (DE-576)298712903 |4 aut | |
| 700 | 1 | |a Brandenburger, Timo |e VerfasserIn |0 (DE-588)139821635 |0 (DE-627)61378846X |0 (DE-576)313417210 |4 aut | |
| 700 | 1 | |a Kindgen-Milles, Detlef |e VerfasserIn |0 (DE-588)1189078562 |0 (DE-627)166780913X |4 aut | |
| 700 | 1 | |a Brenner, Thorsten |d 1978- |e VerfasserIn |0 (DE-588)130125709 |0 (DE-627)491713363 |0 (DE-576)189360607 |4 aut | |
| 700 | 1 | |a Berger, Marc |e VerfasserIn |4 aut | |
| 700 | 1 | |a Zacharowski, Kai |e VerfasserIn |0 (DE-588)1078793174 |0 (DE-627)839463650 |0 (DE-576)451892178 |4 aut | |
| 700 | 1 | |a Adam, Elisabeth |d 1981- |e VerfasserIn |0 (DE-588)1050912802 |0 (DE-627)78528303X |0 (DE-576)405359373 |4 aut | |
| 700 | 1 | |a Posch, Matthias Jakob |e VerfasserIn |0 (DE-588)1235851079 |0 (DE-627)1761023241 |4 aut | |
| 700 | 1 | |a Mörer, Onnen |d 1969- |e VerfasserIn |0 (DE-588)129380113 |0 (DE-627)394198859 |0 (DE-576)29763125X |4 aut | |
| 700 | 1 | |a Scheer, Christian S. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Sedding, Daniel |d 1972- |e VerfasserIn |0 (DE-588)128536349 |0 (DE-627)37421526X |0 (DE-576)297201441 |4 aut | |
| 700 | 1 | |a Weigand, Markus A. |d 1967- |e VerfasserIn |0 (DE-588)1064970435 |0 (DE-627)815375239 |0 (DE-576)424658666 |4 aut | |
| 700 | 1 | |a Fichtner, Falk |e VerfasserIn |4 aut | |
| 700 | 1 | |a Nau, Carla |d 1968- |e VerfasserIn |0 (DE-588)114328943 |0 (DE-627)546045715 |0 (DE-576)289793440 |4 aut | |
| 700 | 1 | |a Prätsch, Florian |d 1976- |e VerfasserIn |0 (DE-588)133218775 |0 (DE-627)538685263 |0 (DE-576)299703169 |4 aut | |
| 700 | 1 | |a Wiesmann, Thomas |e VerfasserIn |0 (DE-588)1015138403 |0 (DE-627)705334198 |0 (DE-576)350155836 |4 aut | |
| 700 | 1 | |a Koch, Christian |d 19XX- |e VerfasserIn |0 (DE-588)1035750813 |0 (DE-627)749492570 |0 (DE-576)383498767 |4 aut | |
| 700 | 1 | |a Schneider, Gerhard |d 1967- |e VerfasserIn |0 (DE-588)131569430 |0 (DE-627)510986617 |0 (DE-576)298592835 |4 aut | |
| 700 | 1 | |a Lahmer, Tobias |d 1978- |e VerfasserIn |0 (DE-588)135604664 |0 (DE-627)568593553 |0 (DE-576)300539835 |4 aut | |
| 700 | 1 | |a Straub, Andreas |d 1973- |e VerfasserIn |0 (DE-588)122652436 |0 (DE-627)705986608 |0 (DE-576)293365636 |4 aut | |
| 700 | 1 | |a Meiser, Andreas |d 1964- |e VerfasserIn |0 (DE-588)173248640 |0 (DE-627)698167678 |0 (DE-576)134097858 |4 aut | |
| 700 | 1 | |a Weiss, Manfred |e VerfasserIn |4 aut | |
| 700 | 1 | |a Jungwirth, Bettina |d 1975- |e VerfasserIn |0 (DE-588)123776570 |0 (DE-627)082760993 |0 (DE-576)293873771 |4 aut | |
| 700 | 1 | |a Wappler, Frank |d 1960- |e VerfasserIn |0 (DE-588)112562647 |0 (DE-627)504904833 |0 (DE-576)289735386 |4 aut | |
| 700 | 1 | |a Meybohm, Patrick |d 1978- |e VerfasserIn |0 (DE-588)129324000 |0 (DE-627)393096351 |0 (DE-576)297598775 |4 aut | |
| 700 | 1 | |a Herrmann, Johannes Bernd |d 1993- |e VerfasserIn |0 (DE-588)1193436230 |0 (DE-627)1672106974 |4 aut | |
| 700 | 1 | |a Malek, Nisar Peter |d 1968- |e VerfasserIn |0 (DE-588)133116603 |0 (DE-627)534553710 |0 (DE-576)299634531 |4 aut | |
| 700 | 1 | |a Kohlbacher, Oliver |d 1971- |e VerfasserIn |0 (DE-588)121433234 |0 (DE-627)396067646 |0 (DE-576)292707754 |4 aut | |
| 700 | 1 | |a Biergans, Stephanie |e VerfasserIn |4 aut | |
| 700 | 1 | |a Rosenberger, Peter |d 1970- |e VerfasserIn |0 (DE-588)121698629 |0 (DE-627)081475144 |0 (DE-576)292836171 |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t Critical care |d London : BioMed Central, 1997 |g 25(2021), Artikel-ID 295, Seite 1-14 |h Online-Ressource |w (DE-627)331258269 |w (DE-600)2051256-9 |w (DE-576)279224680 |x 1466-609X |7 nnas |a Machine learning identifies ICU outcome predictors in a multicenter COVID-19 cohort |
| 773 | 1 | 8 | |g volume:25 |g year:2021 |g elocationid:295 |g pages:1-14 |g extent:14 |a Machine learning identifies ICU outcome predictors in a multicenter COVID-19 cohort |
| 856 | 4 | 0 | |u https://doi.org/10.1186/s13054-021-03720-4 |x Resolving-System |z kostenfrei |
| 951 | |a AR | ||
| 992 | |a 20211117 | ||
| 993 | |a Article | ||
| 994 | |a 2021 | ||
| 998 | |g 1064970435 |a Weigand, Markus A. |m 1064970435:Weigand, Markus A. |d 910000 |d 910300 |e 910000PW1064970435 |e 910300PW1064970435 |k 0/910000/ |k 1/910000/910300/ |p 30 | ||
| 998 | |g 130125709 |a Brenner, Thorsten |m 130125709:Brenner, Thorsten |d 50000 |e 50000PB130125709 |k 0/50000/ |p 22 | ||
| 999 | |a KXP-PPN1777677505 |e 4002907597 | ||
| BIB | |a Y | ||
| SER | |a journal | ||
| JSO | |a {"name":{"displayForm":["Harry Magunia, Simone Lederer, Raphael Verbuecheln, Bryant Joseph Gilot, Michael Koeppen, Helene A. Haeberle, Valbona Mirakaj, Pascal Hofmann, Gernot Marx, Johannes Bickenbach, Boris Nohe, Michael Lay, Claudia Spies, Andreas Edel, Fridtjof Schiefenhövel, Tim Rahmel, Christian Putensen, Timur Sellmann, Thea Koch, Timo Brandenburger, Detlef Kindgen-Milles, Thorsten Brenner, Marc Berger, Kai Zacharowski, Elisabeth Adam, Matthias Posch, Onnen Moerer, Christian S. Scheer, Daniel Sedding, Markus A. Weigand, Falk Fichtner, Carla Nau, Florian Prätsch, Thomas Wiesmann, Christian Koch, Gerhard Schneider, Tobias Lahmer, Andreas Straub, Andreas Meiser, Manfred Weiss, Bettina Jungwirth, Frank Wappler, Patrick Meybohm, Johannes Herrmann, Nisar Malek, Oliver Kohlbacher, Stephanie Biergans and Peter Rosenberger"]},"origin":[{"dateIssuedKey":"2021","dateIssuedDisp":"AUG 17 2021"}],"recId":"1777677505","person":[{"role":"aut","family":"Magunia","display":"Magunia, Harry","given":"Harry"},{"role":"aut","display":"Lederer, Simone","given":"Simone","family":"Lederer"},{"family":"Verbuecheln","given":"Raphael","display":"Verbuecheln, Raphael","role":"aut"},{"role":"aut","display":"Gilot, Bryant","given":"Bryant","family":"Gilot"},{"role":"aut","family":"Koeppen","given":"Michael","display":"Koeppen, Michael"},{"family":"Häberle","display":"Häberle, Helene","given":"Helene","role":"aut"},{"role":"aut","family":"Mirakaj","given":"Valbona","display":"Mirakaj, Valbona"},{"role":"aut","family":"Hofmann","given":"Pascal","display":"Hofmann, Pascal"},{"role":"aut","family":"Marx","display":"Marx, Gernot","given":"Gernot"},{"display":"Bickenbach, Johannes","given":"Johannes","family":"Bickenbach","role":"aut"},{"given":"Boris Alexander","display":"Nohe, Boris Alexander","family":"Nohe","role":"aut"},{"display":"Lay, Michael","given":"Michael","family":"Lay","role":"aut"},{"family":"Spies","display":"Spies, Claudia D.","given":"Claudia D.","role":"aut"},{"role":"aut","display":"Edel, Andreas","given":"Andreas","family":"Edel"},{"role":"aut","display":"Schiefenhövel, Fridtjof","given":"Fridtjof","family":"Schiefenhövel"},{"family":"Rahmel","given":"Tim","display":"Rahmel, Tim","role":"aut"},{"display":"Putensen, Christian","given":"Christian","family":"Putensen","role":"aut"},{"family":"Sellmann","given":"Timur","display":"Sellmann, Timur","role":"aut"},{"role":"aut","family":"Koch","display":"Koch, Thea","given":"Thea"},{"display":"Brandenburger, Timo","given":"Timo","family":"Brandenburger","role":"aut"},{"role":"aut","family":"Kindgen-Milles","display":"Kindgen-Milles, Detlef","given":"Detlef"},{"family":"Brenner","display":"Brenner, Thorsten","given":"Thorsten","role":"aut"},{"display":"Berger, Marc","given":"Marc","family":"Berger","role":"aut"},{"family":"Zacharowski","given":"Kai","display":"Zacharowski, Kai","role":"aut"},{"role":"aut","display":"Adam, Elisabeth","given":"Elisabeth","family":"Adam"},{"role":"aut","display":"Posch, Matthias Jakob","given":"Matthias Jakob","family":"Posch"},{"given":"Onnen","display":"Mörer, Onnen","family":"Mörer","role":"aut"},{"role":"aut","family":"Scheer","given":"Christian S.","display":"Scheer, Christian S."},{"given":"Daniel","display":"Sedding, Daniel","family":"Sedding","role":"aut"},{"family":"Weigand","display":"Weigand, Markus A.","given":"Markus A.","role":"aut"},{"role":"aut","family":"Fichtner","given":"Falk","display":"Fichtner, Falk"},{"family":"Nau","given":"Carla","display":"Nau, Carla","role":"aut"},{"role":"aut","family":"Prätsch","display":"Prätsch, Florian","given":"Florian"},{"display":"Wiesmann, Thomas","given":"Thomas","family":"Wiesmann","role":"aut"},{"family":"Koch","display":"Koch, Christian","given":"Christian","role":"aut"},{"role":"aut","family":"Schneider","given":"Gerhard","display":"Schneider, Gerhard"},{"role":"aut","given":"Tobias","display":"Lahmer, Tobias","family":"Lahmer"},{"family":"Straub","display":"Straub, Andreas","given":"Andreas","role":"aut"},{"role":"aut","given":"Andreas","display":"Meiser, Andreas","family":"Meiser"},{"given":"Manfred","display":"Weiss, Manfred","family":"Weiss","role":"aut"},{"role":"aut","given":"Bettina","display":"Jungwirth, Bettina","family":"Jungwirth"},{"display":"Wappler, Frank","given":"Frank","family":"Wappler","role":"aut"},{"given":"Patrick","display":"Meybohm, Patrick","family":"Meybohm","role":"aut"},{"role":"aut","given":"Johannes Bernd","display":"Herrmann, Johannes Bernd","family":"Herrmann"},{"role":"aut","given":"Nisar Peter","display":"Malek, Nisar Peter","family":"Malek"},{"role":"aut","family":"Kohlbacher","given":"Oliver","display":"Kohlbacher, Oliver"},{"display":"Biergans, Stephanie","given":"Stephanie","family":"Biergans","role":"aut"},{"role":"aut","given":"Peter","display":"Rosenberger, Peter","family":"Rosenberger"}],"title":[{"title":"Machine learning identifies ICU outcome predictors in a multicenter COVID-19 cohort","title_sort":"Machine learning identifies ICU outcome predictors in a multicenter COVID-19 cohort"}],"language":["eng"],"id":{"eki":["1777677505"],"doi":["10.1186/s13054-021-03720-4"]},"type":{"bibl":"article-journal","media":"Online-Ressource"},"physDesc":[{"extent":"14 S."}],"note":["Gesehen am 17.11.2021"],"relHost":[{"type":{"bibl":"periodical","media":"Online-Ressource"},"pubHistory":["1.1997 -"],"disp":"Machine learning identifies ICU outcome predictors in a multicenter COVID-19 cohortCritical care","recId":"331258269","titleAlt":[{"title":"The critical care forum"}],"language":["eng"],"part":{"year":"2021","extent":"14","pages":"1-14","text":"25(2021), Artikel-ID 295, Seite 1-14","volume":"25"},"id":{"eki":["331258269"],"zdb":["2051256-9"],"issn":["1466-609X"]},"physDesc":[{"extent":"Online-Ressource"}],"note":["Gesehen am 01.07.2015"],"origin":[{"publisher":"BioMed Central ; Springer","dateIssuedDisp":"1997-","dateIssuedKey":"1997","publisherPlace":"London ; Berlin ; Heidelberg"}],"title":[{"title":"Critical care","subtitle":"the leading online forum for critical care, intensive care and emergency medicine","title_sort":"Critical care"}]}]} | ||
| SRT | |a MAGUNIAHARMACHINELEA1720 | ||