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

Bravo, L;Nepogodiev, D;Glasbey, JC;Li, E;Simoes, JFF;Kamarajah, SK;Picciochi, M;Abbott, TEF;Ademuyiwa, AO;Arnaud, AP;Agarwal, A;Brar, A;Elhadi, M;Mazingi, D;Cardoso, VR;Lawday, S;Sayyed, R;Omar, OM;de la Madina, AR;Slater, L;Venn, M;Gkoutos, G;Bhangu, A;Karwath, A;Siaw-Acheampong, K;Argus, L;Chaudhry, D;Dawson, BE;Gujjuri, RR;Jones, CS;Khatri, C;Keatley, JM;Mann, H;Marson, EJ;Mclean, KA;Taylor, EH;Tiwari, A;Trout, IM;Venn, ML;Wilkin, RJW;Dajti, I;Gjata, A;Boccalatte, L;Modolo, MM;Cox, D;Pockney, P;Townend, P;Aigner, F;Kronberger, I;Hossain, K;VanRamshorst, G;Lawani, I;Ataide, G;Baiocchi, G;Buarque, I;Gohar, M;Slavchev, M;Agarwal, A;Martin, J;Olivos, M;Calvache, J;Rivera, CJP;Hadzibegovic, AD;Kopjar, T;Mihanovic, J;Klat, J;Novysedlak, R;Christensen, P;El-Hussuna, A;Batista, S;Lincango, E;Emile, SH;Mengesha, MG;Hailu, S;Tamiru, H;Kauppila, J;Laukkarinen, J;Arnaud, A;Albertsmeiers, M;Lederhuber, H;Loffler, M;Tabiri, S;Metallidis, S;Tsoulfas, G;Lorena, MA;Grecinos, G;Mersich, T;Wettstein, 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J;Parlanti, D;Perrone, AM;Pezzuto, AP;Pignatti, M;Pilu, G;Pinto, V;Poggioli, G;Ravaioli, M;Rottoli, M;Schiavina, R;Serenari, M;Serra, M;Solli, P;Taffurelli, M;Tanzanu, M;Tesei, M;Violante, T;Zanotti, S;Tonini, V;Sartarelli, L;Cervellera, M;Gori, A;Armatura, G;Scotton, G;Patauner, S;Frena, A;Podda, M;Pisanu, A;Esposito, G;Frongia, F;Abate, E;Laface, L;Casati, M;Schiavo, M;Casiraghi, T;Sammarco, G;Gallo, G;Vescio, G;Fulginiti, S;Scorcia, V;Giannaccare, G;Carnevali, A;Giuffrida, MC;Marano, A;Palagi, S;Grimaldi, SD;Testa, V;Peluso, C;Borghi, F;Simonato, A;Puppo, A;D'Agruma, M;Chiarpenello, R;Pellegrino, L;Maione, F;Cianflocca, D;Ciarello, VP;Giraudo, G;Gelarda, E;Dalmasso, E;Abrate, A;Daniele, A;Ciriello, V;Rosato, F;Garnero, A;Leotta, L;Giacometti, M;Zonta, S;Lomiento, D;Taglietti, L;Dester, S;Compagnoni, B;Viotti, F;Cazzaniga, R;Del Giudice, R;Mazzotti, F;Pasini, F;Ugolini, G;Fabbri, N;Feo, CV;Righini, E;Gennari, S;Chiozza, M;Anania, G;Urbani, A;Radica, MK;Carcoforo, P;Portinari, M;Sibilla, M;Anastasi, A;Bartalucci, B;Bellacci, A;Canonico, G;Capezzuoli, L;Di Martino, C;Ipponi, P;Linari, C;Montelatici, M;Nelli, T;Spagni, G;Tirloni, L;Vitali, A;Agostini, C;Alemanno, G;Bartolini, I;Bergamini, C;Bruscino, A;Checcucci, C;De Vincenti, R;Di Bella, A;Fambrini, M;Fortuna, L;Maltinti, G;Muiesan, P;Petraglia, F;Prosperi, P;Ringressi, MN;Risaliti, M;Sorbi, F;Taddei, A;Lizzi, V;Vovola, F;Arminio, A;Cotoia, A;Sarni, AL;Familiari, P;D'Andrea, G;Picotti, V;Bambina, F;Fontana, T;Barra, F;Ferrero, S;Gustavino, C;Kratochwila, C;Ferraiolo, A;Costantini, S;Batistotti, P;Aprile, A;Almondo, C;Ball, L;Robba, C;Scabini, S;Pertile, D;Massobrio, A;Soriero, D;D'Ugo, S;Depalma, N;Spampinato, MG;Lippa, L;Gambacciani, C;Santonocito, OS;Aquila, F;Pieri, F;Ballabio, M;Bisagni, P;Longhi, M;Armao, T;Madonini, M;Gagliano, A;Pizzini, P;Costanzi, A;Confalonieri, M;Monteleone, M;Colletti, G;Frattaruolo, C;Mari, G;Spinelli, A;Mercante, G;Spriano, G;Gaino, F;Ferreli, F;De Virgilio, A;Rossi, V;Carvello, MM;Di Candido, F;Kurihara, H;Marrano, E;Torzilli, G;Castoro, C;Carrano, FM;Martinelli, F;Macchi, A;Fiore, M;Pasquali, S;Cioffi, SPB;Baia, M;Abatini, C;Sarre, C;Mosca, A;Biasoni, D;Gronchi, A;Citterio, D;Mazzaferro, V;Cadenelli, P;Gennaro, M;Capizzi, V;Guaglio, M;Sorrentino, L;Bogani, G;Sarpietro, G;Giannini, L;Comini, LV;Rolli, L;Folli, S;Raspagliesi, F;Piazza, C;Cosimelli, M;Salvioni, R;Antonelli, B;Baldari, L;Boni, L;Cassinotti, E;Pignataro, L;Rossi, G;Torretta, S;Beltramini, GA;Gianni', A;Tagliabue, M;De Berardinis, R;Pietrobon, G;Chu, F;Cenciarelli, S;Adamoli, L;Ansarin, M;Romario, UF;Mastrilli, F;Mariani, NM;Nicastro, V;Cellerino, P;Colombo, F;Frontali, A;Bondurri, A;Guerci, C;Maffioli, A;Ferrario, L;Candiani, M;Bonavina, G;Ottolina, J;Valsecchi, L;Mortini, P;Gagliardi, F;Piloni, M;Medone, M;Negri, G;Bandiera, A;De Nardi, P;Sileri, P;Carlucci, M;Pelaggi, D;Rosati, R;Vignali, A;Parise, P;Elmore, U;Tamini, N;Nespoli, LC;Rennis, M;Pitoni, L;Chiappetta, MF;Vico, E;Fruscio, R;Grassi, T;Sasia, D;Migliore, M;Gattolin, A;Rimonda, R;Travaglio, E;Olearo, E;Tufo, A;Marra, E;Maida, P;Marte, G;Tammaro, P;Incollingo, P;Izzo, F;Belli, A;Patrone, R;Albino, V;Leongito, M;Granata, V;Piccirillo, M;Palaia, R;Francone, E;Gentilli, S;Nikaj, H;Fiorini, A;Norcini, C;Chessa, A;Marino, MV;Mirabella, A;Vaccarella, G;Musini, L;Ampollini, L;Bergonzani, M;Varazzani, A;Bellanti, L;Domenichini, M;Cabrini, E;Fornasari, A;Freyrie, A;Dejana, DO;D'Angelo, G;Bertoli, G;Di Lella, F;Bocchialini, G;Falcioni, M;Lanfranco, D;Poli, T;Giuffrida, M;Annicchiarico, A;Perrone, G;Catena, F;Raffaele, A;Garberini, AD;Baldini, E;Conti, L;Ribolla, M;Capelli, P;Isolani, SM;Maniscalco, P;Cauteruccio, M;Ciatti, C;Pagliarello, CP;Gattoni, S;Galleano, R;Malerba, M;Ciciliot, M;Farnesi, F;Calabro, M;Federico, NSP;Lunghi, EG;Muratore, A;Di Franco, G;Palmeri, M;Tartaglia, D;Coccolini, F;Chiarugi, M;Simoncini, T;Gadducci, A;Caretto, M;Giannini, A;Perutelli, A;Domenici, L;Garibaldi, S;Capanna, R;Andreani, L;Furbetta, N;Guadagni, S;Bianchini, M;Gianardi, D;Pinotti, E;Montuori, M;Carissimi, F;Baronio, G;Zizzo, M;Ruiz, CC;Annessi, V;Montella, MT;Falco, G;Mele, S;Ferrari, G;Mastrofilippo, V;Mandato, VD;Aguzzoli, L;Corbellini, C;Baldi, C;Sampietro, GM;Palini, GM;Zanini, N;Garulli, G;Barone, R;Murgese, A;Mungo, S;Grasso, M;Marafante, C;Birolo, SL;Moggia, E;Caccetta, M;Masciandaro, A;Deirino, A;Garino, M;Perinotti, R;Maiello, F;Gordini, L;Lombardi, CP;Marzi, F;Marra, AA;Ratto, C;Di Muro, M;Litta, F;De Simone, V;Cozza, V;Rosa, F;Agnes, A;Parello, A;Alfieri, S;Sganga, G;Lapolla, P;Mingoli, A;De Toma, G;Fiori, E;La Torre, F;Sapienza, P;Brachini, G;Cirillo, B;Iannone, I;Zambon, M;Chiappini, A;Meneghini, S;Fonsi, GB;Cicerchia, PM;Bruzzaniti, P;Santoro, A;Frati, A;Marruzzo, G;Ribuffo, D;Sagnotta, A;Cosentino, LM;Mancini, S;Lisi, G;Spoletini, D;Bellato, V;Campanelli, M;Sica, G;Siragusa, L;Bonavina, L;Asti, E;Bernardi, D;Lovece, A;Perra, T

Membro del Collaboration Group

;Porcu, A

Membro del Collaboration Group

;Fancellu, A

Membro del Collaboration Group

;Feo, C

Membro del Collaboration Group

;Scanu, A

Membro del Collaboration Group

;Tuminello, F;Franceschi, A;Langone, A;Fleres, F;Spolini, A;Bordoni, P;Franzini, M;Clarizia, G;Grechi, A;Longhini, A;Guaitoli, E;Manca, G;Grossi, U;Novello, S;Zanus, G;Romano, M;Rossi, S;Pirozzolo, G;Recordare, A;Paiella, S;Turri, G;Rattizzato, S;Campagnaro, T;Guglielmi, A;Pedrazzani, C;Ruzzenente, A;Poletto, E;Conci, S;Casetti, L;Fontana, M;Salvia, R;Malleo, G;Esposito, A;Landoni, L;De Pastena, M;Bassi, C;Tuveri, M;Nobile, S;Marchegiani, G;Bortolasi, L;Ferrara, F;La Torre, M;Sambugaro, E;Malavolta, M;Moretto, G;Impellizzeri, H;Inama, M;Barugola, G;Ascari, F;Ruffo, G;Granieri, S;Cotsoglou, C;Berselli, M;Desio, M;Marchionini, V;Cocozza, E;Di Saverio, S;Ietto, G;Iovino, D;Carcano, G;Ayasra, F;Qasem, A;Ayasra, Y;Al-Masri, M;Abou Chaar, MK;Al-Najjar, H;Ghandour, K;Alawneh, F;Jalil, RA;Al Abdel, S;Elayyan, M;Ghanem, R;Lataifeh, I;Alsaraireh, O;Abu Za'nouneh, FJ;Fahmawee, T;Ibrahim, A;Obeidat, K;Lee, KJ;Shin, SJ;Chung, H;Albader, I;Alabbad, J;Albader, MAS;Bouhuwaish, A;Taher, AS;Omar, MSM;Abdulwahed, E;Biala, M;Morgom, M;Elhadi, A;Alarabi, A;Msherghi, A;Elhajdawe, F;Alsoufi, A;Salamah, A;Salama, H;Bulugma, M;Almabrouk, H;Venskutonis, D;Dainius, E;Kubiliute, E;Bradulskis, S;Parseliunas, A;Kutkevicius, J;Subocius, A;Cheong, YJ;Masood, MS;Ngo, CW;Saravanan, R;Maei, NA;Hayati, F;Sahid, NA;Reyes, GY;Perez, JO;Damian, R;Ortiz, RS;Tinajero, CAC;Cordera, F;Gomez-Pedraza, A;Maffuz-Aziz, A;Posada, JA;Abaroa, MAD;Alvarez, MR;Arrangoiz, R;Hernandez, R;Gutierrez, KB;Trejo-Avila, M;Valenzuela-Salazar, C;Herrera-Esquivel, J;Moreno-Portillo, M;Pinto-Angulo, VM;Sosa-Duran, EE;Ziad-Aboharp, H;Villanueva, XJ;Martinez, CES;Lupian-Angulo, AI;Zarate, JJM;Rodriguez, ER;Dominguez, GM;Garcia, FCB;Melchor-Ruan, J;Vilar-Compte, D;Romero-Banuelos, E;Herrera-Gomez, A;Meneses-Garcia, A;Isla-Ortiz, D;Salcedo-Hernandez, RA;Hernandez-Nava, JM;Morales-Castelan, JE;Posadas-Trujillo, OE;Buerba, GA;Alfaro-Goldaracena, A;Gomez-Portugal, EP;Lopez-Pena, G;Hinojosa, CA;Mercado, MA;Ramos-De la Medina, A;Martinez, L;Duran, I;Gonzalez, DS;Martinez, MJ;de la Fuente, ANS;Miguelena, L;Miguelena, LH;Louraoui, SM;El Azhari, A;Rghioui, M;Khya, E;Ghannam, A;Souadka, A;El Ahmadi, B;Belkhadir, ZH;Majbar, MA;Benkabbou, A;Mohsine, R;Oudrhiri, MY;Bechri, H;Arkha, Y;El Ouahabi, A;Frima, H;Bachiri, S;Groen, LC;Verhagen, T;ter Brugge, FM;Scheijmans, JCG;Boermeester, MA;Hompes, R;Meima-van Praag, EM;Sharabiany, S;Borgstein, ABJ;Gisbertz, SS;Henegouwen, MIV;Gans, S;Van Duijvendijk, P;Herklots, T;De Hoop, T;De Graaff, MR;Sloothaak, D;Bolster-van Eenennaam, M;Baaij, J;Klinkenbijl, JHG;Van Eekeren, R;Bilgen, EJS;Van der Burg, SW;Harlaar, NJ;Jonker, FHW;Vermaas, M;Voigt, KR;Nellensteijn, D;Bensi, EAB;Posma-Bouman, L;Van Sambeek, M;Holscher, M;Broek, WTV;Kruijff, SH;De Vries, JPPM;Steinkamp, PJ;Jonker, PKC;Van der Plas, WY;Bierman, W;Janssen, Y;Franken, J;Oosterling, S;Boerma, EG;Schweitzer, D;Keulen, MHF;Ketting, S;Wegdam, JA;Reilingh, TSD;Schipper, E;Teeuwen, PHE;Hendriks, ER;Van Geloven, AAW;Emous, M;Poelstra, R;Teunissen, M;Gerritsen, SL;Boerma, D;De Reuver, PR;Thunnissen, F;Vermeulen, BAM;Groen, A;Van Ginhoven, TM;Vietor, CL;van der Oest, MJW;Vriens, PWHE;Houwen, T;Heisterkamp, J;van Petersen, AS;van der Meij, W;Stevens, CT;Pronk, A;Bakker, WJ;Richir, MC;Vriens, MR;Filipe, MD;Uittenbogaart, M;Leclercq, WKG;Sijmons, JML;Vancoillie, PJ;Konsten, J;Van Heinsbergen, M;Dekker, NAM;den Boer, FC;Akinmade, A;Adeyeye, A;Enoch, E;Fayose, S;Okunlola, AI;Adeniyi, AA;Adeyemo, OT;Adebara, IO;Bakare, A;Babalola, OF;Abiyere, OH;Banjo, OO;Olori, S;Akaba, OG;Agida, ET;Abdullahi, IH;Egbuchulem, IK;Olulana, D;Lawal, TA;Ogundoyin, O;Oyelakin, OA;Nwaorgu, OG;Sule, SO;Makwe, CC;Afolabi, BB;Seyi-Olajide, JO;Ademuyiwa, AO;Bode, CO;Atoyebi, O;Elebute, OA;Okunowo, AA;Williams, OM;Eke, NG;Oshodi, OA;Faboya, OM;Adeniran, AS;Omisanjo, OA;Oshodi, YA;Ogunyemi, AA;Atobatele, KM;Aremu, I;Olasehinde, O;Abdur-Rahman, L;Bello, J;Popoola, A;Sayomi, TO;Raji, HO;Adeleke, N;Lawal, B;Habeeb, O;Agodirin, O;Tolani, MA;Sholadoye, TT;Nwabuoku, SE;Abubakar, M;Risteski, T;Naunova, VC;Jovcheski, L;Lazova, E;Agledahl, I;Breuer, RG;Massoud, J;Waqar, SH;Rashid, I;Ayubi, A;Bhatti, ABH;Younis, MU;Ghouri, A;Ayub, B;Sayyed, RH;Saleem, A;Turk, K;Alvi, A;Abassy, J;Khan, S;Arshad, M;Ahmed, K;Siddiqui, T;Pirzada, A;Kerawala, AA;Jamal, A;Rai, L;Ahmed, RN;Memon, AS;Qureshi, AU;Ayyaz, M;Umar, M;Butt, U;Kashif, M;Khan, WH;Farooka, MW;Wasim, T;Talat, N;Tahir, W;Naseem, J;Akbar, A;Afroze, S;Ali, L;Sultan, A;Ali, HB;Janjua, MH;Janjua, A;Asghar, S;Farooq, MS;Sarwar, MZ;Naqi, SA;Gondal, KM;Bukhari, SI;Tariq, M;Javed, S;Yaqoob, E;Mahmood, U;Shabbir, KR;Abukhalaf, SA;Amro, A;Lee, JMC;Aguilar, A;Rodriguez, E;Castillo, K;Cukier, M;Rodriguez-Zentner, H;Arrue, E;Beron, RI;Gonzalez, AR;Panduro-Correa, V;Cornelio, DK;Alvarado, CEO;Sarabia, VDC;Vasquez-Ojeda, XP;Lizzetti-Mendoza, G;Niquen-Jimenez, M;Shu-Yip, SB;Palacios, JLL;Borda-Luque, G;Zegarra, SA;Egoavil, EH;Carmelo, CS;de la Mata, RC;Rivas, D;Targarona, J;Trujillo, Y;Villanueva, MO;Lahoud-Velaochaga, A;Cabillas, K;Castaneda, W;Casas, JC;Pallardel, JB;Zacarias, FC;Segura, EV;Condori, DLC;Huaman, E;Oscco, RU;Cabrera, CV;Colmenares, YTC;Barrionuevo, LAG;de Castilla, DCR;Doria, PM;Li Valencia, MR;Salazar, A;Sarmiento, A;Diaz, C;Morales, E;Ore, E;Zegarra, H;Siccha, J;Guardia, M;Sandoval, M;Mendiola, GC;Mimbela, M;Diaz-Ruiz, R;Zeta, LA;Cordova-Calle, E;Nunez, HM;Ortiz-Argomedo, MR;Caballero-Alvarado, J;Salazar-Tantalean, A;Espinoza-Llerena, R;Aliaga-Ramos, M;Asodisen, O;Jabagat, E;Tedoy, CM;Ramos, RA;Lopez, MPJ;Violago, KLE;Aram, R;Santos, PC;Filarca, RF;Carlos, A;Santos, P;Filarca, RL;Domingo, EJ;Khu, KJO;Lapitan, MC;Sacdalan, MDP;Kho, MJN;Baticulon, RE;Bravo, SLR;Cueto, MAC;Ramos, CL;Fuentes, JR;Sadian, H;Gumarao, A;Barraquio, A;Cruz, EM;Gonzales, AD;Reyes, JAS;Salud, JA;Tancinco, EG;Rivera, RD;Lim, JA;Barcelon, JC;Chiu, JA;Carballo, MI;Major, P;Gawron, I;Jach, R;Borges, F;Costa, PM;Henriques, S;Rodrigues, SC;Goncalves, N;Curvas, JM;Cabeleira, A;Branco, C;Serralheiro, P;Alves, R;Teles, T;Lazaro, A;Canhoto, C;Simoes, J;Costa, M;Almeida, AC;Nogueira, O;Oliveira, A;Nemesio, RA;Silva, M;Lopes, C;Amaral, MJ;da Costa, AV;Andrade, R;Martins, R;Guimaraes, A;Guerreiro, P;Ruivo, A;Camacho, C;Duque, M;Santos, E;Breda, D;Oliveira, JM;Lopez, ALD;Garrido, S;Colino, M;De Barros, J;Correia, S;Rodrigues, M;Cardoso, P;Teixeira, J;Soares, AP;Morais, H;Pereira, R;Revez, T;Manso, MI;Domingues, JC;Henriques, P;Ribeiro, R;Ribeiro, VI;Cardoso, N;Sousa, S;dos Santos, GM;Carvalho, L;Osorio, C;Antunes, J;Lourenco, S;Balau, P;Godinho, M;Pereira, A;Silva, N;Andrade, AKD;Rodrigues, AP;Borges, N;Correia, J;Vieira, I;Ribeiro, T;Catarino, J;Correia, R;Pais, F;Garcia, RC;Bento, R;Cardoso, J;Luis, M;Henriques, J;Forte, JP;Maciel, J;Santos, JP;Silva, TP;Branquinho, A;Caiado, A;Miranda, P;Garrido, R;Ferreira, MP;Ascensao, J;Costeira, B;Cunha, C;Rodrigues, LR;Fernandes, MS;Azevedo, P;Ribeiro, J;Lourenco, I;Gomes, H;Mendinhos, G;Pinto, AN;Ribeiro, A;Gil, CG;Lima-da-Silva, C;Pereira, C;Tavares, F;Ferraz, I;Almeida, JI;Marialva, J;Lopes, L;Costa, MJMA;Nunes-Coelho, M;Teixeira, MJ;Machado, N;Alfonso, JP;Saraiva, P;Silva, RL;Santos, R;Almeida-Reis, R;Correia-de-Sa, T;Fernandes, V;Almeida-Pinto, J;Goncalves, JP;Santos-Sousa, H;Cavaleiro, S;Leite-Moreira, AM;Pereira-Neves, A;Faria, CS;Monteiro, JM;Nogueiro, J;Sampaio-Alves, M;Maia, MM;Vieira, P;Pina-Vaz, T;Jacome, F;Devezas, V;Almeida, A;Silveira, H;Vaz, S;Rodrigues, SC;Santos, DC;Grilo, JV;da Silva, AA;Claro, M;Deus, AC;Branquinho, R;Santos, PMDD;Patricio, B;Lopes, ACVP;Mendes, JM;Carvalho, MF;Oliveira, CM;Tojal, A;Pinto, J;Abutaka, A;Zarour, A;Abdelkareem, M;Ali, SM;Al Tarakji, M;Alfkey, R;Mukhtar, K;Wani, IR;Singh, R;Bouchiba, N;Mahdi, H;Mustafa, SA;Al Ansari, A;Drasovean, R;Caziuc, A;Galliamov, E;Agapov, M;Kakotkin, V;Semina, E;Kubyshkin, V;Kamalov, A;Efetov, SK;Kochetkov, VS;Garmanova, T;Tsarkov, P;Tulina, I;Rodimov, S;Markaryan, D;Kazachenko, E;Yanishev, A;Abelevich, A;Bazaev, A;Kokobelyan, A;Zarubenko, P;Zakharenko, A;Novikova, A;Kim, G;Shmatov, D;Stoliarov, M;Kamenskikh, M;Nambi, G;Almulhim, AS;Madkhali, T;Alzouhir, A;Alissa, A;Alameer, E;Badedi, M;Alnami, AQ;Darraj, H;Alkhuzaie, A;Khadwardi, F;Abualjadayel, M;Tashkandi, W;Farsi, A;Malibary, N;Trabulsi, N;Farsi, S;Bayazeed, AS;Nasser, M;Siddiqui, MS;Al Awwad, S;Alshahrani, M;Alsharif, F;Fahmi, MW;Gudal, A;Alasmari, A;Alqahtani, S;Majrashi, S;Mashat, A;Al Raddadi, R;Alharbi, A;Nasser, Y;Hamayel, H;Alhojaili, A;Aljohani, R;Sogair, O;Alfarhan, O;Alzahrani, A;Alzomaili, B;Azab, MA;Alotaibi, M;Maashi, A;Zowgar, A;Alsakkaf, M;Alnemary, M;Khayat, S;Felmban, S;Almhmadi, A;Alqannas, M;Guiral, DC;Alyami, M;Elawad, A;Alhefdhi, A;Alresaini, F;Kurdi, W;Tulbah, M;Aldakheel, M;Alsahan, N;Koussayer, S;Elsheikh, H;Al-qattan, M;Alshanafey, S;Rafique, A;Mahabbat, N;Saeed, B;Al-Kharashi, E;Alsowaina, K;Arab, N;Aljaber, F;Al Hasan, I;Alghamdi, A;Badahdah, F;Alghuliga, A;Abdulfattah, F;Alanazi, F;Albaqami, F;Alsuhaibani, A;AlFakhri, A;Alqasem, S;Alajaji, N;Nouh, T;Bin Nasser, A;Alowais, J;Alburakan, A;Alamri, O;Albdah, A;Alawi, K;Alshalhoub, M;ElSanhoury, K;Almofarreh, A;Ibrahim, S;Elshafie, H;Osman, I;Guzman, T;Mutair, H;Siddiqui, A;Chowdhury, S;Alghamdi, R;Almutrafi, S;Alfaifi, J;D'Souza, J;Alshitwi, A;Alkreedees, N;Alramadhan, M;Alshehri, M;Alobaysi, S;Alshahrani, A;Alshehri, A;Alrashed, M;Altahan, T;Alsabahi, T;Alhossaini, R;Sbaih, M;Alalawi, Y;Alnwijy, K;Al Ayed, A;Ghedan, S;Alharthi, R;Awad, S;Sharara, M;Abdelrhman, S;Althobaiti, W;Srbinovic, L;Perovic, M;Mikovic, Z;Nikolic, B;Vasiljevic, M;Pazin, V;Markovic, VM;Dimitrijevic, D;Zecevic, N;Gregoric, P;Micic, D;Loncar, Z;Doklestic, K;Ivancevic, N;Djukic, V;Stojakov, D;Ilic, R;Savic, P;Pijanovic, N;Milanovic, M;Radosavljevic, M;Dejanovic, T;Kostic, M;Paskas, J;Bojic, S;Stevanovic, P;Djuric, M;Kadija, M;Tulic, G;Jovanovic, IG;Lieske, B;Kayombo, E;Kruger, I;De Kock, M;Malan, A;Ferreira, C;Du Preez, H;Mulder, W;Noel, C;Le Grange, S;Lusawana, O;Kies, 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MDC;Sanchez-Fuentes, N;Santero-Ramirez, MS;Matute-Najarro, M;Herrero-Lopez, M;Sanchez-Rubio, M;Cantalejo-Diaz, M;Gonzalez-Nicolas-Trebol, MT;Saudi-Moro, S;Jariod-Ferrer, UM;Rivas, F;Escartin, J;Laina, JLB;Nogues, A;Cros, B;El-Abur, IT;Egea, JG;Yanez, C;Jayarajah, U;Ravindrakumar, S;Rodrigo, VSD;Arulanantham, A;Bandara, GBKD;Hamid, HKS;Ali, EE;Widatalla, ABH;Bakheit, I;Awadelkarim, M;Karar, AAA;Saleh, M;Taflin, H;Myrelid, P;Braz, LA;Hagander, L;Hambraeus, M;Omling, E;Salo, M;Arkani, S;Freedman, J;Montan, C;Lindqvist, EK;Elbe, P;Hultgren, R;Alga, A;Nordberg, M;Sandblom, G;Rutegard, M;Holmner, F;Sund, M;Lofgren, N;Tampakis, A;Kollmar, O;von Fluee, M;Balaphas, A;Toso, C;Colucci, N;Popeskou, SG;Gass, M;Scheiwiller, A;Metzger, J;Gialamas, E;Chevallay, M;Sauvain, M;Dwidar, O;Kiessling, SY;Stoeckli, SJ;Mongelli, F;Bernasconi, M;Di Giuseppe, M;Christoforidis, D;La Regina, D;Arigoni, M;Adamina, M;Peros, G;Guglielmetti, L;Solimene, F;Giardini, M;Bachler, T;Crugnale, AS;Gutschow, CA;Turina, 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E;Laryea, J;Bhavaraju, A;Sexton, K;Kost, M;Kimbrough, M;Burdine, L;Kalkwarf, K;Robertson, R;Gosain, A;Camp, L;Lewit, R;Kronenfeld, JP;Urrechaga, E;Goel, N;Rattan, R;Hart, V;Gilna, G;Cioci, A;Ruiz, G;Rakoczy, K;Pavlis, W;Saberi, R;Morris, R;Karam, BS;Brathwaite, CEM;Liu, H;Petrone, P;Hakmi, H;Sohail, AH;Baltazar, G;Heckburn, R;Nygaard, RM;Colonna, ET;Endorf, FW;Hill, MJ;Maiga, A;Dennis, B;Levin, JH;Lallemand, M;Choron, R;Peck, G;Soliman, F;Rehman, S;Glass, N;Juthani, B;Deisher, D;Ruzgar, NM;Ullrich, SJ;Sion, M;Paranjape, C;Kar, AR;Gillezeau, C;Rapp, J;Taioli, E;Miles, BA;Alpert, N;Podolsky, D;Coleman, NL;Callahan, MP;Ganly, I;Brown, L;Monson, JRT;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;Poggio, J;Sanserino, K;Rae, L;Philp, M;Metro, M;McNelis, P;Petrov, R;Pazionis, T;Till, B;Lamm, R;Rios-Diaz, AJ;Palazzo, F;Rosengart, M;Nicholson, K;Carrick, MM;Rodkey, K;Suri, A;Callcut, R;Nicholson, S;Talathoti, N;Klaristenfeld, D;Biffl, W;Marsh, C;Schaffer, K;Berndtson, AE;Averbach, S;Curry, T;Kwan-Feinberg, R;Consorti, E;Gonzalez, R;Grolman, R;Liu, T;Merzlikin, O;Abel, MK;Ozgediz, D;Boeck, M;Kornblith, LZ;Nunez-Garcia, B;Robinson, B;Park, P;Utria, AF;Rice-Townsend, SE;Javid, P;Hauptman, J;Kieran, K;Nehra, D;Walters, A;Cuschieri, J;Davidson, GH;Nunez, J;Cosker, R;Eckhouse, S;Choudhry, A;Marx, W;Jamil, T;Seegert, S;Al-Embideen, S;Quintana, M;Jackson, H;Wexner, SD;Kent, I;Martins, PN;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, GP;Mazingi, D

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