Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score
Authors:   COVIDSurg Collaborative, 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 N , Putnis S , De Robles S , Ang Z , Mitteregger M , Uranitsch S , Stiegler M , Seitinger G , Aigner F , Lumenta D B , Nischwitz P S , Richtig E , Pau M , Srekl-Filzmaier P , Eibinger N , Michelitsch B , Fediuk M , Papinutti A , Seidel G , Kahn J , Cohnert T U , Messner D , Öfner F , Presl J , Varga M , Weitzendorfer M , Emmanuel K , Binder A D , Zimmermann M , Holawe S , Nkenke E , Grimm C , Kranawetter M , Rahman Mitul A , Islam N , Karim S , Komen N , Putnis S , De Robles S , Ang E , De Praetere H , Tollens T , Schols G , Smets C , Haenen L , Quintens J , Van Belle K , Van Ramshorst G H , Pattyn P , Desender L , Martens T , Van de Putte D , Lerut P , Grimonprez A , Janssen M , De Smul G , Wallaert P , Van den Eynde J , Oosterlinck W , Van den Eynde R , Sermon A , Boeckxstaens A , Cordonnier A , De Coster J , Jaekers J , Politis C , Miserez M , Duchateau N , De Gheldere C , Flamey N , Pattyn P , Christiano A , Guidi B , Minussi A L , Castro S , Okoba W , Maldonado F H R , Oliveira P , Baldasso T , Santos L , Gomes G M A , Buarque I L , Pol-Fachin L , Bezerra T S , Barros A V , da Silva A M R , Leite A L S , Silvestre D W A , Ferro C C , Araujo M S , Lopes L M , Damasceno P D , Araujo D H S , Laporte G , Salem M C , Guimaraes-Filho M A C , Nacif L , Flumignan R L G , Nakano L C U , Kuramoto D A B , Aidar A L S , Pereda M R , Correia R M , Santos B C , Carvalho A A , Amorim J E , Guedes Neto H J , Areias L L , Sousa A F , Flumignan C D Q , Lustre W G , Moreno D H , Barros N , Baptista-Silva J C C , Matos L L , Kowaski L P , Kulcsar M A V , Nunes K S , Teixeira M F , Nunes R L , Ijichi T R , Kim N J , Marreiro A , Muller B , Barakat Awada J , Baiocchi G , Kowalski L P , Vartanian J G , Makdissi F B , Aguiar S , Marques N , Carvalho G B , Marques T M D M , Abdallah E A , Zurstrassen C E , Gross J L , Zequi S C , Gonçalves B T , Santos S S , Duprat J P , Coimbra F J F , Cicco R , Takeda F , Cecconello I , Ribeiro U , Gatti A , Oliva R , Nardi C , Slavchev M , Atanasov B , Belev N , Dell A , Bigam D , Dajani K , Al Riyami S , Martin J , Cheng D , Yang H , Fayad A , Carrier F M , Amzallag E , Desroches J , Ruel M , Caminsky N G , Boutros M , Moon J , Wong E G , Vanounou T , Pelletier J , Wong S , Girsowicz E , Bayne J , Obrand D , Gill H , Steinmetz O , MacKenzie K , Lukaszewski M , Jamjoum G , Richebé P , Verdonck O , Discepola S , Godin N , Idrissi M , Lecluyse V , Côté G , Demyttenaere S , Garfinkle R , Boutros M , Kouyoumdjian A , Boutros M , Dumitra S , Moon J , Wong E G , Khwaja K , Luo L , Lukaszewski M , Gill H , Berry G , Liberman A S , Girsowicz E , Bayne J , Obrand D , Steinmetz O , MacKenzie K , Schmid S , Spicer J , Al Farsi M , Abou-Khalil J , Couture E , Mohammadi S , Tremblay H , Gagné N , Bergeron A , Turgeon A F , Costerousse O , Bellemare D , Babin C , Blier C , Wood M L , Persad A , Groot G , Pham H , D'Aragon F , Carbonneau E , Bouchard M , Masse M , Pesant F , Héroux J , Karanicolas P , Hallet J , Nadler A , Nathens A , Ko M , Brar A , Mayson K , Kidane B , Srinathan S , Escudero M I , Reyes J T , Modolo M M , Ramirez Nieto P , Sepulveda R , Bolbarán A , Molero A , Ruiz I , Reyes G P , Salas R , Suazo C , Muñoz R , Grasset E , Inzunza M , Besser N , Irarrázaval M J , Jarry C , Bellolio F , Romero Manqui C A , Ruiz Esquide M , Fuentes T , Campos J , Perez Rivera C J , Cabrera P A , Pinilla R E , Guevara O , Jimenez Ramirez L J , Velasquez Cuasquen B G , Herrera Mora D R , Bonilla A , Diaz S , Manrique E , Facundo H , Velez Bernal J L , ángel J , García M , Guzmán L , Lehmann C , Cervera S , Trujillo Sanchez L M , Guevara R , Valbuena D , Suarez L , Jimenez G , Velandia A , Vargas J , Espinosa J , Rey S , Mendoza Quevedo J , Calvache J A , Orozco-Chamorro C M , Sánchez-Gómez T A , Rojas-Tejada D A , Mihanovic J , Bakmaz B , Rakvin I , Sulen N , Andabaka T , Luksic I , Mamic M , Martinek L , Skrovina M , Žatecký J , Peteja M , Kristensen H Ø , Mekhael M , Christensen P , Westh L , Smith H , Haugstvedt A F , JÖnsson M L , Crespo A , Batista S , Rodriguez-Abreu J , Tactuk N , Diaz-Delgado P J , Rivas R , Sarmiento-Bobadilla J A , Ashoush F , Samir Abdelaal A , Qatora M S , Elsayed Hewalla M E , Metwalli M , Atta R , Abdelmajeed A , Abosamak N E , Sabry A , Shehata S , Sallam I , Amira G , Sherief M , Sherif A , Salem H , Hamdy R , Aboulkassem H , Ghaly G , Sherif G , Morsi A , Abdelrahman A , Omnia A , Tawheed A , El Kassas M , Omar W , Abdelsamed A , Seleim A , Salem H , Azzam A Y , ElFiky M , Nabil A , Ibraheem M , Ghaly G , ElDeeb M , Fawzy M , Hamed H , Emile S , Elfallal A , Elfeki H , Shalaby M , Sakr A , Alrahawy M , Atif H , Sakr A , Soltan H , Sayed A K , Salah A , Atiya A , Wassim K , Esmail E , Khalaf M , Eldaly A , Ghoneim A , Hawila A , Badr H , Elhalaby I , Abdel-bari M , Elbahnasawy M , Hamada M K , Morsy M S , Hammad M , Hammad M , Essa M , Fayed M T , Elzoghby M , Rady M , Hamad O , Salman S , Sarsik S , Abd-elsalam S , Gamal Badr S , El-Masry Y , Moahmmed M M H , Hailu S , Wolde A , Mengesha M , Nida S , Workneh M , Ahmed M Y , Fisseha T , Kassa D , Zeleke H , Admasu A , Laeke T , Tirsit A , Gessesse M , Addissie A , Bekele K , Kauppila J H , Sarjanoja E , Testelin S , Dakpé S , Devauchelle B , Bettoni J , Lavagen N , Schmitt F , Lemée J M , Boucher S , Breheret R , Kün-Darbois J D , Kahn A , Gueutier A , Bigot P , Borraccino B , Lakkis Z , Doussot A , Heyd B , Manfredelli S , Mathieu P , Paquette B , Turco C , Barrabe A , Louvrier A , Moszkowicz D , Giovinazzo D , Bretagnol F , Police A , Charre L , Volpin E , Braham H , El Arbi N , Villefranque V , Bendjemar L , Girard E , Abba J , Trilling B , Chebaro A , Lecolle K , Truant S , El Amrani M , Zerbib P , Pruvot F R , Mathieu D , Surmei E , Mattei L , Marin H , Christou N , Ballouhey Q , Ferrero P , Coste Mazeau P , Tricard J , Barrat B , Taibi A , Usseglio J , Laloze J , Salle H , Fourcade L , Duchalais E , Regenet N , Rigaud J , Waast D , Denis W , Malard O , Buffenoir K , Espitalier F , Ferron C , Varenne Y , Crenn V , De Vergie S , Cristini J , Samarut E , Tzedakis S , Bouche P A , Gaujoux S , Kantor E , Gossot D , Seguin-Givelet A , Fuks D , Grigoroiu M , Sanchez Salas R , Cathelineau X , Macek P , Barbé Y , Rozet F , Barret E , Mombet A , Cathala N , Brian E , Zadegan F , Conso C , Blanc T , Broch A , Sarnacki S , Ali L , Bonnard A , Peycelon M , Hervieux E , Clermidi P , Maisonneuve E , Aubry E , Thomin A , Langlais T , Passot G , Glehen O , Cotte E , Lifante J C , De Simone B , Chouillard E , Arnaud A P , Violas P , Bergeat D , Merdrignac A , Arnaud A P , Scalabre A , Perotto L O , Le Roy B , Haddad E , Vermersch S , Ezanno A C , Barbier O , Vigouroux F , Malgras B , Aime A , Seeliger B , Mutter D , Philouze G , Pessaux P , Germain A , Chanty H , Ayav A , Kassir R , Von Theobald P , Sauvat F , O'Connor J , Mayombo Idiata M , O'Connor Z , Tchoba S , Modabber A , Winnand P , HÖlzle F , Sommer B , Shiban E , Wolf S , Anthuber M , Sommer F , Kaemmerer D , Schreiber T , Kamphues C , Lauscher J C , Schineis C , Loch F N , Beyer K , Nasser S , Sehouli J , HÖhn P , Braumann C , Reinkemeier F , Uhl W , Weitz J , Bork U , Welsch T , Praetorius C , Korn S , Distler M , Fluegen G , Knoefel W T , Vay C , Golcher H , Grützmann R , Binder J , Meister P , Gallinat A , Paul A , Schnitzbauer A A , Thoenissen P , El Youzouri H , Schreckenbach T , Nguyen T A , Eberbach H , Bayer J , Erdle B , Sandkamp R , Nitschke C , Izbicki J , Uzunoglu F G , Koenig D , Gosau M , BÖttcher A , Heuer A , Klatte T O , Priemel M , Betz C S , Burg S , MÖckelmann N , Busch C J , Bewarder J , Zeller N , Smeets R , Thole S , Vollkommer T , Speth U , Stangenberg M , Hakami I , Boeker C , Mall J , Schardey H M , von Ahnen T , von Ahnen M , Brunner U , Tapking C , Kneser U , Hirche C , Jung M , Kowalewski K F , Kienle P , Reissfelder C , Seyfried S , Herrle F , Hardt J , Galata C , Birgin E , Rahbari N , Vassos N , Stoleriu M G , Hatz R , Albertsmeier M , BÖrner N , Lampert C , Werner J , Kuehlmann B , Prantl L , Brunner S M , Schlitt H J , Brennfleck F , Pfister K , Oikonomou K , Reinhard T , Nowak K , Ronellenfitsch U , Kleeff J , Delank K S , Michalski C W , Szabo G , Widyaningsih R , Stavrou G A , Bschorer R , Mielke J , Peschel T , KÖnigsrainer A , Quante M , LÖffler M W , Yurttas C , Doerner J , Seiberth R , Bouchagier K , Klimopoulos S , Paspaliari D , Stylianidis G , Syllaios A , Baili E , Schizas D , Liakakos T , Charalabopoulos A , Zografos C , Spartalis E , Manatakis D K , Tasis N , Antonopoulou M I , Xenaki S , Xynos E , Chrysos E , Athanasakis E , Tsiaousis J , Lostoridis E , Tourountzi P , Tzovaras G , Tepetes K , Zacharoulis D , Baloyiannis I , Perivoliotis K , Hajiioannou J , Korais C , Gkrinia E , Skoulakis C E , Saratziotis A , Koukoura O , Symeonidis D , Diamantis A , Tsoulfas G , Christou C D , Tooulias A , Papadopoulos V , Anthoulakis C , Grimbizis G , Zouzoulas D , Tsolakidis Tatsis D , Christidis P , Loutzidou L , Ioannidis O , Astreidis I , Antoniou A , Antoniadis K , Vachtsevanos K , Paraskevopoulos K , Kalaitsidou I , Alexoudi V , Stavroglou A , Mantevas A , Michailidou D , Grivas T , Deligiannidis D , Politis S , Barrios Duarte A , Portilla A L , Lowey M J , Recinos G , Lopez Muralles I , Siguantay M A , Estrada E E , Aguilera-Arévalo M L , Cojulun J M , Echeverría-Dávila G , Marín C , Icaza de Marín G C , Novak Z , Echim T , Suszták N , Banky B , Kembuan G , Pajan H , Islam A A , Rahim F , Safari H , Mozafari M , Brouki Milan P , Tizmaghz A , Rezaei Tavirani M , Hussein R , Fleming C , O'Brien S , Kayyal M Y , Daly A , Killeen S , Corrigan M , De Marchi J , Hill A , Farrell T , Davis N F , Kearney D , Nelson T , Maguire P J , Barry C , Farrell R , Smith L A , Mohan H M , Mehigan B J , McCormick P , Larkin J O , Fahey B A , Rogers A , Donlon N , O'Sullivan H , Nugent T , Reynolds J V , Donohue C , Shokuhi P , Ravi N , Fitzgerald C , Lennon P , Timon C , Kinsella J , Smith J , Boyle T , Alazawi D , Connolly E , Butt W , Croghan S M , Manecksha R P , Fearon N , Winter D , Heneghan H , Maguire D , Gallagher T , Conlon K , Kennedy N , Martin S , Kennelly R , Hanly A , Ng K C , Fagan J , Geary E , Cullinane C , Hanly A , Carrington E , Geraghty J , McDermott E , Pritchard R , McPartland D , Boland M , Stafford A , Maguire D , Geoghegan J , Elliott J A , Ridgway P F , Gillis A E , Bass G A , Neary P C , O'Riordan J M , Kavanagh D O , Reynolds I S , Conlon 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 , 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 , 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W , Noel C , Le Grange S , Lusawana O , Kies C , Steyn E , Janson J , Buitendag J J P , Chu K , Mihalik M , Nel R , Naidoo S , Kloppers C , Nel D , Jonas E , Pickard H , Bernon M , Almgla N , Rayamajhi S , Mugla W , Hyman G Y , Fourtounas M , Moore R , Sánchez Mozo A , Aguado Lopez H , Zárate Pinedo A , Jimenez Toscano M , Alonso de la Fuente N , Mancebo G , Cecchini L , Munarriz M , Cazador Labat M , López Campillo A , Martorell P , Espinosa C A , Caja Vivancos P , Villalabeitia Ateca I , Prieto Calvo M , Marín H , Martin Playa P , Gainza A , Aragon Achig E J , Rodriguez Fraga A , Melchor Corcóstegui I , Mallabiabarrena Ormaechea G , Garcia Gutierrez J J , Barbier L , Pesántez Peralta M A , Jiménez Jiménez M , Municio Martín J A , Gómez Suárez J , García Operé G , Pascua Gómez L A , Oñate Aguirre M , Fernandez-Colorado A , De la Rosa-Estadella M , Gasulla-Rodriguez A , Serrano-Martin M , Peig-Font A , Junca-Marti S , Juarez-Pomes M , Garrido-Ondono S , Blasco-Torres L , 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Garcia de Cortazar U , Villamor Garcia I , Landaluce-Olavarria A , Gonzalez De Miguel M , Fernández Gómez Cruzado L , Begoña E , Lecumberri D , Acosta Mérida M A , Yepes Cano A F , Estaire Gómez M , Padilla-Valverde D , Sánchez-García S , Sanchez-Pelaez D , Jimenez Higuera E , Picón Rodríguez R , Fernández Camuñas à , Martínez-Pinedo C , Garcia Santos E P , Muñoz-Atienza V , Moreno Pérez A , López de la Manzanara Cano C A , Ugarte-Sierra B , Ibáñez-Aguirre F J , De Andres Olabarria U , Fernández Pablos F J , Durán Ballesteros M , Sanz Larrainzar A , Jiménez Carneros V , Valle Rubio A , Alonso-Lamberti L , Salazar A , García-Quijada J , Leon R , Rodriguez J L , Jimenez Miramón J , Jover J M , Martín Salamanca M B , Assaf M , Pérez Simón V , Landeo Agüero S A , Baeza Pintado N , Huertas Fernandez M A , Carabias A , Sosa M V , Lora-Cumplido P , Lanuza L , Galipienso Eri M , Garcia Montesino J D , Dellonder Frigolé J , Noriego Muñoz D , Navarro-Sánchez A , Enjuto D , Perez Gonzalez M , Díaz Peña P , Gonzalez J , Marqueta De Salas M , Martinez Pascual P , Rodríguez Gómez L , Garcés García R , Ramos Bonilla A , Herrera-Merino N , Fernández Bernabé P , Cagigal Ortega E P , Hernández I , García de Castro Rubio E , Cervera I , Espino Segura-Illa M , Sánchez Aniceto G , Castaño-Leon A M , Jimenez-Roldan L , Delgado Fernandez J , Pérez Núñez A , Lagares A , Garcia Perez D , Santas M , Paredes I , Esteban Sinovas O , Moreno-Gomez L , Rubio E , Vega V , Vivas Lopez A , Labalde Martinez M , García Villar O , Pelaéz Torres P M , Garcia-Borda J , Ferrero Herrero E , Gomez P , Eiriz Fernandez C , Ojeda-Thies C , Pardo Garcia J M , Di Martino M , De la Hoz Rodriguez A , García Septiem J , Maqueda González R , Delgado Búrdalo L , Correa Bonito A , Martin-Perez E , García Villayzán J E , Albi Martin B , Lozano Lominchar P , Martin L , Fernadez M , Rey-Valcarcel C , Tousidonis M , Martin-Albo Caballero L , Lowy A , Alonso Ortuño P , Ayuso Herrera E , Caño Velasco J , Aragon-Chamizo J , Perez Diaz M D , Mateo-Sierra O , Quintana-Villamandos B , Barrio J M , Fanjul M , Sanchez-Perez C , Fernandez M L , Hernandez-Kakauridze S , Rio J , Díaz Pérez D , Serrano González J , Colao García L , Gutierrez Samaniego M , Hernandez Bartolome M A , Galindo Jara P , Esteban Agustí E , Ripollés-Melchor J , Abad-Motos A , Abad-Gurumeta A , Martínez-Hurtado E , Ruiz-Escobar A , Brogly N , Guasch E , Hernandez Gutierrez A , Bartha Rasero J L , Perez Y , Garcia-Pineda V , Gracia M , Siegrist Ridruejo J , Diestro M D , Sanchez-Mendez J I , Marti C , Melendez M , Moreno-Palacios E , Loayza A , Frias L , Zapardiel I , Rubio-Perez I , Prieto Nieto M I , Guevara J , Gegundez Simon A , Gortazar S , Chavarrias N , Alvarez E , Saavedra J , Ramos-Martin P , Urbieta A , Gomez Rivas J , Toribio-Vázquez C , Yebes A , Hernández-García M , Losada M , Diéguez B , García-Conde M , Alonso Poza A , Marquez L , Becerra R , Martin M , Jorgensen T , Muguerza J M , Dziakova J , Sánchez del Pueblo C , Saez 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, Ruiz Martin I , Moliner Sanchez C , Carrasco-Prats M , Giménez-Francés C , Ruiz-Marín M , Fernández-López A J , García-Escudero D , García-Porcel V , Lax-Pérez R , Sánchez-Robles M , Valero-Soriano M , Medina-Manuel E , García-Soria V , Gurrea-Almela E , Marco-Garrido A , Martínez-Alonso J A , González-Valverde F M , Fernández-Fernández P V , Sánchez-Rodríguez C , Aguilar-Jimenez J , Baeza-Murcia M , Aguayo-Albasini J L , Nicolás-López T , Alconchel F , Fernández Martínez D , Solar-Garcia L , García Flórez L J , Llaquet Bayo H , Pujol-Cano N , Segura-Sampedro J J , Soldevila-Verdeguer C , Jeri-McFarlane S , Gil-Catalan A , Craus-Miguel A , Cruz L , Valente P , Afonso-Garcia M , Ferrer-Inaebnit E , Oseira-Reigosa A , Fernandez-Vega L , Villalonga-Ramirez B , Gonzalez Argente F X , Mora-Guzmán I , Landete Molina F J , Morera Ocón F J , Canelles Corell E , Gavaldà Pellicé M T , Salinas Peña J R , Cavallé Busquets P , Trebol J , Sánchez-Casado A B , Munoz-Bellvis L , Pérez-Sánchez L E , 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Moro-Valdezate D , Garcés-Albir M , Lopez F , Bernal-Sprekelsen J C , Catalá Bauset J C , Renovell Ferrer P , Martínez Pérez C , Gil-Albarova O , Gilabert Estellés J , Aghababyan K , De Andrés-Asenjo B , Beltrán de Heredia J , Vázquez-Fernández A , Ortiz de Solorzano-Aurusa F J , Trujillo-Díaz J , Ruiz-Soriano M , Jezieniecki C , Gómez-Sanz T , Núñez-Del Barrio H , Romero-De Diego A , García-Virto V , Aguado H J , Fernández Martín M T , Tejero-Pintor F J , Pérez-Saborido B , Choolani Bhojwani E , Acebes García F , Marcos-Santos P , Bueno Cañones AD , Sanchez Gonzalez J , Toledano M , Bailón M , Pacheco Sánchez D , Paniagua Garcia Senorans M , Sanchez-Santos R , Vazquez Melero A , Garcia D , Díez E , Herrero I , Soeda I M , Camuera M , Balluerca M , Sánchez-Rubio M , Paunero Vazquez P , Martinez-German A , Gracia-Roche C , Gascon-Ferrer I , Duque-Mallen V , De Miguel-Ardevines M D C , Sanchez-Fuentes N , Santero-Ramirez M S , Matute-Najarro M , Herrero-Lopez M , Sanchez-Rubio M , Cantalejo-Diaz M , Gonzalez-Nicolas-Trebol M T , Saudi-Moro S , Jariod-Ferrer U M , Rivas R , Rivas F , Escartin J , Blas Laina J L , Nogués A , Cros B , Talal El-Abur I , Garcia Egea J , Yanez C , Jayarajah U , Ravindrakumar S , Rodrigo V S D , Arulanantham A , Bandara G B K D , Hamid H K S , Ali E E , Widatalla A B H , Bakheit I , Awadelkarim M , Ali Karar A A , Saleh M , Taflin H , Myrelid P , Amorim Braz L , Hagander L , Hambraeus M , Omling E , SalÖ M , Arkani S , Freedman J , Montan C , Lindqvist E K , Elbe P , Hultgren R , Älgå A , Nordberg M , Sandblom G , Rutegård M , Holmner F , Sund M , LÖfgren N , Tampakis A , Kollmar O , von Fluee M , Balaphas A , Toso C , Colucci N , Popeskou S G , Gass M , Scheiwiller A , Metzger J , Gialamas E , Chevallay M , Sauvain M , Dwidar O , Kiessling S Y , Stoeckli S J , Mongelli F , Bernasconi M , Di Giuseppe M , Christoforidis D , La Regina D , Arigoni M , Adamina M , Peros G , Guglielmetti L , Solimene F , Giardini M , BÄchler T , Crugnale A S , Gutschow C A , Turina M , Ersen O , Onan M A , Kozan R , Erol T , Dincer H A , Yildiz A , Iflazoglu N , Yalkın O , Isik A , Ozben V , Aytac E , Aliyeva Z , Akaydin E , Ozmen B B , Baca B , Altinel Y , Calikoglu F , Tokocin M , Hacim N A , Akbas A , Meric S , Vartanoglu T , Yigitbas H , Ercetin C , Ercan G , Ozgur I , Keskin M , Saracoglu K T , Cimenoglu B , Demirhan R , Kale A , Simsek T , Gundogdu E C , Abbasov A , Tanal M , Citgez B , Bozkurt E , Yetkin S G , Mihmanli M , Alhamed A , Ergun S , Sanli A N , Velidedeoglu M , OZcelik M F , Uludag S S , Zengin A K , Cebi S , Demirkiran F , Bese T , Acikgoz A S , Kayan B , Aykanat Y , Mutlu D , GÖksoy B , Kara Y , Bozkurt M A , Kocatas A , Öğücü H , Uslu G , Arican C , Tugmen C , Aydin C , Yesilyurt D , Avci E K , Kebapçı E , Kilinc G , Sert İ , Tuncer K , Akalin M , Emiroglu M , Demirli Atici S , Salimoğlu S , Kaya T , Kirmizi Y , Tatar O C , Yüksel E , Güler S A , Yildirim A , Utkan N Z , GÖzal K , KÖken H , Yabas A , Gonullu E , 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Williams A , Ridgway A , Pournaras D , Britton E , Lostis E , Ambler G K , Chu H , Hopkins J , Manara J , Chan M , Doe M , Moon R D C , Lawday S , Jichi T , Singleton W , Main B , Maccabe T , Newton C , Blencowe N S , Fudulu D P , Bhojwani D , Baquedano M , Caputo M , Rapetto F , Flannery O , Hassan A , Coonar A , Aresu G , Smith C , Gearon D , Hogan J , Pradeep i S , Durio Yates H , Peryt A , Barrett-Brown Z M , King M , Ahmadi N , Jenkins D , Moorjani N , Taghavi F , Wells F , Hardie J , Page S , Anazor F , King S D , Luck J , Kazzaz S , Mannion R , Stewart G D , Ramzi J , Mohan M , Singh A A , Ashcroft J , Baker O J , Coughlin P , Davies R J , Durst A Z E D , Abood A , Habeeb A , Hudson V E , Kolias A , Lamb B , Luke L , Mitrasinovic S , Murphy S , Ngu A W T , O'Neill J R , Waseem S , Wong K , Georgiades F , Hutchinson P J , Tan X S , Pushpa-rajah J , Colquhoun A , Masterson L , Abu-Nayla i , Walker C , Balakrishnan A , Rooney S , irune E , Byrne M H V , Durrani A , Simoes A , Eddy 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Connolly H , Robertson S , Sweeney C , Di Taranto G , Shanbhag S , Dickson K , McEvoy K , Skillman J , Sait M , Al-Omishy H , Baig M , Heer B , Brown A , Ebrahim A , Alwadiya A , Goyal A , Phillips A , Bhalla A , Demetriou C , Grimley E , Theophilidou E , Ogden E , Malcolm F L , Davies-Jones G , Ng J C K , Mirza M , Hassan M , Elmaleh N , Daliya P , Williams S , Bateman A , Chia Z , Premakumar Y , Jauhari Y , Koshnow Z , Bowen D , Uberai A , Hirri F , Stubbs B M , Crichton R , Sonksen J , Aldridge K , McDonald C , Manickavasagam J , Ragupathy K , Davison S , Dalgleish S , McGrath N , Kanitkar R , Payne C J , Ramsay L , Ng C E , Collier T , Khan K , Evans R , Brennan C , Henshall D E , Drake T , Harrison E M , Zamvar V , Tambyraja A , Skipworth R J E , Linder G , McGregor R , Brennan P , Mayes J , Ross L , Smith S , White T , Jamjoom A A B , Pasricha R , Gallagher K , Swan R , Paterson H , Maeda Y , Kwok A M F , Tsiaousidou A , Vaughan-Shaw P G , Boyle C , Fernando D , Tham D , Leung S , Laird A , Holme T , Abbott S , Razik A , Thrumurthy S , Steinke J , Baker M , Howden D , Baxter Z , Osagie L , Bence M , Fowler G E , Massey L , Rajaretnam N , Evans J , John J , Goubran A , Campain N , McDermott F D , McGrath J S , Ng M , Pascoe J , Phillips J R A , Daniels i R , A'Court J , Konarski A , Faulkner G , Emerson H , Vejsbjerg K , Pearce L , McCormick W , Fisher A , Singisetti K , Aawsaj Y , Barry C , Bajomo O , Rizvi S , Grimes C , Dusu K , Tint P Y , Kirk A , irvine V , Lammy S , O'Kane R , Elliott L , McCabe G , Holroyd D , Jamieson N B , Geddes A , McMahon J , McCaul J , Al-Azzawi M , Aitken E , Glen P , Sinan L O H , Lammy S , Grivas A , Tilling E J , Brown O , Boal M , Dean H , Higgs S , Stanger S , Abdalaziz H , Constable J , ishii H , Preece R , Dovell G , Gopi Reddy R , Madhuri T K , Tailor A , Flavin M , Walker D , Humphries S , Assalaarachchi H , Curl-Roper T , Westwood E , Delimpalta C , Liao C C L , Velchuru V , Raptis D A , Pollok J M , Machairas N , 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Georgopoulou N , Sharples H M , Apampa A A , Nzenwa i C , Sud A , Harky A , Kirmani B H , Shackcloth M , Jenkinson M D , Zakaria R , Elmoslemany T , Millward C P , Baron R , Dunne D , Szatmary P , Thomas A , McNicol F , Gahunia S , Sochorova D , Nita G E , McKinney R , Russ J , Tan J R , Harwood R , Corbett H J , Rossborough C , Skelly B L , Che Bakri N A , Nazarian S , Vashisht R , Jiao L , Jawad Z , Allan A Y , Kontovounisios C , Grove T , Warren O , Fadel M G , Chatzikonstantinou M , Sorelli P , Rahman S , Hadjipavlou M , Holbrook C , Chong C , Kufeji D , Rufai S R , Lloyd I C , James G , Chari A , Silva A H D , Stroman L , Challacombe B , Sayasneh A , Najdy M , Bill√® A , Fraser S , Agoston P , Rizzo V , King J , Nath R , McCrindle S , Mehra G , Harrison-Phipps K , Pilling J , Okiror L , Routledge T , Mills L , Wali A , El-Boghdadly K , Fotopoulou C , Saso S , Fehervari M , Ploski J , Ghaem-Maghami S , Spalding D , Rajagopal P , Pai M , Habib N , Jawad Z , Hamrang-Yousefi S , Jiao 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J , Anthoney J , Emmerson O , Stylianides N , Abdalla M , Newton K , Bhatia K , Edmondson R , Abdeh L , Jones D , Zeiton M , ismail O , Naseem H , Advani R , Duff S , Moura F , Brown B C , Khan A , Asaad P , Wadham B , Aneke i A , Collis J , Warburton H , Fell A , Smith A , Halkias C , Evans J , Nikolaou S , English C , Kristinsson S , Oni T , ilahi N , Ballantyne K , Woodward Z , Merh R , Dunning J , Viswanath Y , Freystaetter K , Dixon J , Hadfield J N , Hilley A , Egglestone A , Smith B , Hine T , Keeler B , Soulsby R E , Taylor A , Davies E , Ryska O , Raymond T , Rogers S , Tong A , Hawkin P , Tingle S , Abbadessa F , Sachdeva A , Rai B , Chan C D , McPherson i , Booth K , Mahmoud Ali F , Pandanaboyana S , Grainger T , Nandhra S , Patience A , Rogers A , Roy C , Williams T , Dawe N , McCaffer C , Riches J , Bhattacharya S , Moir J , Kalson N S , Elamin Ahmed H , Mellor C , Saleh C , Koshy R M , Hammond J , Sanderson L , Wahed S , Phillips A W , Ghosh K , Tang A , Beamish A J , Price C , Bosanquet D , Magowan D , Solari F , Williams G , Nassa H , Smith L , Robertson-Smith B , Mahmoud A , Ameerally P , Finch J G , Gnanachandran C , Pop i , Rogers M , Yousef Y , Mohamed i , Woods R , Zahid H , Mundy G , Youssef M , Sreedharan L , Baskaran D , Shaikh i , Seebah K , Reid J , Watts D , Kouritas V , Chrastek D , Maryan G , Gill D F , Khatun F , Gajjar K , Williamson K , Bratt D , Konstantinidi K , Walton T , Burnside N , Weaver H , Hawari M , Addae-Boateng E , Rollett R A , Collins M L , Tamimy M S , Riyat H , Wen J , Neil-Dwyer J , Brewer H , Humes D , Worku D , Chowdhury A , Oyende O , Lewis-Lloyd C , Adiamah A , Koh A , Jackman J , Vohra R , Navarro A , Reilly J , Aujayeb A , Townshend D , McLarty N , Shenfine A , Jackson K , Johnson C , Dass D , Ford D , Winter S C , Belcher E , Stavroulias D , Di Chiara F , Wallwork K , Qureishi A , Lami M , Sravanam S , Mastoridis S , Shah K , Chidambaram S , Smillie R , Shaw A V , Bandyopadhyay S , Cernei C , Bretherton C , 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Catto J , Saad S , Abd Kahar N N , Sinha S , Sou A , Simpson D , Hamilton E , Blair J , Jallad S , Lord J , Anderson C , El Kafsi J , Logishetty K , Saadya A , Midha R , Ip M , Subbiah Ponniah H , Stockdale T , Bacarese-Hamilton T , Foster L , James A , Anjarwalla N , Marujo Henriques D , Hettige R , Baban C , Tenovici A , Salerno G , Singh R , Lane J , Colvin H V , Badran A , Cadersa A , Williams S , Cumpstey A , Hamady Z , Aftab R , Wensley F , Byrne J , Morrison-Jones V , Sekhon G K , Shields H , Shakoor Z , Yener A , Talbot T , Khan A , Alzetani A , Cresner R , Babu B H B , Liyanage A S D , Newman S , Blake I , Weerasinghe C , Baumber R , Parry J , Menakaya C , Webb J I , Antar M , Modi N , Sofat R , Noel J , Nunn R , Adegbola S , Eriberto F , Sharma V , Tanna R , Lodhia S , Johnson D , Hughes I , Hall J , Rooney J , Chatterji S , Zhang Y , Owen R , Rudic M , Hunt J , Zakai D , Thomas M , Aladeojebi A , Ali M , Gaunt A , Barmayehvar B , Kitchen M , Gowda M , Mansour F , Jarvis M , Halliday E , Lefroy R , Nanjaiah P , Ali S , Kitchen M , Lin D J , Rajgor A D , Scurrah R J , Kang C , Watson L J , Harris G , Royle T , Cunningham Y , James G , Steel B , Luk A C O , Boulton A J , Khan M T , Bakolas G , Ahmed I , Herrod P , Gemmill E , Boyd-Carson H , Jibreel M , Lenzi E , Saafan T , Sapre D , Li Z , Parkins K , Spencer N , Harries R , Egan R J , Motter D , Jenvey C , Mahoney R , Fine N , Minto T , Henry A , Hollyman M , Grieco C , Gemmell C , Whitmore H , Babar M S , Goodrum S , Scott R , Collard B , Lau K , Thomas E , Patel A , Allison J , Bowen J , Dias A , Mahendran B , Gopalswamy S , Patil S , Scott L , Sarveswaran J , Michel M , Ravindran S , Subba K , Abou-Foul A K , Khalefa M , Hossain F , Moores T , Pickering L , Stables G , Doorgakant A , Thiruvasagam V G , Carter J , Reid S , Mohammed R , Marlow W , Ferguson H , Wilkin R , Konstantinou C , Yershov D , Vatish J , Denning A , Shah H B , Cross G W V , Seyed-Safi P , Smart Y W , Kuc A , Al-Yaseen M , Olivier J , Hanna M , Eskander P , Duncan R , Halaseh S , Das R , Wynn Jones H , Divecha H , Whelton C , Board T , Powell S , Magee C , Agarwal K , Mangos E , Nambirajan T , Vidya R , Chauhan G , Kaur J , Burahee A , Bleibleh S , Pigadas N , Snee D , Bhasin S , Crichton A , Habeebullah A , Bodla A S , Yassin N , Mondragon M , Dewan V , Flindall I , Mahendran V , Hanson A , Jenner E , Richards J , Thomas-Fernandez K , Wall R , Alqallaf A , Ben-Sassi A , Mohamed I , Mellor K , Joshi P , Joshi Y , Young R , Miu V , Sheridan K , MacDonald L , Green S , Onos L , Wong J J , Napolitano L , Hemmila M , Amin D , Abramowicz S , Roser S M , Olson K A , Riley C , Heron C , Cardenas T , Leede E , Thornhill M , Haynes A B , McElhinney K , Roward S , Trust M D , Hill C E , Teixeira P G , Etchill E , Stevens K , Ladd M R , Long C , Rose J , Kent A , Yesantharao P , Vervoort D , Jenny H , Gabre-Kidan A , Margalit A , Tsai L , Malapati H , Yesantharao L , Abdou H , Diaz J , Richmond M , Clark J , O'Meara L , Hanna N , Ying Y , Fleming J , Ovaitt A , Gigliotti J , Fuson A , Cooper Z , Salim A , Hirji S A , Brown A , Chung C , Hansen L , Okafor B U , Roxo V , Raut C P , Jolissaint J S , Mahvi D A , Kaafarani H , Breen K , Bankhead-Kendall B , Alser O , Mashbari 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 
Published: April 2021

To support the global restart of elective surgery, data from an international prospective cohort study of 8492 patients (69 countries) was analysed using artificial intelligence (machine learning techniques) to develop a predictive score for mortality in surgical patients with SARS-CoV-2. We found that patient rather than operation factors were the best predictors and used these to create the COVIDsurg Mortality Score (https://covidsurgrisk.app). Our data demonstrates that it is safe to restart a wide range of surgical services for selected patients.