Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: The COVIDSurg mortality score

Laura Bravo; Dmitri Nepogodiev; James C. Glasbey; Elizabeth Li; Joana F.F. Simoes; Sivesh K. Kamarajah; Maria Picciochi; Tom E.F. Abbott; Adesoji O. Ademuyiwa; Alexis P. Arnaud; Arnav Agarwal; Amanpreet Brar; Muhammed Elhadi; Dennis Mazingi; Victor Roth Cardoso; Samuel Lawday; Raza Sayyed; Omar M. Omar; Antonio Ramos de la Madina; Luke Slater; Mary L. Venn; Georgios Gkoutos; Aneel Bhangu; Andreas Karwath; Kwabena Siaw-Acheampong; Leah Argus; Daoud Chaudhry; Brett E. Dawson; Rohan R. Gujjuri; Conor S. Jones; Chetan Khatri; James M. Keatley; Harvinder Mann; Ella J. Marson; Kenneth A. Mclean; Elliott H. Taylor; Abhinav Tiwari; Isobel M. Trout; R. Wilkin; Irida Dajti; Arben Gjata; Luis Boccalatte; Maria Marta Modolo; Daniel Cox; Peter Pockney; Philip Townend; Felix Aigner; Irmgard Kronberger; Kamral Hossain; Gabrielle VanRamshorst; Ismail Lawani; Gustavo Ataide; Glauco Baiocchi; Igor Buarque; Muhammad Gohar; Mihail Slavchev; Janet Martin; Maricarmen Olivos; Jose Calvache; Carlos Jose Perez Rivera; Ana Danic Hadzibegovic; Tomislav Kopjar; Jakov Mihanovic; Jaroslav Klat; René Novysedlak; Peter Christensen; Alaa El-Hussuna; Sylvia Batista; Eddy Lincango; Sameh H. Emile; Mengistu Gebreyohanes Mengesha; Samuel Hailu; Hailu Tamiru; Joonas Kauppila; Johanna Laukkarinen; Markus Albertsmeiers; Hans Lederhuber; Stephen Tabiri; Symeon Metallidis; Georgios Tsoulfas; Maria Aguilera Lorena; Gustavo Grecinos; Tamas Mersich; Daniel Wettstein; Dhruv Ghosh; Gabriele Kembuan; Peiman Brouk; Mohammad Khosravi; Masoud Mozafari; Ahmed Adil; Helen M. Mohan; Oded Zmora; Marco Fiore; Gaetano Gallo; Francesco Pata; Gianluca Pellino; Sohei Satoi; Faris Ayasra; Mohammad Chaar; Ildar R. Fakhradiyev; Mohammad Jamal; Aiste Gulla; April Roslani; Laura Martinez; Antonio Ramos De La Medina; Oumaima Outani; Pascal Jonker; Schelto Kruijff; Milou Noltes; Pieter Steinkamp; Willemijn van der Plas; Babatunde Osinaike; Justina Seyiolajide; Emmanuel Williams; Sofija Pejkova; Knut Magne Augestad; Kjetil Soreide; Zainab Al Balushi; Ahmad Qureshi; Mustafa Abu Mohsen Daraghmeh; Sadi Abukhalaf; Moises Cukier; Hugo Gomez; Sebastian Shu; Ximena Vasquez; Marie Dione Parreno-Sacdalan; Piotr Major; José Azevedo; Miguel Cunha; Irene Santos; Ahmad Zarour; Eduard-Alexandru Bonci; Ionut Negoi; Sergey Efetov; Andrey Litvin; Faustin Ntirenganya; Ehab Al Ameer; Dejan Radenkovic; Frederick Koh Hong Xiang; Chew Min Hoe; James Ngu Chi Yong; Rachel Moore; Ncamsile Nhlabathi; Ruth Blanco Colino; Ana Minaya Bravo; Ana Minaya-Bravo; Umesh Jayarajah; Dakshitha Wickramasinghe; Mohammed Elmujtaba; William Jebril; Martin Rutegård; Malin Sund; Arda Isik; Sezai Leventoǧlu; Ruth Benson; Ed Caruna; Sohini Chakrabortee; Andreas Demetriades; Anant Desai; Thomas D. Drake; John G. Edwards; Jonathan P. Evans; Samuel Ford; Christina Fotopoulou; Ewen Griffiths; Peter Hutchinson; Michael D. Jenkinson; Tabassum Khan; Stephen Knight; Angelos Kolias; Elaine Leung; Siobhan McKay; Lisa Norman; Riinu Ots; Vidya Raghavan; Keith Roberts; Andrew Schache; Richard Shaw; Katie Shaw; Neil Smart; Grant Stewart; Sudha Sundar; Dale Vimalchandran; Naomi Wright; Sattar Alshryda; Osaid Alser; Kerry Breen; Ian Ganly; Haytham Kaafarani; Brittany Kendall; Hassan Mashbari; Hamza Al Naggar; J.I. Valenzuela; N.A. Gemelli; D.E. Smith; N.N. Dudi-Venkata; H.M. Kroon; T. Sammour; M. Roberts; D. Mitchell; K. Lah; A. Pearce; A. Morton; A.C. Dawson; A. Drane; C. Sharpin; R.M. Nataraja; M. Pacilli; D.R.A. Cox; V. Muralidharan; G.E. Riddiough; E.M. Clarke; W. Jamel; K.R. Qin; D. Cope; N. Egoroff; N. Lott; S. Putnis; S. De Robles; Z. Ang; M. Mitteregger; S. Uranitsch; M. Stiegler; G. Seitinger; D.B. Lumenta; S.P. Nischwitz; E. Richtig; M. Pau; P. Srekl-Filzmaier; N. Eibinger; B. Michelitsch; M. Fediuk; A. Papinutti; G. Seidel; J. Kahn; T.U. Cohnert; F. Messner; D. Öfner; J. Presl; M. Varga; M. Weitzendorfer; K. Emmanuel; A.D. Binder; M. Zimmermann; S. Holawe; E. Nkenke; C. Grimm; M. Kranawetter; A. Rahman Mitul; N. Islam; S. Karim; N. Komen; E. Ang; H. De Praetere; T. Tollens; G. Schols; C. Smets; L. Haenen; J. Quintens; K. Van Belle; G.H. Van Ramshorst; P. Pattyn; L. Desender; T. Martens; D. Van de Putte; P. Lerut; A. Grimonprez; M. Janssen; G. De Smul; P. Wallaert; J. Van den Eynde; W. Oosterlinck; R. Van den Eynde; A. Sermon; A. Boeckxstaens; A. Cordonnier; J. De Coster; J. Jaekers; C. Politis; M. Miserez; N. Duchateau; C. De Gheldere; N. Flamey; A. Christiano; B. Guidi; A.L. Minussi; S. Castro; W. Okoba; F.H.R. Maldonado; P. Oliveira; T. Baldasso; L. Santos; G.M.A. Gomes; L. Pol-Fachin; T.S. Bezerra; A.V. Barros; A.M.R. da Silva; A.L.S. Leite; D.W.A. Silvestre; C.C. Ferro; M.S. Araujo; L.M. Lopes; P.D. Damasceno; D.H.S. Araujo; G. Laporte; M.C. Salem; M.A.C. Guimaraes-Filho; L. Nacif; R.L.G. Flumignan; L.C.U. Nakano; D.A.B. Kuramoto; A.L.S. Aidar; M.R. Pereda; R.M. Correia; B.C. Santos; A.A. Carvalho; J.E. Amorim; H.J. Guedes Neto; L.L. Areias; A.F. Sousa; C.D.Q. Flumignan; W.G. Lustre; D.H. Moreno; N. Barros; J.C.C. Baptista-Silva; L.L. Matos; L.P. Kowaski; M.A.V. Kulcsar; K.S. Nunes; M.F. Teixeira; R.L. Nunes; T.R. Ijichi; N.J. Kim; A. Marreiro; B. Muller; J. Barakat Awada; L.P. Kowalski; J.G. Vartanian; F.B. Makdissi; S. Aguiar; N. Marques; G.B. Carvalho; T.M.D.M. Marques; E.A. Abdallah; C.E. Zurstrassen; J.L. Gross; S.C. Zequi; B.T. Gonçalves; S.S. Santos; J.P. Duprat; F.J.F. Coimbra; R. Cicco; F. Takeda; I. Cecconello; U. Ribeiro; A. Gatti; R. Oliva; C. Nardi; B. Atanasov; N. Belev; A. Dell; D. Bigam; K. Dajani; S. Al Riyami; D. Cheng; H. Yang; A. Fayad; F.M. Carrier; E. Amzallag; J. Desroches; M. Ruel; N.G. Caminsky; M. Boutros; J. Moon; E.G. Wong; T. Vanounou; J. Pelletier; S. Wong; E. Girsowicz; J. Bayne; D. Obrand; H. Gill; O. Steinmetz; K. MacKenzie; M. Lukaszewski; G. Jamjoum; P. Richebé; O. Verdonck; S. Discepola; N. Godin; M. Idrissi; D. Briatico; S. Sharma; G. Talwar; K. Bailey; V. Lecluyse; G. Côté; S. Demyttenaere; R. Garfinkle; A. Kouyoumdjian; S. Dumitra; K. Khwaja; L. Luo; G. Berry; A.S. Liberman; S. Schmid; J. Spicer; M. Al Farsi; J. Abou-Khalil; E. Couture; S. Mohammadi; H. Tremblay; N. Gagné; A. Bergeron; A.F. Turgeon; O. Costerousse; D. Bellemare; C. Babin; C. Blier; M.L. Wood; A. Persad; G. Groot; H. Pham; D; Jason S. Hauptman

doi:10.1093/bjs/znab183

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Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: The COVIDSurg mortality score

Journal article

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Peer reviewed

Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: The COVIDSurg mortality score

Laura Bravo, Dmitri Nepogodiev, James C. Glasbey, Elizabeth Li, Joana F.F. Simoes, Sivesh K. Kamarajah, Maria Picciochi, Tom E.F. Abbott, Adesoji O. Ademuyiwa, Alexis P. Arnaud, …

British Journal of Surgery, Vol.19(4)

2021

DOI: https://doi.org/10.1093/bjs/znab183

Abstract

algorithm

Article

cohort analysis

controlled study

coronavirus disease 2019

diagnostic test accuracy study

feature selection

human

machine learning

mortality

multicenter study

outcome assessment

prediction

prospective study

receiver operating characteristic

risk

Severe acute respiratory syndrome coronavirus 2

validation study

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Title: Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: The COVIDSurg mortality score
Creators: Laura Bravo
Dmitri Nepogodiev
James C. Glasbey
Elizabeth Li - Laboratoire des Sciences de l'Ingénieur, de l'Informatique et de l'Imagerie
Joana F.F. Simoes
Sivesh K. Kamarajah
Maria Picciochi
Tom E.F. Abbott
Adesoji O. Ademuyiwa
Alexis P. Arnaud - Institut de Virologie
Arnav Agarwal
Amanpreet Brar
Muhammed Elhadi
Dennis Mazingi - Institut de Virologie
Victor Roth Cardoso
Samuel Lawday - Institut de Virologie
Raza Sayyed
Omar M. Omar
Antonio Ramos de la Madina
Luke Slater
Mary L. Venn
Georgios Gkoutos
Aneel Bhangu
Andreas Karwath
Kwabena Siaw-Acheampong
Leah Argus
Daoud Chaudhry
Brett E. Dawson
Rohan R. Gujjuri
Conor S. Jones
Chetan Khatri
James M. Keatley
Harvinder Mann
Ella J. Marson
Kenneth A. Mclean
Elliott H. Taylor
Abhinav Tiwari
Isobel M. Trout
R. Wilkin - Institut de Virologie
Irida Dajti - Institut de Virologie
Arben Gjata
Luis Boccalatte
Maria Marta Modolo
Daniel Cox
Peter Pockney - Institut de Virologie
Philip Townend
Felix Aigner
Irmgard Kronberger
Kamral Hossain
Gabrielle VanRamshorst
Ismail Lawani
Gustavo Ataide
Glauco Baiocchi
Igor Buarque
Muhammad Gohar
Mihail Slavchev
Janet Martin
Maricarmen Olivos
Jose Calvache
Carlos Jose Perez Rivera
Ana Danic Hadzibegovic
Tomislav Kopjar
Jakov Mihanovic
Jaroslav Klat
René Novysedlak
Peter Christensen - Institut de Virologie
Alaa El-Hussuna
Sylvia Batista
Eddy Lincango
Sameh H. Emile - Institut de Virologie
Mengistu Gebreyohanes Mengesha
Samuel Hailu - Institut de Virologie
Hailu Tamiru
Joonas Kauppila
Johanna Laukkarinen
Markus Albertsmeiers
Hans Lederhuber
Stephen Tabiri
Symeon Metallidis
Georgios Tsoulfas
Maria Aguilera Lorena
Gustavo Grecinos
Tamas Mersich
Daniel Wettstein
Dhruv Ghosh
Gabriele Kembuan
Peiman Brouk
Mohammad Khosravi
Masoud Mozafari
Ahmed Adil
Helen M. Mohan
Oded Zmora
Marco Fiore
Gaetano Gallo
Francesco Pata
Gianluca Pellino
Sohei Satoi
Faris Ayasra
Mohammad Chaar
Ildar R. Fakhradiyev
Mohammad Jamal
Aiste Gulla
April Roslani
Laura Martinez
Antonio Ramos De La Medina
Oumaima Outani
Pascal Jonker
Schelto Kruijff
Milou Noltes
Pieter Steinkamp
Willemijn van der Plas
Babatunde Osinaike
Justina Seyiolajide
Emmanuel Williams
Sofija Pejkova
Knut Magne Augestad
Kjetil Soreide
Zainab Al Balushi
Ahmad Qureshi - Institut de Virologie
Mustafa Abu Mohsen Daraghmeh
Sadi Abukhalaf - Institut de Virologie
Moises Cukier
Hugo Gomez
Sebastian Shu
Ximena Vasquez
Marie Dione Parreno-Sacdalan
Piotr Major - Institut de Virologie
José Azevedo
Miguel Cunha
Irene Santos
Ahmad Zarour
Eduard-Alexandru Bonci
Ionut Negoi
Sergey Efetov
Andrey Litvin
Faustin Ntirenganya
Ehab Al Ameer
Dejan Radenkovic
Frederick Koh Hong Xiang
Chew Min Hoe
James Ngu Chi Yong
Rachel Moore - Institut de Virologie
Ncamsile Nhlabathi
Ruth Blanco Colino
Ana Minaya Bravo
Ana Minaya-Bravo
Umesh Jayarajah - Institut de Virologie
Dakshitha Wickramasinghe
Mohammed Elmujtaba
William Jebril
Martin Rutegård
Malin Sund
Arda Isik
Sezai Leventoǧlu
Ruth Benson
Ed Caruna
Sohini Chakrabortee
Andreas Demetriades
Anant Desai
Thomas D. Drake
John G. Edwards
Jonathan P. Evans
Samuel Ford - Institut de Virologie
Christina Fotopoulou - Institut de Virologie
Ewen Griffiths - Institut de Virologie
Peter Hutchinson
Michael D. Jenkinson
Tabassum Khan
Stephen Knight
Angelos Kolias
Elaine Leung
Siobhan McKay
Lisa Norman
Riinu Ots
Vidya Raghavan
Keith Roberts
Andrew Schache
Richard Shaw
Katie Shaw
Neil Smart
Grant Stewart
Sudha Sundar - Institut de Virologie
Dale Vimalchandran
Naomi Wright
Sattar Alshryda - Institut de Virologie
Osaid Alser
Kerry Breen
Ian Ganly - Institut de Virologie
Haytham Kaafarani
Brittany Kendall
Hassan Mashbari
Hamza Al Naggar
J.I. Valenzuela
N.A. Gemelli
D.E. Smith
N.N. Dudi-Venkata
H.M. Kroon
T. Sammour - Institut de Virologie
M. Roberts
D. Mitchell - Institut de Virologie
K. Lah - Institut de Virologie
A. Pearce
A. Morton
A.C. Dawson - Institut de Virologie
A. Drane
C. Sharpin - Institut de Virologie
R.M. Nataraja - Institut de Virologie
M. Pacilli
D.R.A. Cox
V. Muralidharan
G.E. Riddiough - Laboratoire des Sciences de l'Ingénieur, de l'Informatique et de l'Imagerie
E.M. Clarke
W. Jamel
K.R. Qin
D. Cope - Institut de Virologie
N. Egoroff
N. Lott
S. Putnis - Institut de Virologie
S. De Robles - Institut de Virologie
Z. Ang
M. Mitteregger
S. Uranitsch - Institut de Virologie
M. Stiegler
G. Seitinger
D.B. Lumenta
S.P. Nischwitz
E. Richtig - Institut de Virologie
M. Pau
P. Srekl-Filzmaier - Institut de Virologie
N. Eibinger
B. Michelitsch - Laboratoire des Sciences de l'Ingénieur, de l'Informatique et de l'Imagerie
M. Fediuk
A. Papinutti
G. Seidel
J. Kahn
T.U. Cohnert
F. Messner
D. Öfner
J. Presl
M. Varga
M. Weitzendorfer
K. Emmanuel - Institut de Virologie
A.D. Binder - Institut de Virologie
M. Zimmermann
S. Holawe - Institut de Virologie
E. Nkenke - Institut de Virologie
C. Grimm - Institut de Virologie
M. Kranawetter
A. Rahman Mitul
N. Islam
S. Karim - Institut de Virologie
N. Komen
E. Ang - Institut de Virologie
H. De Praetere
T. Tollens - Institut de Virologie
G. Schols
C. Smets - Institut de Virologie
L. Haenen
J. Quintens
K. Van Belle - Institut de Virologie
G.H. Van Ramshorst
P. Pattyn - Institut de Virologie
L. Desender
T. Martens - Institut de Virologie
D. Van de Putte - Institut de Virologie
P. Lerut - Institut de Virologie
A. Grimonprez
M. Janssen
G. De Smul
P. Wallaert - Institut de Virologie
J. Van den Eynde
W. Oosterlinck
R. Van den Eynde - Institut de Virologie
A. Sermon
A. Boeckxstaens
A. Cordonnier
J. De Coster
J. Jaekers
C. Politis - Institut de Virologie
M. Miserez
N. Duchateau
C. De Gheldere - Institut de Virologie
N. Flamey
A. Christiano
B. Guidi - Laboratoire des Sciences de l'Ingénieur, de l'Informatique et de l'Imagerie
A.L. Minussi
S. Castro - Institut de Virologie
W. Okoba
F.H.R. Maldonado
P. Oliveira - Institut de Virologie
T. Baldasso - Institut de Virologie
L. Santos
G.M.A. Gomes
L. Pol-Fachin
T.S. Bezerra
A.V. Barros
A.M.R. da Silva
A.L.S. Leite
D.W.A. Silvestre
C.C. Ferro
M.S. Araujo
L.M. Lopes
P.D. Damasceno
D.H.S. Araujo
G. Laporte
M.C. Salem
M.A.C. Guimaraes-Filho
L. Nacif
R.L.G. Flumignan
L.C.U. Nakano
D.A.B. Kuramoto
A.L.S. Aidar
M.R. Pereda
R.M. Correia - Institut de Virologie
B.C. Santos
A.A. Carvalho
J.E. Amorim
H.J. Guedes Neto
L.L. Areias
A.F. Sousa
C.D.Q. Flumignan
W.G. Lustre
D.H. Moreno
N. Barros
J.C.C. Baptista-Silva
L.L. Matos
L.P. Kowaski
M.A.V. Kulcsar
K.S. Nunes
M.F. Teixeira
R.L. Nunes
T.R. Ijichi - Institut de Virologie
N.J. Kim
A. Marreiro
B. Muller - Laboratoire des Sciences de l'Ingénieur, de l'Informatique et de l'Imagerie
J. Barakat Awada
L.P. Kowalski
J.G. Vartanian
F.B. Makdissi
S. Aguiar - Institut de Virologie
N. Marques
G.B. Carvalho
T.M.D.M. Marques
E.A. Abdallah - Institut de Virologie
C.E. Zurstrassen
J.L. Gross
S.C. Zequi
B.T. Gonçalves
S.S. Santos
J.P. Duprat
F.J.F. Coimbra
R. Cicco
F. Takeda
I. Cecconello - Institut de Virologie
U. Ribeiro - Institut de Virologie
A. Gatti
R. Oliva - Institut de Virologie
C. Nardi - Institut de Virologie
B. Atanasov - Laboratoire des Sciences de l'Ingénieur, de l'Informatique et de l'Imagerie
N. Belev
A. Dell
D. Bigam - Institut de Virologie
K. Dajani - Institut de Virologie
S. Al Riyami - Institut de Virologie
D. Cheng - Institut de Virologie
H. Yang
A. Fayad
F.M. Carrier
E. Amzallag - Institut de Virologie
J. Desroches
M. Ruel
N.G. Caminsky
M. Boutros
J. Moon
E.G. Wong
T. Vanounou - Institut de Virologie
J. Pelletier
S. Wong - Institut de Virologie
E. Girsowicz - Institut de Virologie
J. Bayne
D. Obrand - Institut de Virologie
H. Gill
O. Steinmetz
K. MacKenzie - Institut de Virologie
M. Lukaszewski
G. Jamjoum
P. Richebé - Institut de Virologie
O. Verdonck
S. Discepola - Institut de Virologie
N. Godin
M. Idrissi
D. Briatico
S. Sharma
G. Talwar
K. Bailey
V. Lecluyse
G. Côté
S. Demyttenaere - Institut de Virologie
R. Garfinkle - Institut de Virologie
A. Kouyoumdjian
S. Dumitra - Institut de Virologie
K. Khwaja - Institut de Virologie
L. Luo
G. Berry
A.S. Liberman - Institut de Virologie
S. Schmid - Institut de Virologie
J. Spicer
M. Al Farsi
J. Abou-Khalil
E. Couture - Institut de Virologie
S. Mohammadi - Institut de Virologie
H. Tremblay
N. Gagné
A. Bergeron
A.F. Turgeon
O. Costerousse
D. Bellemare - Institut de Virologie
C. Babin - Institut de Virologie
C. Blier - Institut de Virologie
M.L. Wood
A. Persad
G. Groot
H. Pham
D
Jason S. Hauptman
Publication Details: British Journal of Surgery, Vol.19(4)
Publisher: Oxford University Press
Identifiers: 991006161398602656
Language: English
Resource Type: Journal article