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

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M Mengesha; S Nida; M Workneh; M Y Ahmed; T Fisseha; D Kassa; H Zeleke; A Admasu; T Laeke; A Tirsit; M Gessesse; A Addissie; D Bekele; J H Kauppila; E Sarjanoja; S Testelin; S Dakp??; B Devauchelle; J Bettoni; N Lavagen; F Schmitt; J M Lem??e; S Boucher; R Breheret; J D K??n-Darbois; A Kahn; A Gueutier; P Bigot; B Borraccino; Z Lakkis; A Doussot; B Heyd; S Manfredelli; P Mathieu; B Paquette; C Turco; A Barrabe; A Louvrier; D Moszkowicz; D Giovinazzo; F Bretagnol; A Police; L Charre; E Volpin; H Braham; N El Arbi; V Villefranque; L Bendjemar; E Girard; J Abba; B Trilling; A Chebaro; K Lecolle; S Truant; M El Amrani; P Zerbib; F R Pruvot; D Mathieu; E Surmei; L Mattei; H Marin; N Christou; Q Ballouhey; P Ferrero; P Coste Mazeau; J Tricard; B Barrat; A Taibi; J Usseglio; J Laloze; H Salle; L Fourcade; E Duchalais; N Regenet; J Rigaud; D Waast; W Denis; O Malard; K Buffenoir; F Espitalier; C Ferron; Y Varenne; V Crenn; S De Vergie; J Cristini; E Samarut; S Tzedakis; P A Bouche; S Gaujoux; 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A Pisanu; G Esposito; F Frongia; E Abate; L Laface; M Casati; M Schiavo; T Casiraghi; G Sammarco; G Gallo; G Vescio; S Fulginiti; V Scorcia; G Giannaccare; A Carnevali; M C Giuffrida; A Marano; S Palagi; S Di Maria Grimaldi; V Testa; C Peluso; F Borghi; A Simonato; A Puppo; M D'Agruma; R Chiarpenello; L Pellegrino; F Maione; D Cianflocca; V Pruiti Ciarello; G Giraudo; E Gelarda; E Dalmasso; A Abrate; A Daniele; V Ciriello; F Rosato; A Garnero; L Leotta; M Giacometti; S Zonta; D Lomiento; L Taglietti; S Dester; B Compagnoni; F Viotti; R Cazzaniga; R Del Giudice; F Mazzotti; F Pasini; G Ugolini; N Fabbri; C V Feo; E Righini; S Gennari; M Chiozza; G Anania; A Urbani; M Koleva Radica; P Carcoforo; M Portinari; M Sibilla; A Anastasi; B Bartalucci; A Bellacci; G Canonico; L Capezzuoli; C Di Martino; P Ipponi; C Linari; M Montelatici; T Nelli; G Spagni; L Tirloni; A Vitali; C Agostini; G Alemanno; I Bartolini; C Bergamini; A Bruscino; C Checcucci; R De Vincenti; A Di Bella; M Fambrini; L Fortuna; 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G Sarpietro; L Giannini; L V Comini; L Rolli; S Folli; F Raspagliesi; C Piazza; M Cosimelli; R Salvioni; B Antonelli; L Baldari; L Boni; E Cassinotti; L Pignataro; G Rossi; S Torretta; G A Beltramini; A Gianni'; M Tagliabue; R De Berardinis; G Pietrobon; F Chu; S Cenciarelli; L Adamoli; M Ansarin; U Fumagalli Romario; F Mastrilli; N M Mariani; V Nicastro; P Cellerino; F Colombo; A Frontali; A Bondurri; C Guerci; A Maffioli; L Ferrario; M Candiani; G Bonavina; J Ottolina; L Valsecchi; P Mortini; F Gagliardi; M Piloni; M Medone; G Negri; A Bandiera; P De Nardi; P Sileri; M Carlucci; D Pelaggi; R Rosati; A Vignali; P Parise; U Elmore; N Tamini; L C Nespoli; M Rennis; L Pitoni; M F Chiappetta; E Vico; R Fruscio; T Grassi; D Sasia; M Migliore; A Gattolin; R Rimonda; E Travaglio; E Olearo; A Tufo; E Marra; P Maida; G Marte; P Tammaro; F Bianco; P Incollingo; F Izzo; A Belli; R Patrone; V Albino; M Leongito; V Granata; M Piccirillo; R Palaia; E Francone; S Gentilli; H Nikaj; A Fiorini; C Norcini; A Chessa; M V Marino; A Mirabella; G Vaccarella; L Musini; L Ampollini; M Bergonzani; A Varazzani; L Bellanti; M Domenichini; G Rossi; E Cabrini; A Fornasari; A Freyrie; D O Dejana; G D'Angelo; G Bertoli; F Di Lella; G Bocchialini; M Falcioni; D Lanfranco; T Poli; M Giuffrida; A Annicchiarico; G Perrone; F Catena; A Raffaele; A De Manzoni Garberini; E Baldini; L Conti; M Ribolla; P Capelli; S M Isolani; P Maniscalco; M Cauteruccio; C Ciatti; C Puma Pagliarello; S Gattoni; R Galleano; M Malerba; M Ciciliot; F Farnesi; M Calabr??; N S Pipitone Federico; E G Lunghi; A Muratore; L Morelli; G Di Franco; M Palmeri; D Tartaglia; F Coccolini; M Chiarugi; T Simoncini; A Gadducci; M Caretto; A Giannini; A Perutelli; L Domenici; S Garibaldi; R Capanna; L Andreani; N Furbetta; S Guadagni; M Bianchini; D Gianardi; E Pinotti; M Montuori; F Carissimi; G Baronio; M Zizzo; C Castro Ruiz; V Annessi; M T Montella; G Falco; S Mele; G Ferrari; V Mastrofilippo; V D Mandato; L Aguzzoli; C Corbellini; C Baldi; G M Sampietro; G M Palini; N Zanini; G Garulli; R Barone; A Murgese; S Mungo; M Grasso; C Marafante; S L Birolo; E Moggia; M Caccetta; A Masciandaro; A Deirino; M Garino; L Gordini; C P Lombardi; F Marzi; A A Marra; C Ratto; M Di Muro; F Litta; V De Simone; V Cozza; F Rosa; A Agnes; A Parello; S Alfieri; G Sganga; P Lapolla; A Mingoli; G De Toma; E Fiori; F La Torre; P Sapienza; G Brachini; B Cirillo; I Iannone; M Zambon; A Chiappini; S Meneghini; G B Fonsi; P M Cicerchia; P Bruzzaniti; A Santoro; A Frati; G Marruzzo; D Ribuffo; A Sagnotta; L Marino Cosentino; S Mancini; G Lisi; D Spoletini; V Bellato; M Campanelli; G Sica; L Siragusa; L Bonavina; E Asti; D Bernardi; A Lovece; T Perra; A Porcu; A Fancellu; C F Feo; A M Scanu; F Tuminello; R Galleano; A Franceschi; A Langone; F Fleres; A Spolini; P Bordoni; M Franzini; G Clarizia; A Grechi; A Longhini; U Grossi; S Novello; G Zanus; M Romano; S Rossi; G Pirozzolo; A Recordare; S Paiella; G Turri; S Rattizzato; T Campagnaro; A Guglielmi; C Pedrazzani; A Ruzzenente; E Poletto; S Conci; L Casetti; M Fontana; R Salvia; G Malleo; A Esposito; L Landoni; M De Pastena; C Bassi; M Tuveri; S Nobile; G Marchegiani; L Bortolasi; E Sambugaro; M Malavolta; G Moretto; H Impellizzeri; M Inama; G Barugola; F Ascari; G Ruffo; S Granieri; C Cotsoglou; M Berselli; M Desio; V Marchionini; E Cocozza; S Di Saverio; G Ietto; D Iovino; G Carcano; F Ayasra; A Qasem; Y Ayasra; M Al-Masri; M K Abou Chaar; H Al-Najjar; K Ghandour; F Alawneh; R Abdel Jalil; S Abdel Al; M Elayyan; R Ghanem; I Lataifeh; O Alsaraireh; F J Abu Za???nouneh; T Fahmawee; A Ibrahim; K Obeidat; I Albader; J Alabbad; M A S Albader; A Bouhuwaish; A S Taher; M S M Omar; E Abdulwahed; M Biala; M Morgom; Elhadi A; Alarabi A; A Msherghi; Elhajdawe F; A Alsoufi; A Salamah; H Salama; M Bulugma; H Almabrouk; D Venskutonis; E Dainius; E Kubiliute; S Bradulskis; A Parseliunas; J Kutkevicius; A Subocius; Y J Cheong; M S Masood; C W Ngo; R Saravanan; N Abdul Maei; G Yanowsky Reyes; J Orozco Perez; R Damian; R Santana Ortiz; C A Colunga Tinajero; F Cordera; A G??mez-Pedraza; A Maffuz-Aziz; J A Posada; M A De la Rosa Abaroa; M R Alvarez; R Arrangoiz; R Hern??ndez; K Bozada Gutierrez; M Trejo-Avila; C Valenzuela-Salazar; J Herrera-Esquivel; M Moreno-Portillo; V M Pinto-Angulo; E E Sosa-Duran; H Ziad-Aboharp; X Jimenez Villanueva; C E Soul?? 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M Bolster-van Eenennaam; J Baaij; J H G Klinkenbijl; R Van Eekeren; E J Spillenaar Bilgen; S W Van der Burg; N J Harlaar; F H W Jonker; M Vermaas; K R Voigt; D Nellensteijn; E A B Bensi; L Posma-Bouman; M Van Sambeek; M Holscher; W T Van den den Broek; S H Kruijff; J P P M De Vries; P J Steinkamp; P K C Jonker; W Y Van der Plas; W Bierman; Y Janssen; J Franken; S Oosterling; E G Boerma; D Schweitzer; M H F Keulen; S Ketting; J A Wegdam; T S de Vries Reilingh; E Schipper; P H E Teeuwen; E R Hendriks; A A W Van Geloven; M Emous; R Poelstra; M Teunissen; S L Gerritsen; D Boerma; P R De Reuver; F Thunnissen; B A M Vermeulen; A Groen; T M Van Ginhoven; C L Vi??tor; M J W van der Oest; P W H E Vriens; T Houwen; J Heisterkamp; A S van Petersen; W van der Meij; C T Stevens; A Pronk; W J Bakker; M C Richir; M R Vriens; M D Filipe; M Uittenbogaart; W K G Leclercq; J M L Sijmons; P J Vancoillie; J Konsten; M Van Heinsbergen; N A M Dekker; F C den Boer; A Akinmade; A Adeyeye; E Enoch; S Fayose; A I Okunlola; A A Adeniyi; O T Adeyemo; I O Adebara; A Bakare; O F Babalola; O H Abiyere; O O Banjo; S Olori; O G Akaba; E T Agida; I H Abdullahi; I K Egbuchulem; D Olulana; T A Lawal; O Ogundoyin; O A Oyelakin; O G Nwaorgu; S O Sule; C C Makwe; B B Afolabi; J O Seyi-Olajide; A O Ademuyiwa; C O Bode; O Atoyebi; O A Elebute; A A Okunowo; O M Williams; N G Eke; O A Oshodi; O M Faboya; A S Adeniran; O A Omisanjo; Y A Oshodi; A A Ogunyemi; K M Atobatele; A Adeyeye; I Aremu; O Olasehinde; L Abdur-Rahman; J Bello; A Popoola; T O Sayomi; H O Raji; N Adeleke; B Lawal; O Habeeb; O Agodirin; M A Tolani; T T Sholadoye; S E Nwabuoku; M Abubakar; T Risteski; V Cvetanovska Naunova; L Jovcheski; E Lazova; I Agledahl; R G Breuer; J Massoud; S H Waqar; I Rashid; A Ayubi; A B H Bhatti; M U Younis; A Ghouri; B Ayub; R H Sayyed; A Saleem; K Turk; A Alvi; J Abassy; S Khan; M Arshad; K Ahmed; T Siddiqui; A Pirzada; A A Kerawala; A Jamal; L Rai; R Nafees Ahmed; A S Memon; A U Qureshi; M Ayyaz; M Umar; U Butt; M Kashif; W H Khan; M Waris Farooka; T Wasim; N Talat; W Tahir; J Naseem; A Akbar; S Afroze; L Ali; A Sultan; H B Ali; M H Janjua; A Janjua; S Asghar; M S Farooq; M Z Sarwar; S A Naqi; K M Gondal; S I Bukhari; M Tariq; S Javed; E Yaqoob; M Ashraf; U Mahmood; K Raja Shabbir; S A Abukhalaf; A Amro; J M Cabada Lee; A Aguilar; E Rodriguez; K Castillo; M Cukier; H Rodriguez-Zentner; E Arrue; R Isaacs Beron; A Rodr??guez Gonzalez; V Panduro-Correa; D K Cornelio; C E Otiniano Alvarado; V D Caballero Sarabia; X P Vasquez-Ojeda; G Lizzetti-Mendoza; M Niquen-Jimenez; S B Shu-Yip; J L Le??n Palacios; G Borda-Luque; S A Zegarra; E Huam??n Ego??vil; C Suazo Carmelo; R Castro de la Mata; D Rivas; J Targarona; Y Trujillo; M Olivera Villanueva; A Lahoud-Velaochaga; K Cabillas; W Casta??eda; J Colina Casas; J Betalleluz Pallardel; F Camacho Zacar??as; E V??lez Segura; D L Cruz Condori; E Huam??n; R Ugarte Oscco; C Vergel Cabrera; E Huam??n Ego??vil; Y T Carpio Colmenares; L A Garc??a Barrionuevo; D C??rdenas Ruiz de Castilla; P Mansilla Doria; M R Li Valencia; A Salazar; A Sarmiento; C D??az; E Morales; E Ore; H Zegarra; J Siccha; M Guardia; M Sandoval; G C Mendiola; M Mimbela; R Diaz-Ruiz; L A Zeta; E Cordova-Calle; H M Nu??ez; M R Ortiz-Argomedo; J Caballero-Alvarado; A Salazar-Tantale??n; R Espinoza-Llerena; M Aliaga-Ramos; O Asodisen; E Jabagat; C M Tedoy; R A Ramos; M P J Lopez; K L E Violago; R Aram; P Carlos Santos; R F Filarca; A Carlos; P Santos; R L Filarca; E J Domingo; K J O Khu; M C Lapitan; M D P Sacdalan; M J N Kho; R E Baticulon; S L R Bravo; M A C Cueto; C L Ramos; J R Fuentes; H Sadian; A Gumarao; A Barraquio; E M Cruz; A D Gonzales; J A S Reyes; J A Salud; E G Tancinco; R D Rivera; J A Lim; J C Barcelon; J A Chiu; M I Carballo; P Major; I Gawron; R Jach; F Borges; P Matos Costa; S Henriques; S C Rodrigues; N Gon??alves; A Cabeleira; C Branco; P Serralheiro; R Alves; T Teles; A L??zaro; C Canhoto; J Sim??es; M Costa; A C Almeida; O Nogueira; A Oliveira; R Athayde Nem??sio; M Silva; C Lopes; M J Amaral; A Valente da Costa; R Andrade; R Martins; A Guimar??es; P Guerreiro; A Ruivo; C Camacho; M Duque; E Santos; D Breda; J M Oliveira; A L De Oliveira Lopez; S Garrido; M Colino; J De Barros; S Correia; M Rodrigues; P Cardoso; R Martins; J Teixeira; A P Soares; H Morais; R Pereira; T Revez; M I Manso; J C Domingues; P Henriques; R Ribeiro; V I Ribeiro; N Cardoso; S Sousa; G Martins dos Santos; L Carvalho; C Os??rio; J Antunes; S Louren??o; P Balau; M Godinho; A Pereira; N Silva; A Kam da Silva Andrade; A Pereira Rodrigues; N Borges; J Correia; I Vieira; T Ribeiro; J Catarino; R Correia; F Pais; R Carreira Garcia; R Bento; J Cardoso; M Luis; E Santos; J Henriques; J Patena Forte; J Maciel; J Pinheiro Santos; M Silva; T P Silva; A Branquinho; A Caiado; P Miranda; R Garrido; M Peralta Ferreira; J Ascens??o; B Costeira; C Cunha; L Rio Rodrigues; M Sousa Fernandes; P Azevedo; J Ribeiro; I Louren??o; H Gomes; G Mendinhos; A Nobre Pinto; A Ribeiro; C G Gil; C Lima-da-Silva; C Pereira; F Tavares; I Ferraz; J I Almeida; J Marialva; L Lopes; M J M A Costa; M Nunes-Coelho; M J Teixeira; N Machado; J P Alfonso; P Saraiva; R L Silva; R Santos; R Almeida-Reis; T Correia-de-S??; V Fernandes; J Almeida-Pinto; J P Gon??alves; H Santos-Sousa; S Cavaleiro; A M Leite-Moreira; A Pereira; A Pereira-Neves; C S Faria; J M Monteiro; J Nogueiro; M Sampaio-Alves; M Magalh??es Maia; P Vieira; T Pina-Vaz; F J??come; V Devezas; A Almeida; H Silveira; S Vaz; S Castanheira Rodrigues; D Costa Santos; J V Grilo; A Abreu da Silva; M Claro; A C Deus; R Branquinho; P M D D Santos; B Patr??cio; A C Vieira Paiva Lopes; J M Mendes; M F Carvalho; C M Oliveira; A Tojal; J Pinto; A Abutaka; A Zarour; M Abdelkareem; S M Ali; M Al Tarakji; R Alfkey; K Mukhtar; I R Wani; R Singh; K Ahmed; N Bouchiba; H Mahdi; S Abdelaziem Mustafa; A Al Ansari; R Drasovean; A Caziuc; E Galliamov; M Agapov; V Kakotkin; E Semina; XXX Kubyshkin; A Kamalov; S K Efetov; V S Kochetkov; T Garmanova; P Tsarkov; I Tulina; S Rodimov; D Markaryan; E Kazachenko; A Yanishev; A Abelevich; A Bazaev; A Kokobelyan; P Zarubenko; A Zakharenko; A Novikova; G Kim; D Shmatov; M Stoliarov; M Kamenskikh; G Nambi; A S Almulhim; T Madkhali; A Alzouhir; A Alissa; E Alameer; M Badedi; A Q Alnami; H Darraj; A Alkhuzaie; F Khadwardi; M Abualjadayel; W Tashkandi; A Farsi; N Malibary; N Trabulsi; S Farsi; A Said Bayazeed; M Nasser; M S Siddiqui; S Al Awwad; A Gudal; A Alasmari; S Alqahtani; S Majrashi; A Mashat; R Al Raddadi; A Alharbi; Y Nasser; H Hamayel; A Alhojaili; R Aljohani; O Sogair; O Alfarhan; A Alzahrani; B Alzomaili; W Tashkandi; M A Azab; M Alotaibi; A Maashi; A Zowgar; M Alsakkaf; M Alnemary; S Khayat; S Felmban; A Almhmadi; M Alqannas; D Cort??s Guiral; M Alyami; A Elawad; A Alhefdhi; F Alresaini; W Kurdi; M Tulbah; M Aldakheel; N Alsahan; S Koussayer; H Elsheikh; M Al-qattan; S Alshanafey; A Rafique; N Mahabbat; B Saeed; E Al-Kharashi; K Alsowaina; N Arab; F Aljaber; I Al Hasan; A Alghamdi; F Badahdah; A Alghuliga; F Abdulfattah; F Alanazi; F Albaqami; A Alsuhaibani; A AlFakhri; S Alqasem; N Alajaji; T Nouh; A Bin Nasser; J Alowais; A Alburakan; O Alamri; A Albdah; K Alawi; M Alshalhoub; K ElSanhoury; A Almofarreh; S Ibrahim; H Elshafie; I Osman; T Guzman; H Mutair; A Siddiqui; S Chowdhury; R Alghamdi; S Almutrafi; J Alfaifi; J D'Souza; A Alshitwi; N Alkreedees; M Alramadhan; M Alshehri; A Alzahrani; S Alobaysi; H Badr; A Alshahrani; A Alshehri; M Alrashed; T Altahan; T Alsabahi; R Alhossaini; M Sbaih; Y Alalawi; K Alnwijy; A Al Ayed; S Ghedan; R Alharthi; S Awad; M Sharara; S Abdelrhman; W Althobaiti; L Srbinovic; M Perovic; Z Mikovic; B Nikolic; M Vasiljevic; V Pazin; V Mandic Markovic; D Dimitrijevic; N Zecevic; P Gregoric; D Micic; Z Loncar; K Doklestic; N Ivancevic; V Djukic; D Stojakov; R Ilic; P Savic; N Pijanovic; M Milanovic; M Radosavljevic; T Dejanovic; M Kostic; J Paskas; S Bojic; P Stevanovic; M Djuric; M Kadija; G Tulic; I Glisovic Jovanovic; B Lieske; E Kayombo; I Kruger; M De Kock; A Malan; C Ferreira; H Du Preez; W Mulder; C Noel; S Le Grange; O Lusawana; C Kies; E Steyn; J Janson; J J P Buitendag; K Chu; M Mihalik; R Nel; S Naidoo; C Kloppers; D Nel; E Jonas; H Pickard; M Bernon; N Almgla; S Rayamajhi; W Mugla; G Y Hyman; M Fourtounas; R Moore; A S??nchez Mozo; H Aguado Lopez; A Z??rate Pinedo; M Jimenez Toscano; N Alonso de la Fuente; G Mancebo; L Cecchini; M Munarriz; M Cazador Labat; A L??pez Campillo; P Martorell; C A Espinosa; P Caja Vivancos; I Villalabeitia Ateca; M Prieto Calvo; H Mar??n; P Martin Playa; A Gainza; E J Aragon Achig; A Rodriguez Fraga; I Melchor Corc??stegui; G Mallabiabarrena Ormaechea; J J Garcia Gutierrez; L Barbier; M A Pes??ntez Peralta; M Jim??nez Jim??nez; J A Municio Mart??n; J G??mez Su??rez; G Garc??a Oper??; L A Pascua G??mez; M O??ate Aguirre; A Fernandez-Colorado; M De la Rosa-Estadella; A Gasulla-Rodriguez; M Serrano-Martin; A Peig-Font; S Junca-Marti; M Juarez-Pomes; S Garrido-Ondono; L Blasco-Torres; M Molina-Corbacho; Y Maldonado-Sotoca; A Gasset-Teixidor; J Blasco-Moreu; L Gomez Fernandez; L Cayetano Paniagua; O Izquierdo; D Ventura; J Castellanos; E Ballester Vazquez; A Sanchez Lopez; C Balague Ponz; E M Targarona Soler; S Sanchez Cab??s; V Molina Santos; J A Gonzalez Lopez; R Medrano Caviedes; A Moral Duarte; E Espin-Basany; G Pellino; R Blanco-Colino; V Turrado-Rodriguez; A M Lacy; F B de Lacy; X Morales; A Carreras-Casta??er; P Torner; M Jornet-Gibert; M Balaguer-Castro; M Renau-Cerrillo; P Camacho-Carrasco; M Vives-Barquiel; B Campuzano-Bitterling; I Gracia; R Pujol-Muncunill; O Martin-Sole; J Rubio-Palau; X Tarrado; L Garcia-Aparicio; I De Haro Jorge; A Martin; J Rojas-Ticona; S Perez-Bertolez; M Cuesta Argos; B Capdevila Vilaro; M Coronas Soucheiron; M Riba Martinez; L Saura Garcia; J Prat Ortells; M Bejarano Serrano; P Parri; C Massaguer; F Vicario; P Palazon Bellver; I Moraleda Gudayol; A Lara; D Escobar; M Arrieta; U Garcia de Cortazar; I Villamor Garcia; A Landaluce-Olavarria; M Gonzalez De Miguel; L Fern??ndez G??mez Cruzado; E Bego??a; D Lecumberri; M A Acosta M??rida; A F Yepes Cano; M Estaire G??mez; D Padilla-Valverde; S S??nchez-Garc??a; D Sanchez-Pelaez; E Jimenez Higuera; R Pic??n Rodr??guez; ?? Fern??ndez Camu??as; C Mart??nez-Pinedo; E P Garcia Santos; V Mu??oz-Atienza; A Moreno P??rez; C A L??pez de la Manzanara Cano; B Ugarte-Sierra; F J Ib????ez-Aguirre; U De Andres Olabarria; F J Fern??ndez Pablos; M Dur??n Ballesteros; A Sanz Larrainzar; V Jim??nez Carneros; A Valle Rubio; L Alonso-Lamberti; A Salazar; J Garc??a-Quijada; R Leon; J L Rodriguez; J Jimenez Miram??n; J M Jover; M B Mart??n Salamanca; M Assaf; V P??rez Sim??n; S A Landeo Ag??ero; N Baeza Pintado; M A Huertas Fernandez; A Carabias; M V Sosa; P Lora-Cumplido; L Lanuza; M Galipienso Eri; J D Garcia Montesino; J Dellonder Frigol??; D Noriego Mu??oz; A Navarro-S??nchez; D Enjuto; M Perez Gonzalez; P D??az Pe??a; J Gonzalez; M Marqueta De Salas; P Martinez Pascual; L Rodr??guez G??mez; R Garc??s Garc??a; A Ramos Bonilla; N Herrera-Merino; P Fern??ndez Bernab??; E P Cagigal Ortega; I Hern??ndez; E Garc??a de Castro Rubio; I Cervera; M Espino Segura-Illa; G S??nchez Aniceto; A M Casta??o-Leon; L Jimenez-Roldan; J Delgado Fernandez; A P??rez N????ez; A Lagares; D Garcia Perez; M Santas; I Paredes; O Esteban Sinovas; L Moreno-Gomez; E Rubio; V Vega; A Vivas Lopez; M Labalde Martinez; O Garc??a Villar; P M Pela??z Torres; J Garcia-Borda; E Ferrero Herrero; P Gomez; C Eiriz Fernandez; C Ojeda-Thies; J M Pardo Garcia; M Di Martino; A De la Hoz Rodriguez; J Garc??a Septiem; R Maqueda Gonz??lez; L Delgado B??rdalo; A Correa Bonito; E Martin-Perez; J E Garc??a Villayz??n; B Albi Martin; P Lozano Lominchar; L Martin; M Fernadez; C Rey-Valcarcel; M Tousidonis; L Martin-Albo Caballero; A Lowy; P Alonso Ortu??o; E Ayuso Herrera; J Ca??o Velasco; J Aragon-Chamizo; M D Perez Diaz; O Mateo-Sierra; B Quintana-Villamandos; J M Barrio; M Fanjul; C Sanchez-Perez; M L Fernandez; S Hernandez-Kakauridze; J Rio; D D??az P??rez; J Serrano Gonz??lez; L Colao Garc??a; M Gutierrez Samaniego; M A Hernandez Bartolome; P Galindo Jara; E Esteban Agust??; J Ripoll??s-Melchor; A Abad-Motos; A Abad-Gurumeta; E Mart??nez-Hurtado; A Ruiz-Escobar; N Brogly; E Guasch; A Hernandez Gutierrez; J L Bartha Rasero; Y Perez; V Garcia-Pineda; M Gracia; J Siegrist Ridruejo; M D Diestro; J I Sanchez-Mendez; C Marti; M Melendez; E Moreno-Palacios; A Loayza; L Frias; I Zapardiel; I Rubio-Perez; M I Prieto Nieto; J Guevara; A Gegundez Simon; S Gortazar; N Chavarrias; E Alvarez; J Saavedra; P Ramos-Martin; A Urbieta; J Gomez Rivas; C Toribio-V??zquez; A Yebes; M Hern??ndez-Garc??a; M Losada; B Di??guez; M Garc??a-Conde; A Alonso Poza; L Marquez; R Becerra; M Martin; T Jorgensen; J M Muguerza; J Dziakova; C S??nchez del Pueblo; P Saez Carlin; E Camarero; S Picazo; M J Pizarro; R Avellana; V Catal??n; L Lopez Anto??anzas; O Cano; R Anula; R Sanz Lopez; G Sanz Ortega; M Garcia Alonso; A J Torres; E Martin Antona; S Garcia Botella; D Ramos; A G Barranquero; J Oca??a; J N????ez; C Cerro Zaballos; D Crego-Vita; M Huecas-Martinez; M Diez Alonso; F Mendoza-Moreno; C Vera Mansilla; E Ovejero Merino; P Hernandez; A Blazquez Martin; F Ruiz Grande; N Morales Palacios; E Garcia-Loarte Gomez; E Garca Rico; A M Minaya-Bravo; C San Miguel M??ndez; A Galvan P??rez; E Gonzalez-Gonzalez; A Robin Valle de Lersundi; E Calcerrada Alises; M A Garc??a-Ure??a; A Cruz Cidoncha; P Troncoso Pereira; F Alcaide Matas; J M Garc??a P??rez; J M Mu??oz Vives; A Osorio; C J G??mez D??az; C A Guariglia; C Soto Montesinos; L Sanchon; M Xicola Mart??nez; N Gu??rdia; P Collera; R Diaz Del Gobbo; R Sanchez Jimenez; R Farre Font; R Flores Clotet; P Calvo Espino; P Guillamot Ruano; J Rey-Biel; L Pingarr??n-Martin; I Ruiz Martin; C Moliner Sanchez; M Carrasco-Prats; C Gim??nez-Franc??s; M Ruiz-Mar??n; A J Fern??ndez-L??pez; D Garc??a-Escudero; V Garc??a-Porcel; R Lax-P??rez; M S??nchez-Robles; M Valero-Soriano; E Medina-Manuel; V Garc??a-Soria; E Gurrea-Almela; A Marco-Garrido; J A Mart??nez-Alonso; F M Gonz??lez-Valverde; P V Fern??ndez-Fern??ndez; C S??nchez-Rodr??guez; J Aguilar-Jimenez; M Baeza-Murcia; J L Aguayo-Albasini; T Nicol??s-L??pez; F Alconchel; D Fern??ndez Mart??nez; L Solar-Garcia; L J Garc??a Fl??rez; H Llaquet Bayo; N Pujol-Cano; J J Segura-Sampedro; C Soldevila-Verdeguer; S Jeri-McFarlane; A Gil-Catalan; A Craus-Miguel; L Cruz; P Valente; M Afonso-Garcia; E Ferrer-Inaebnit; A Oseira-Reigosa; L Fernandez-Vega; B Villalonga-Ramirez; F X Gonzalez Argente; I Mora-Guzm??n; F J Landete Molina; F J Morera Oc??n; E Canelles Corell; M T Gavald?? Pellic??; J R Salinas Pe??a; P Cavall?? Busquets; J Trebol; A B S??nchez-Casado; L Munoz-Bellvis; L E P??rez-S??nchez; V Concepci??n Mart??n; A D??az Garc??a; M Vallve-Bernal; A Calvo Rey; G M Prada Hervella; L Dos Santos Carregal; M I Rodriguez Fernandez; M Freijeiro; S El Drubi Vega; A L Picardo; A Cuadrado-Garcia; D Serralta de Colsa; J A Rojo Lopez; F Sanchez Cabezudo Noguera; I Ortega Vazquez; L Garcia-Sancho Tellez; P Mato; J Heras Aznar; J Jimeno Fraile; D Morales-Garcia; M Carrillo-Rivas; E Toledo Mart??nez; ?? Pascual; A Senent-Boza; A S??nchez-Arteaga; I Ben??tez-Linero; F Manresa-Manresa; L Tall??n-Aguilar; L Melero-Cort??s; M R Fern??ndez-Mar??n; V M Dur??n-Mu??oz-Cruzado; I Ramallo-Sol??s; P Beltr??n-Miranda; F Pareja-Ciur??; B T Ant??n-Egu??a; F Oliva Mompean; J Gomez-Rosado; J Reguera-Rosal; J Valdes-Hernandez; L Capitan-Morales; M D del Toro Lopez; M Achalandabaso Boira; R Memba Ikuga; M Abell??n; R Sales; C Olona; R Jorba; J Hernandez Gutierrez; A T??bar Zamora; J Sancho-Muriel; H Cholewa; M Frasson; J Domenech; A Rosell?? A????n; M J Sang??esa; D Moro-Valdezate; M Garc??s-Albir; F Lopez; J C Bernal-Sprekelsen; J C Catal?? 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Sert; K Tuncer; M Akalin; M Emiroglu; S Demirli Atici; S Salimo??lu; T Kaya; Y Kirmizi; O C Tatar; E Y??ksel; S A G??ler; A Yildirim; N Z Utkan; K G??zal; H K??ken; A Yabas; E Gonullu; F Altintoprak; E Akin; B Kamburoglu; R Capoglu; F Kucuk; H Demir; G Cakmak; N Firat; F Celebi; B Kocer; B Mantoglu; Z Bayhan; E Dikicier; E Colak; G O Kucuk; E Karaman; A Kolusab; O Karaaslan; i Majid; S Alshryda; F Abbas; F M A Abbas; D Mohammed; M A Tahlak; A Yammahi; A A Albaroudi; B Elyafawi; A Saber; H Khansaheb; H Alsaadi; N Alzarooni; M Bekheit; B S Kamera; M Elhusseini; P Sharma; A Ahmeidat; G Gradinariu; W Cymes; A Hannah; G Mignot; S Shaikh; J Agilinko; D Angelou; D Neely; A McCanny; B McAree; A J Baldwin; R West; E Gammeri; A Catton; S Marinos Kouris; J Pereca; J Singh; Z Seymour; R Jones; S Leeson; R Peevor; A K Lala; C Houlden; J Kahiu; N Hossain; S Hosny; P Patel; S Handa; M Kaushal; A Kler; V Reghuram; S Tezas; K Fairhurst; C Yates; S Mitchell; J Bunni; S Richards; R George; S M Lee; J Phull; 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A Williams; A Ridgway; D Pournaras; E Britton; E Lostis; G K Ambler; H Chu; J Hopkins; J Manara; M Chan; M Doe; R D C Moon; S Lawday; T Jichi; W Singleton; B Main; T Maccabe; C Newton; N S Blencowe; D P Fudulu; D Bhojwani; M Baquedano; M Caputo; F Rapetto; O Flannery; A Hassan; A Coonar; G Aresu; C Smith; D Gearon; J Hogan; i S Pradeep; H Durio Yates; A Peryt; Z M Barrett-Brown; M King; N Ahmadi; D Jenkins; N Moorjani; F Taghavi; F Wells; J Hardie; S Page; F Anazor; S D King; J Luck; S Kazzaz; R Mannion; G D Stewart; J Ramzi; M Mohan; A A Singh; J Ashcroft; O J Baker; P Coughlin; R J Davies; A Z E D Durst; A Abood; A Habeeb; V E Hudson; A Kolias; B Lamb; L Luke; S Mitrasinovic; S Murphy; A W T Ngu; J R O'Neill; S Waseem; K Wong; F Georgiades; P J Hutchinson; X S Tan; J Pushpa-rajah; A Colquhoun; L Masterson; i Abu-Nayla; C Walker; A Balakrishnan; S Rooney; E irune; M H V Byrne; A Durrani; A Simoes; B Eddy; E Streeter; i Ahmed; M Yao; W Wang; A Djouani; J Tait-Bailey; M Thomas; F Hassan; S Kommu; S Chopra; T Richards; A Sethuraman Venkatesan; T Combellack; J Williams; G Tahhan; M Mohammed; M Kornaszewska; V Valtzoglou; i Deglurkar; M Rahman; U Von Oppell; D Mehta; M Koutentakis; S A H Syed Nong Chek; G Hill; C Morris; M Shinkwin; J Torkington; J Cornish; R Houston; S Mannan; F Ayeni; H Tustin; M Bordenave; A Robson; G Dovell; R Preece; P Rolland; B H Miranda; A Sobti; A Khaleel; A Unnithan; K Memon; R R Pala Bhaskar; F Maqboul; F Kamel; A Al-Samaraee; R Madani; L Kumar; P Nisar; S Agrawal; D Vimalachandran; N Manu; N Eardley; E Krishnan; O L Serevina; E Martin; C Smith; A Jones; S Roy Mahapatra; R Clifford; G P Jones; A Gardner; S S Tripathi; M S Greenhalgh; W Matthews; K Mohankumar; i Khawaja; A Palepa; T Doulias; C Gill; N Dunne; D R Sarma; C Godbole; W Carlos; N Tewari; D Jeevan; P Naredla; A Khajuria; H Connolly; S Robertson; C Sweeney; G Di Taranto; S Shanbhag; K Dickson; K McEvoy; J Skillman; M Sait; H Al-Omishy; M Baig; B Heer; A Brown; A Ebrahim; A Alwadiya; A Goyal; A Phillips; A Bhalla; C Demetriou; E Grimley; E Theophilidou; E Ogden; F L Malcolm; G Davies-Jones; J C K Ng; M Mirza; M Hassan; N Elmaleh; P Daliya; S Williams; A Bateman; Z Chia; Y Premakumar; Y Jauhari; Z Koshnow; D Bowen; A Uberai; F Hirri; B M Stubbs; R Crichton; J Sonksen; K Aldridge; C McDonald; J Manickavasagam; K Ragupathy; S Davison; S Dalgleish; N McGrath; R Kanitkar; C J Payne; L Ramsay; C E Ng; T Collier; K Khan; R Evans; C Brennan; D E Henshall; T Drake; E M Harrison; V Zamvar; A Tambyraja; R J E Skipworth; G Linder; R McGregor; P Brennan; J Mayes; L Ross; S Smith; T White; A A B Jamjoom; R Pasricha; K Gallagher; R Swan; H Paterson; Y Maeda; A M F Kwok; A Tsiaousidou; P G Vaughan-Shaw; C Boyle; D Fernando; D Tham; S Leung; A Laird; T Holme; S Abbott; A Razik; S Thrumurthy; J Steinke; M Baker; D Howden; Z Baxter; L Osagie; M Bence; G E Fowler; L Massey; N Rajaretnam; J Evans; J John; A Goubran; N Campain; F D McDermott; J S McGrath; M Ng; J Pascoe; J R A Phillips; i R Daniels; J A'Court; A Konarski; G Faulkner; H Emerson; K Vejsbjerg; L Pearce; W McCormick; A Fisher; K Singisetti; Y Aawsaj; C Barry; O Bajomo; S Rizvi; C Grimes; K Dusu; P Y Tint; A Kirk; V irvine; S Lammy; R O'Kane; L Elliott; G McCabe; D Holroyd; N B Jamieson; A Geddes; J McMahon; J McCaul; M Al-Azzawi; E Aitken; P Glen; L O H Sinan; S Lammy; A Grivas; E J Tilling; O Brown; M Boal; H Dean; S Higgs; S Stanger; H Abdalaziz; J Constable; H ishii; R Preece; G Dovell; R Gopi Reddy; T K Madhuri; A Tailor; M Flavin; D Walker; S Humphries; H Assalaarachchi; T Curl-Roper; E Westwood; C Delimpalta; C C L Liao; V Velchuru; D A Raptis; J M Pollok; N Machairas; B Davidson; G Fusai; F Soggiu; S Xyda; C Hidalgo Salinas; H Tzerbinis; T Pissanou; J Gilliland; S Chowdhury; M Varcada; C Hart; R Mirnezami; J Knowles; N Angamuthu; V Vijay; T Shakir; R Hasan; R Tansey; C Hardie; E Powell-Smith; F Kashora; M H Siddique; A Singh; C Barmpagianni; A Basgaran; A Basha; V Okechukwu; A Bartsch; P Gallagher; A Maqsood; K Sahnan; C A Leo; S E Lewis; H K Ubhi; R Exley; U Khan; P Shah; S Saxena; N Zafar; H Abdul-Jabar; M Patel; A Shabana; A Alanbuki; O Usman; C T Ong; W Butterworth; O Budha Magar; M El Hadi; S Abas; J Annett; E Ross; M Loubani; A Wilkins; H Cao; H Capitelli-McMahon; L Hitchman; H ikram; A Andronic; A Aboelkassem ibrahim; J Totty; J Blanco; R Vanker; M Ghobrial; G Jones; S Kanthasamy; H Fawi; M Awadallah; F Chen; J Cheung; A Moscalu; T Bhuvanakrishna; L Bibby; M Sinclair; M A K Nahid; L Williams; P S Basnyat; A K Shrestha; N K Kumaran; S Sambhwani; N A Sheikh; O M Taylor; i Liew; A Al-Sukaini; S Mediratta; D Saxena; A Sgr??; M M Rashid; K Milne; J Mcintyre; M A Akhtar; A Turnbull; A Brunt; K E Stewart; M S J Wilson; D Rutherford; K McGivern; E Massie; M Ho; R G Wade; J Johnstone; G Bourke; A Brunelli; H Elkadi; M Otify; C Pompili; J R Burke; E Bagouri; M Chowdhury; Z Abual-Rub; A Kaufmann; S Munot; T Lo; A Young; M Kowal; J Wall; A Peckham-Cooper; G R Layton; B Karki; H Jeong; S Pankhania; S Asher; A Folorunso; S Mistry; B Singh; J Winyard; J Mangwani; E J Caruana; A Mohammad; M Acharya; K Chandarana; K Ang; M F Chowdhry; S Rathinam; A Nakas; A Boddy; T Hossain; C Ashmore; S Annamalai; A Kourdouli; E irvine; A Al-Harbawi; K Kassam; A Al-Harbawee; A Miller; M Mair; R Lunevicius; A R G Sheel; M Sundhu; A J A Santini; M S A T Fathelbab; K M A Hussein; Q M Nunes; R P Jones; K Shahzad; i Haq; M M A S Baig; J L Hughes; A Kattakayam; K Rajput; N Misra; S B Shah; A L Clynch; N Georgopoulou; H M Sharples; A A Apampa; i C Nzenwa; A Sud; A Harky; B H Kirmani; M Shackcloth; M D Jenkinson; R Zakaria; T Elmoslemany; C P Millward; R Baron; D Dunne; P Szatmary; A Thomas; F McNicol; S Gahunia; D Sochorova; G E Nita; R McKinney; J Russ; J R Tan; R Harwood; H J Corbett; C Rossborough; B L Skelly; N A Che Bakri; S Nazarian; R Vashisht; L Jiao; Z Jawad; A Y Allan; C Kontovounisios; T Grove; O Warren; M G Fadel; M Chatzikonstantinou; P Sorelli; S Rahman; M Hadjipavlou; C Holbrook; C Chong; D Kufeji; S R Rufai; I C Lloyd; G James; A Chari; A H D Silva; L Stroman; B Challacombe; A Sayasneh; M Najdy; A Bill?????; S Fraser; P Agoston; V Rizzo; J King; R Nath; S McCrindle; G Mehra; K Harrison-Phipps; J Pilling; L Okiror; T Routledge; L Mills; A Wali; K El-Boghdadly; C Fotopoulou; S Saso; M Fehervari; J Ploski; S Ghaem-Maghami; D Spalding; P Rajagopal; M Pai; N Habib; Z Jawad; S Hamrang-Yousefi; L Jiao; S Tayeh; T Chase; L Humphreys; J Ayorinde; A Ghanbari; T Cuming; N Anscomb; R Baldwin-Smith; M Rizk; C Grainger; M Davies; A Surendran; J W Nunoo-Mensah; M Dunstan; P Beak; i Gerogiannis; A Jain; A Menon; B Pramodana; D Choi; H J Marcus; L Webber; R May; R Hutchison; V Luoma; S Ranjit; J Parakh; V Sarodaya; A Daadipour; M Khalifa; K D Bosch; V Bashkirova; L S Dvorkin; V K Kalidindi; J Dudek; T Singhal; S El-Hasani; A De Souza; M Cannoletta; M Rochon; S Bhudia; S Bennett; L Navaratne; M Venn; V Yip; B Kayani; C Sohrabi; H M Kocher; A Minicozzi; A Banerjee; T Sullivan; R Sivaprakasam; A Anzak; K Ghufoor; M A Thaha; C Knowles; F S Ledesma; P Patki; D Popova; P Sadigh; R Ramamoorthy; C Uff; L Attwell; C Tanabalan; M A Goh; J D Jayasinghe; I Leal Silva; B Thakur; M Lebe; M S Thet; F Hughes; R Rahman; O Fuwa; J Sanders; A Oo; T Bueser; M Curtis; S A Stamenkovic; T Abbott; S Anwar; C Sohrabi; K Williams; E Chung; R Hagger; A Karim; A Hainsworth; M Flatman; A Trompeter; C Hing; O Brown; P Tsinaslanidis; M W Benjamin; A Leyte; C Tan; J Smelt; P Vaughan; G Santhirakumaran; i Hunt; M Raza; A Labib; X Luo; A Sudarsanam; A Rolls; O Lyons; S Onida; J Shalhoub; K Sugand; C Park; K M Sarraf; S Erridge; J Kinross; M Denning; S Yalamanchili; A Abuown; M ibrahim; G Martin; D Davenport; S Wheatstone; V Kasivisvanathan; K Kapriniotis; A Elhamshary; S M B imam; N Kalavrezos; D Sinha; M Chand; L Green; N Beech; R McEwen; H Kiconco; S M Andreani; M F Bath; A Sahni; N Judkins; L Rigueros Springford; C Sohrabi; J Bacarese-Hamilton; F G Taylor; P Patki; C Tanabalan; C Parmar; S McCluney; S Shah; R Talwar; K Patel; A Askari; P S Jambulingam; S Shaw; A Maity; C Hatzantonis; J Sagar; S Kudchadkar; N Cirocchi; C H Chan; J Reynolds; M E Alexander; C J Smart; B Jayasankar; D Balasubramaniam; K Abdelsaid; N Mundkur; B Gallagher; J Shah; J Anthoney; O Emmerson; N Stylianides; M Abdalla; K Newton; K Bhatia; R Edmondson; L Abdeh; D Jones; M Zeiton; O ismail; H Naseem; R Advani; S Duff; F Moura; B C Brown; A Khan; P Asaad; B Wadham; i A Aneke; J Collis; H Warburton; A Fell; A Smith; C Halkias; J Evans; S Nikolaou; C English; S Kristinsson; T Oni; N ilahi; K Ballantyne; Z Woodward; R Merh; J Dunning; Y Viswanath; K Freystaetter; J Dixon; J N Hadfield; A Hilley; A Egglestone; B Smith; T Hine; B Keeler; R E Soulsby; A Taylor; E Davies; O Ryska; T Raymond; S Rogers; A Tong; P Hawkin; S Tingle; F Abbadessa; A Sachdeva; B Rai; C D Chan; i McPherson; K Booth; F Mahmoud Ali; S Pandanaboyana; T Grainger; S Nandhra; A Patience; A Rogers; C Roy; T Williams; N Dawe; C McCaffer; J Riches; S Bhattacharya; J Moir; N S Kalson; 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doi:10.1093/bjs/znab183

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.

Sica, G., G, I Dajti, J I Valenzuela, L A Boccalatte, N A Gemelli, et al. (2021). Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score. BRITISH JOURNAL OF SURGERY, 108(11), 1274-1292 [10.1093/bjs/znab183].