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

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;Ramos de la Madina, Antonio;Slater, Luke;Venn, Mary;Gkoutos†, Georgios;Bhangu†, Aneel;Bravo, Laura;Cardoso, Victor Roth;Slater, Luke;Karwath, Andreas;Gkoutos, Georgios;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;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;Perez Rivera, Carlos Jose;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;Balushi, Zainab Al;Qureshi, Ahmad;Sayyed, Raza;Mohsen Daraghmeh, Mustafa Abu;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;Koh Hong Xiang, Frederick;Hoe, Chew Min;Chi Yong, James Ngu;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;Naggar, Hamza Al;Mazingi, Dennis;Simoes, Joana F F;Dajti, I;Valenzuela, J I;Boccalatte, L A;Gemelli, N A;Smith, D E;Dudi-Venkata, N N;Kroon, H M;Sammour, T;Roberts, M;Mitchell, D;Lah, K;Pearce, A;Morton, A;Dawson, A C;Drane, A;Sharpin, C;Nataraja, R M;Pacilli, M;Cox, D R A;Muralidharan, V;Riddiough, G E;Clarke, E M;Jamel, W;Qin, K R;Pockney, P;Cope, D;Egoroff, N;Lott, 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K;Joyce, D P;Boyle, E;Egan, B;Whelan, M;Elkady, R;Tierney, S;Connelly, T M;Earley, H;Umair, M;O'Connell, C;Manecksha, R P;Thomas, A Z;Rice, D;Madden, A;Bashir, Y;Creavin, B;Cullivan, O;Owens, P;Canas-Martinez, A;Murphy, C;Pickett, L;Murphy, B;Mastrosimone, A;Beddy, D;Arumugasamy, M;Allen, M;Aremu, M;McCarthy, C;O’Connor, C;O'Connor, D B;Kent, E;Malone, F;Geary, M;McKevitt, K L;Lowery, A J;Ryan, é J;Aherne, T M;Fowler, A;Hassanin, A;Hogan, A M;Collins, C G;Finnegan, L;Carroll, P A;Kerin, M J;Walsh, S R;Nally, D;Peirce, C;Coffey, J C;Cunningham, R M;Tormey, S;Hardy, N P;Neary, P M;Muallem-Kalmovich, L;Kugler, N;Lavy, R;Zmora, O;Horesh, N;Vergari, R;Mochet, S;Barmasse, R;Usai, A;Morelli, L;Picciariello, A;Papagni, V;Altomare, D F;Colledan, M;Zambelli, M F;Tornese, S;Camillo, A;Rausa, E;Bianco, F;Lucianetti, A;Prucher, G M;Baietti, A M;Ruggiero, F;Maremonti, P;Neri, F;Ricci, S;Biasini, M;Zarabini, A G;Belvedere, A;Bernante, P;Bertoglio, P;Boussedra, S;Brunocilla, E;Cipriani, R;Cisternino, G;De Crescenzo, E;De Iaco, P;Della Gatta, A N;Dondi, G;Frio, F;Jovine, E;Mineo Bianchi, F;Neri, J;Parlanti, D;Perrone, A M;Pezzuto, A P;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, M C;Marano, A;Palagi, S;Di Maria Grimaldi, S;Testa, V;Peluso, C;Borghi, F;Simonato, A;Puppo, A;D'Agruma, M;Chiarpenello, R;Pellegrino, L;Maione, F;Cianflocca, D;Pruiti Ciarello, V;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, C V;Righini, E;Gennari, S;Chiozza, M;Anania, G;Urbani, A;Koleva Radica, M;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, M N;Risaliti, M;Sorbi, F;Taddei, A;Lizzi, V;Vovola, F;Arminio, A;Cotoia, A;Sarni, A L;Familiari, P;D'Andrea, G;Picotti, V;Bàmbina, 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, M G;Lippa, L;Gambacciani, C;Santonocito, O S;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, M M;Di Candido, F;Kurihara, H;Marrano, E;Torzilli, G;Castoro, C;Carrano, F M;Martinelli, F;Macchi, A;Fiore, M;Pasquali, S;Cioffi, S P B;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, L V;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, G A;Gianni', A;Tagliabue, M;De Berardinis, R;Pietrobon, G;Chu, F;Cenciarelli, S;Adamoli, L;Ansarin, M;Fumagalli Romario, U;Mastrilli, F;Mariani, N M;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, L C;Rennis, M;Pitoni, L;Chiappetta, M F;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;Bianco, F;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, M V;Mirabella, A;Vaccarella, G;Musini, L;Ampollini, L;Bergonzani, M;Varazzani, A;Bellanti, L;Domenichini, M;Rossi, G;Cabrini, E;Fornasari, A;Freyrie, A;Dejana, D O;D'Angelo, G;Bertoli, G;Di Lella, F;Bocchialini, G;Falcioni, M;Lanfranco, D;Poli, T

Investigation

;Giuffrida, M;Annicchiarico, A;Perrone, G;Catena, F;Raffaele, A;De Manzoni Garberini, A;Baldini, E;Conti, L;Ribolla, M;Capelli, P;Isolani, S M;Maniscalco, P;Cauteruccio, M;Ciatti, C;Puma Pagliarello, C;Gattoni, S;Galleano, R;Malerba, M;Ciciliot, M;Farnesi, F;Calabrò, M;Pipitone Federico, N S;Lunghi, E G;Muratore, A;Morelli, L;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;Castro Ruiz, C;Annessi, V;Montella, M T;Falco, G;Mele, S;Ferrari, G;Mastrofilippo, V;Mandato, V D;Aguzzoli, L;Corbellini, C;Baldi, C;Sampietro, G M;Palini, G M;Zanini, N;Garulli, G;Barone, R;Murgese, A;Mungo, S;Grasso, M;Marafante, C;Birolo, S L;Moggia, E;Caccetta, M;Masciandaro, A;Deirino, A;Garino, M;Gordini, L;Lombardi, C P;Marzi, F;Marra, A A;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, G B;Cicerchia, P M;Bruzzaniti, P;Santoro, A;Frati, A;Marruzzo, G;Ribuffo, D;Sagnotta, A;Marino Cosentino, L;Mancini, S;Lisi, G;Spoletini, D;Bellato, V;Campanelli, M;Sica, G;Siragusa, L;Bonavina, L;Asti, E;Bernardi, D;Lovece, A;Perra, T;Porcu, A;Fancellu, A;Feo, C F;Scanu, A M;Tuminello, F;Galleano, R;Franceschi, A;Langone, A;Fleres, F;Spolini, A;Bordoni, P;Franzini, M;Clarizia, G;Grechi, A;Longhini, A;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;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, M K;Al-Najjar, H;Ghandour, K;Alawneh, F;Abdel Jalil, R;Abdel Al, S;Elayyan, M;Ghanem, R;Lataifeh, I;Alsaraireh, O;Abu Za’nouneh, F J;Fahmawee, T;Ibrahim, A;Obeidat, K;Albader, I;Alabbad, J;Albader, M A S;Bouhuwaish, A;Taher, A S;Omar, M S M;Abdulwahed, E;Biala, M;Morgom, M;A, Elhadi;A, Alarabi;Msherghi, A;F, Elhajdawe;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, Y J;Masood, M S;Ngo, C W;Saravanan, R;Abdul Maei, N;Yanowsky Reyes, G;Orozco Perez, J;Damian, R;Santana Ortiz, R;Colunga Tinajero, C A;Cordera, F;Gómez-Pedraza, A;Maffuz-Aziz, A;Posada, J A;De la Rosa Abaroa, M A;Alvarez, M R;Arrangoiz, R;Hernández, R;Bozada Gutierrez, K;Trejo-Avila, M;Valenzuela-Salazar, C;Herrera-Esquivel, J;Moreno-Portillo, M;Pinto-Angulo, V M;Sosa-Duran, E E;Ziad-Aboharp, H;Jimenez Villanueva, X;Soulé Martínez, C E;Lupián-Angulo, A I;Martínez Zarate, J J;Reyes Rodriguez, E;Montalvo Dominguez, G;Becerra García, F C;Melchor-Ruan, J;Vilar-Compte, D;Romero-Bañuelos, E;Herrera-Gomez, A;Meneses-Garcia, A;Isla-Ortiz, D;Salcedo-Hernández, R A;Hernández-Nava, J M;Morales-Castelan, J E;Sarre, C;Posadas-Trujillo, O E;Buerba, G A;Alfaro-Goldaracena, A;Pena Gomez-Portugal, E;Lopez-Pena, G;Hinojosa, C A;Mercado, M A;Ramos-De la Medina, A;Martinez, L;Duran, I;Gonzalez, D S;Martinez, M J;Nayen Sainz de la Fuente, A;Miguelena, L;Hernández Miguelena, L;Louraoui, S M;El Azhari, A;Rghioui, M;Khya, E;Ghannam, A;Souadka, A;El Ahmadi, B;Belkhadir, Z H;Majbar, M A;Benkabbou, A;Mohsine, R;Oudrhiri, M Y;Bechri, H;Arkha, Y;El Ouahabi, A;Frima, H;Bachiri, S;Groen, L C;Verhagen, T;ter Brugge, F M;Scheijmans, J C G;Boermeester, M A;Hompes, R;Meima-van Praag, E M;Sharabiany, S;Borgstein, A B J;Gisbertz, S S;van Berge Henegouwen, M I;Gans, S;Van Duijvendijk, P;Herklots, T;De Hoop, T;De Graaff, M R;Sloothaak, D;Bolster-van Eenennaam, M;Baaij, J;Klinkenbijl, J H G;Van Eekeren, R;Spillenaar Bilgen, E J;Van der Burg, S W;Harlaar, N J;Jonker, F H W;Vermaas, M;. R Voigt, K;Nellensteijn, D;Bensi, E A B;Posma-Bouman, L;Van Sambeek, M;Holscher, M;Van den den Broek, W T;Kruijff, S H;De Vries, J P P M;Steinkamp, P J;Jonker, P K C;Van der Plas, W Y;Bierman, W;Janssen, Y;Franken, J;Oosterling, S;Boerma, E G;Schweitzer, D;Keulen, M H F;Ketting, S;Wegdam, J A;de Vries Reilingh, T S;Schipper, E;Teeuwen, P H E;Hendriks, E R;Van Geloven, A A W;Emous, M;Poelstra, R;Teunissen, M;Gerritsen, S L;Boerma, D;De Reuver, P R;Thunnissen, F;Vermeulen, B A M;Groen, A;Van Ginhoven, T M;Viëtor, C L;van der Oest, M J W;Vriens, P W H E;Houwen, T;Heisterkamp, J;van Petersen, A S;van der Meij, W;Stevens, C T;Pronk, A;Bakker, W J;Richir, M C;Vriens, M R;Filipe, M D;Uittenbogaart, M;Leclercq, W K G;Sijmons, J M L;Vancoillie, P J;Konsten, J;Van Heinsbergen, M;Dekker, N A M;den Boer, F C;Akinmade, A;Adeyeye, A;Enoch, E;Fayose, S;Okunlola, A I;Adeniyi, A A;Adeyemo, O T;Adebara, I O;Bakare, A;Babalola, O F;Abiyere, O H;Banjo, O O;Olori, S;Akaba, O G;Agida, E T;Abdullahi, I H;Egbuchulem, I K;Olulana, D;Lawal, T A;Ogundoyin, O;Oyelakin, O A;Nwaorgu, O G;Sule, S O;Makwe, C C;Afolabi, B B;Seyi-Olajide, J O;Ademuyiwa, A O;Bode, C O;Atoyebi, O;Elebute, O A;Okunowo, A A;Williams, O M;Eke, N G;Oshodi, O A;Faboya, O M;Adeniran, A S;Omisanjo, O A;Oshodi, Y A;Ogunyemi, A A;Atobatele, K M;Adeyeye, A;Aremu, I;Olasehinde, O;Abdur-Rahman, L;Bello, J;Popoola, A;Sayomi, T O;Raji, H O;Adeleke, N;Lawal, B;Habeeb, O;Agodirin, O;Tolani, M A;Sholadoye, T T;Nwabuoku, S E;Abubakar, M;Risteski, T;Cvetanovska Naunova, V;Jovcheski, L;Lazova, E;Agledahl, I;Breuer, R G;Massoud, J;Waqar, S H;Rashid, I;Ayubi, XXX;Bhatti, A B H;Younis, M U;Ghouri, A;Ayub, B;Sayyed, R H;Saleem, A;Turk, K;Alvi, A;Abassy, J;Khan, S;Arshad, M;Ahmed, K;Siddiqui, T;Pirzada, A;Kerawala, A A;Jamal, A;Rai, L;Nafees Ahmed, R;Memon, A S;Qureshi, A U;Ayyaz, M;Umar, M;Butt, U;Kashif, M;Khan, W H;Waris Farooka, M;Wasim, T;Talat, N;Tahir, W;Naseem, J;Akbar, A;Afroze, S;Ali, L;Sultan, A;Ali, H B;Janjua, M H;Janjua, A;Asghar, S;Farooq, M S;Sarwar, M Z;Naqi, S A;Gondal, K M;Bukhari, S I;Tariq, M;Javed, S;Yaqoob, E;Ashraf, M;Mahmood, U;Raja Shabbir, K;Abukhalaf, S A;Amro, A;Cabada Lee, J M;Aguilar, A;Rodriguez, E;Castillo, K;Cukier, M;Rodriguez-Zentner, H;Arrue, E;Isaacs Beron, R;Rodríguez Gonzalez, A;Panduro-Correa, V;Cornelio, D K;Otiniano Alvarado, C E;Caballero Sarabia, V D;Vasquez-Ojeda, X P;Lizzetti-Mendoza, G;Niquen-Jimenez, M;Shu-Yip, S B;León Palacios, J L;Borda-Luque, G;Zegarra, S A;Huamán Egoávil, E;Suazo Carmelo, C;Castro de la Mata, R;Rivas, D;Targarona, J;Trujillo, Y;Olivera Villanueva, M;Lahoud-Velaochaga, A;Cabillas, K;Castañeda, W;Colina Casas, J;Betalleluz Pallardel, J;Camacho Zacarías, F;Vélez Segura, E;Cruz Condori, D L;Huamán, E;Ugarte Oscco, R;Vergel Cabrera, C;Huamán Egoávil, E;Carpio Colmenares, Y T;García Barrionuevo, L A;Cárdenas Ruiz de Castilla, D;Mansilla Doria, P;Li Valencia, M R;Salazar, A;Sarmiento, A;Díaz, C;Morales, E;Ore, E;Zegarra, H;Siccha, J;Guardia, M;Sandoval, M;Mendiola, G C;Mimbela, M;Diaz-Ruiz, R;Zeta, L A;Cordova-Calle, E;Nuñez, H M;Ortiz-Argomedo, M R;Caballero-Alvarado, J;Salazar-Tantaleán, A;Espinoza-Llerena, R;Aliaga-Ramos, M;Asodisen, O;Jabagat, E;Tedoy, C M;A Ramos, R;Lopez, M P J;Violago, K L E;Aram, R;Carlos Santos, P;Filarca, R F;Carlos, A;Santos, P;Filarca, R L;Domingo, E J;Khu, K J O;Lapitan, M C;Sacdalan, M D P;Kho, M J N;Baticulon, R E;Bravo, S L R;Cueto, M A C;Ramos, C L;Fuentes, J R;Sadian, H;Gumarao, A;Barraquio, A;Cruz, E M;Gonzales, A D;Reyes, J A S;Salud, J A;Tancinco, E G;Rivera, R D;Lim, J A;Barcelon, J C;Chiu, J A;Carballo, M I;Major, P;Gawron, I;Jach, R;Borges, F;Matos Costa, P;Henriques, S;Rodrigues, S C;Gonçalves, N;Cabeleira, A;Branco, C;Serralheiro, P;Alves, R;Teles, T;Lázaro, A;Canhoto, C;Simões, J;Costa, M;Almeida, A C;Nogueira, O;Oliveira, A;Athayde Nemésio, R;Silva, M;Lopes, C;Amaral, M J;Valente da Costa, A;Andrade, R;Martins, R;Guimarães, A;Guerreiro, P;Ruivo, A;Camacho, C;Duque, M;Santos, E;Breda, D;Oliveira, J M;De Oliveira Lopez, A L;Garrido, S;Colino, M;De Barros, J;Correia, S;Rodrigues, M;Cardoso, P;Martins, R;Teixeira, J;Soares, A P;Morais, H;Pereira, R;Revez, T;Manso, M I;Domingues, J C;Henriques, P;Ribeiro, R;Ribeiro, V I;Cardoso, N;Sousa, S;Martins dos Santos, G;Carvalho, L;Osório, C;Antunes, J;Lourenço, S;Balau, P;Godinho, M;Pereira, A;Silva, N;Kam da Silva Andrade, A;Pereira Rodrigues, A;Borges, N;Correia, J;Vieira, I;Ribeiro, T;Catarino, J;Correia, R;Pais, F;Carreira Garcia, R;Bento, R;Cardoso, J;Luis, M;Santos, E;Henriques, J;Patena Forte, J;Maciel, J;Pinheiro Santos, J;Silva, M;Silva, T P;Branquinho, A;Caiado, A;Miranda, P;Garrido, R;Peralta Ferreira, M;Ascensão, J;Costeira, B;Cunha, C;Rio Rodrigues, L;Sousa Fernandes, M;Azevedo, P;Ribeiro, J;Lourenço, I;Gomes, H;Mendinhos, G;Nobre Pinto, A;Ribeiro, A;Gil, C G;Lima-da-Silva, C;Pereira, C;Tavares, F;Ferraz, I;Almeida, J I;Marialva, J;Lopes, L;Costa, M J M A;Nunes-Coelho, M;Teixeira, M J;Machado, N;Alfonso, J P;Saraiva, P;Silva, R L;Santos, R;Almeida-Reis, R;Correia-de-Sá, T;Fernandes, V;Almeida-Pinto, J;Gonçalves, J P;Santos-Sousa, H;Cavaleiro, S;Leite-Moreira, A M;Pereira, A;Pereira-Neves, A;Faria, C S;Monteiro, J M;Nogueiro, J;Sampaio-Alves, M;Magalhães Maia, M;Vieira, P;Pina-Vaz, T;Jácome, F;Devezas, V;Almeida, A;Silveira, H;Vaz, S;Castanheira Rodrigues, S;Costa Santos, D;Grilo, J V;Abreu da Silva, A;Claro, M;Deus, A C;Branquinho, R;Santos, P M D D;Patrício, B;Vieira Paiva Lopes, A C;Mendes, J M;Carvalho, M F;Oliveira, C M;Tojal, A;Pinto, J;Abutaka, A;Zarour, A;Abdelkareem, M;Ali, S M;Al Tarakji, M;Alfkey, R;Mukhtar, K;Wani, I R;Singh, R;Ahmed, K;Bouchiba, N;Mahdi, H;Abdelaziem Mustafa, S;Al Ansari, A;Drasovean, R;Caziuc, A;Galliamov, E;Agapov, M;Kakotkin, V;Semina, E;Kubyshkin, XXX;Kamalov, A;Efetov, S K;Kochetkov, V S;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, 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