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

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H;Velmahos, G;Maurer, L R;El Moheb, M;Gaitanidis, A;Naar, L;Christensen, M A;Kapoen, C;Langeveld, K;El Hechi, M;Mokhtari, A;Haqqani, M H;Drake, F T;Goldenberg-Sandau, A;Galbreath, B;Reinke, C;Ross, S;Thompson, K;Manning, D;Perkins, R;Eriksson, E;Evans, H;Masrur, M;Giulianotti, P;Benedetti, E;Chang, G;Ourieff, J;Dehart, D;Dorafshar, A;Price, T;Bhama, A R;Torquati, A;Cherullo, E;Kennedy, R;Myers, J;Rubin, K;Ban, V S;Aoun, S G;Batjer, H H;Caruso, J;Carmichael, H;Velopulos, C G;Wright, F L;Urban, S;McIntyre, R C;Schroeppel, T J;Hennessy, E A;Dunn, J;Zier, L;Burlew, C;Coleman, J;Colling, K P;Hall, B;Rice, H E;Hwang, E S;Olson, S A;Moris, D;Verma, R;Hassan, R;Volpe, A;Merola, S;O'Banion, L A;Lilienstein, J;Dirks, R;Marwan, H;Almasri, M;Kulkarni, G;Mehdi, M;Abouassi, A;Abdallah, M;San Andrés, M;Eid, J;Aigbivbalu, E;Sundaresan, J;George, B;Ssentongo, A;Ssentongo, P;Oh, J S;Hazelton, J;Maines, J;Gusani, N;Garner, M;Horvath, S;Zheng, F;Ujiki, M;Kinnaman, G;Meagher, A;Sharma, I;Holler, E;McKenzie, K;Chan, J;Fretwell, K;Nugent III, W;Khalil, A;Chen, D;Post, N;Rostkowski, T;Brahmbhatt, D;Huynh, K;Hibbard, M L;Schellenberg, M;Martin, R C G;Bhutiani, N;Giorgakis, E;Laryea, J;Bhavaraju, A;Sexton, K;Roberts, M;Kost, M;Kimbrough, M;Burdine, L;Kalkwarf, K;Robertson, R;Gosain, A;Camp, L;Lewit, R;Kronenfeld, J P;Urrechaga, E;Goel, N;Rattan, R;Hart, V;Allen, M;Gilna, G;Cioci, A;Ruiz, G;Allen, M;Rakoczy, K;Pavlis, W;Saberi, R;Morris, R;Karam, B S;Brathwaite, C E M;Liu, H;Petrone, P;Hakmi, H;Sohail, A H;Baltazar, G;Heckburn, R;Nygaard, R M;Colonna, E T;Endorf, F W;Hill, M J;Maiga, A;Dennis, B;Levin, J H;Lallemand, M;Choron, R;Peck, G;Soliman, F;Rehman, S;Glass, N;Juthani, B;Deisher, D;Ruzgar, N M;Ullrich, S J;Sion, M;Paranjape, C;El Moheb, M;Kar, A R;Gillezeau, C;Rapp, J;Taioli, E;Miles, B A;Alpert, N;Podolsky, D;Coleman, N L;Callahan, M P;Ganly, I;Brown, L;Monson, J R T;Dehal, A;Abbas, A;Soliman, A;Kim, B;Jones, C;Dauer, E;Renza-Stingone, E;Hernandez, E;Gokcen, E;Kropf, E;Sufrin, H;Hirsch, H;Ross, H;Engel, J;Sewards, J;Diaz, J;Poggio, J;Sanserino, K;Rae, L;Philp, M;Metro, M;McNelis, P;Petrov, R;Rehman, S;Pazionis, T;Till, B;Lamm, R;Rios-Diaz, A J;Palazzo, F;Rosengart, M;Nicholson, K;Carrick, M M;Rodkey, K;Suri, A;Callcut, R;Nicholson, S;Talathoti, N;Klaristenfeld, D;Biffl, W;Marsh, C;Schaffer, K;Berndtson, A E;Averbachs, S;Curry, T;Kwan-Feinberg, R;Consorti, E;Gonzalez, R;Grolman, R;Liu, T;Merzlikin, O;Abel, M K;Ozgediz, D;Boeck, M;Kornblith, L Z;Nunez-Garcia, B;Robinson, B;Park, P;Utria, A F;Rice-Townsend, S E;Javid, P;Hauptman, J;Kieran, K;Nehra, D;Walters, A;Cuschieri, J;Davidson, G H;Nunez, J;Cosker, R;Eckhouse, S;Choudhry, A;Marx, W;Jamil, T;Seegert, S;Al-Embideen, S;Quintana, M;Jackson, H;Wexner, S D;Kent, I;Martins, P N;Alshehari, M;Al-Naggar, H;Alsayadi, M;Alyazidi, M;Shream, S;Alhaddad, W;Maqus, A;Abu Hamra'a, M;Alsayadi, R;Ghannam, R;Al-Maqtari, S;Masdoos, S;Al-Harazi, Y;Bajjah, H;Al-Ameri, S;Aldawbali, M;Gwini, G P;Mazingi, D;Bravo, Laura;Nepogodiev, Dmitri;Glasbey, James C;Li, Elizabeth;Simoes, Joana FF;Kamarajah, Sivesh K;Picciochi, Maria;Abbott, Tom EF;Ademuyiwa, Adesoji O;Arnaud, Alexis P;Agarwal, Arnav;Brar, Amanpreet;Elhadi, Muhammed;Mazingi, Dennis;Cardoso, Victor Roth;Lawday, Samuel;Sayyed, Raza;Omar, Omar M;de la Madina, Antonio Ramos;Slater, Luke;Venn, Mary;Gkoutos, Georgios;Bhangu, Aneel;Bravo, Laura;Cardoso, Victor Roth;Slater, Luke;Karwath, Andreas;Gkoutos, Georgios;Nepogodiev, Dmitri;Bravo, Laura;Bhangu, Aneel;Siaw-Acheampong, Kwabena;Argus, Leah;Chaudhry, Daoud;Dawson, Brett E;Glasbey, James C;Gujjuri, Rohan R;Jones, Conor S;Kamarajah, Sivesh K;Khatri, Chetan;Keatley, James M;Lawday, Samuel;Li, Elizabeth;Mann, Harvinder;Marson, Ella J;Mclean, Kenneth A;Picciochi, Maria;Taylor, Elliott H;Tiwari, Abhinav;Simoes, Joana F F;Trout, Isobel M;Venn, Mary L;Wilkin, Richard J W;Bhangu, Aneel;Nepogodiev, Dmitri;Dajti, Irida;Gjata, Arben;Boccalatte, Luis;Modolo, Maria Marta;Cox, Daniel;Pockney, Peter;Townend, Philip;Aigner, Felix;Kronberger, Irmgard;Hossain, Kamral;VanRamshorst, Gabrielle;Lawani, Ismail;Ataide, Gustavo;Baiocchi, Glauco;Buarque, Igor;Gohar, Muhammad;Slavchev, Mihail;Agarwal, Arnav;Brar, Amanpreet;Martin, Janet;Modolo, Maria Marta;Olivos, Maricarmen;Calvache, Jose;Rivera, Carlos Jose Perez;Hadzibegovic, Ana Danic;Kopjar, Tomislav;Mihanovic, Jakov;Klat, Jaroslav;Novysedlak, René;Christensen, Peter;El-Hussuna, Alaa;Batista, Sylvia;Lincango, Eddy;Emile, Sameh H;Mengesha, Mengistu Gebreyohanes;Hailu, Samuel;Tamiru, Hailu;Kauppila, Joonas;Laukkarinen, Johanna;Arnaud, Alexis;Albertsmeiers, Markus;Lederhuber, Hans;Loffler, Markus;Tabiri, Stephen;Metallidis, Symeon;Tsoulfas, Georgios;Lorena, Maria Aguilera;Grecinos, Gustavo;Mersich, Tamas;Wettstein, Daniel;Ghosh, Dhruv;Kembuan, Gabriele;Brouk, Peiman;Khosravi, Mohammad;Mozafari, Masoud;Adil, Ahmed;Mohan, Helen M;Zmora, Oded;Fiore, Marco;Gallo, Gaetano;Pata, Francesco;Pellino, Gianluca;Satoi, Sohei;Ayasra, Faris;Chaar, Mohammad;Fakhradiyev, Ildar R;Jamal, Mohammad;Elhadi, Muhammed;Gulla, Aiste;Roslani, April;Martinez, Laura;De La Medina, Antonio Ramos;Outani, Oumaima;Jonker, Pascal;Kruijff, Schelto;Noltes, Milou;Steinkamp, Pieter;van der Plas, Willemijn;Ademuyiwa, Adesoji;Osinaike, Babatunde;Seyi-olajide, Justina;Williams, Emmanuel;Pejkova, Sofija;Augestad, Knut Magne;Soreide, Kjetil;Al Balushi, Zainab;Qureshi, Ahmad;Sayyed, Raza;Daraghmeh, Mustafa Abu Mohsen;Abukhalaf, Sadi;Cukier, Moises;Gomez, Hugo;Shu, Sebastian;Vasquez, Ximena;Parreno-Sacdalan, Marie Dione;Major, Piotr;Azevedo, José;Cunha, Miguel;Santos, Irene;Zarour, Ahmad;Bonci, Eduard-Alexandru;Negoi, Ionut;Efetov, Sergey;Litvin, Andrey;Ntirenganya, Faustin;AlAmeer, Ehab;Radenkovic, Dejan;Xiang, Frederick Koh Hong;Hoe, Chew Min;Yong, James Ngu Chi;Moore, Rachel;Nhlabathi, Ncamsile;Colino, Ruth Blanco;Bravo, Ana Minaya;Minaya-Bravo, Ana;Jayarajah, Umesh;Wickramasinghe, Dakshitha;Elmujtaba, Mohammed;Jebril, William;Rutegård, Martin;Sund, Malin;Isik, Arda;Leventoğlu, Sezai;Abbott, Tom E F;Benson, Ruth;Caruna, Ed;Chakrabortee, Sohini;Demetriades, Andreas;Desai, Anant;Drake, Thomas D;Edwards, John G;Evans, Jonathan P;Ford, Samuel;Fotopoulou, Christina;Griffiths, Ewen;Hutchinson, Peter;Jenkinson, Michael D;Khan, Tabassum;Knight, Stephen;Kolias, Angelos;Leung, Elaine;McKay, Siobhan;Norman, Lisa;Ots, Riinu;Raghavan, Vidya;Roberts, Keith;Schache, Andrew;Shaw, Richard;Shaw, Katie;Smart, Neil;Stewart, Grant;Sundar, Sudha;Vimalchandran, Dale;Wright, Naomi;Alshryda, Sattar;Alser, Osaid;Breen, Kerry;Ganly, Ian;Kaafarani, Haytham;Kendall, Brittany;Mashbari, Hassan;Al Naggar, Hamza;Mazingi, Dennis;Simoes, Joana F F

2021