The International Severe Acute Respiratory and Emerging Infection Consortium (ISARIC) COVID-19 dataset is one of the largest international databases of prospectively collected clinical data on people hospitalized with COVID-19. This dataset was compiled during the COVID-19 pandemic by a network of hospitals that collect data using the ISARIC-World Health Organization Clinical Characterization Protocol and data tools. The database includes data from more than 705,000 patients, collected in more than 60 countries and 1,500 centres worldwide. Patient data are available from acute hospital admissions with COVID-19 and outpatient follow-ups. The data include signs and symptoms, pre-existing comorbidities, vital signs, chronic and acute treatments, complications, dates of hospitalization and discharge, mortality, viral strains, vaccination status, and other data. Here, we present the dataset characteristics, explain its architecture and how to gain access, and provide tools to facilitate its use.
ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19 / Clinical Characterization Group, Isaric; 1, Esteban Garcia-Gallo; 2 3, Laura Merson; 4, Kalynn Kennon; 4, Sadie Kelly; 5, Barbara Wanjiru Citarella; 6, Daniel Vidali Fryer; 6 7, Sally Shrapnel; 5, James Lee; 1, Sara Duque; V Fuentes 1, Yuli; 5, Valeria Balan; 5, Sue Smith; 5, Jia Wei; P Gonçalves 5, Bronner; D Russell 8, Clark; 5, Louise Sigfrid; 5, Andrew Dagens; L Olliaro 5, Piero; 5, Joaquin Baruch; 5, Christiana Kartsonaki; 5, Jake Dunning; 5, Amanda Rojek; 9, Aasiyah Rashan; Beane 10, Abi; Murthy 11, Srinivas; Felipe Reyes 12 13, Luis; Abbas, Ali; Ann Abdukahil, Sheryl; Najmee Abdulkadir, Nurul; Abe, Ryuzo; Abel, Laurent; Absil, Lara; Abu Jabal, Kamal; Abu Zayyad, Hiba; Acharya, Subhash; Acker, Andrew; Adachi, Shingo; Adam, Elisabeth; Adriano, Enrico; Adrião, Diana; Al Ageel, Saleh; Ahmed, Shakeel; Aiello, Marina; Ainscough, Kate; Airlangga, Eka; Aisa, Tharwat; Ait Hssain, Ali; Ait Tamlihat, Younes; Akimoto, Takako; Akmal, Ernita; Al Qasim, Eman; Al-Dabbous, Tala; Al-Fares, Abdulrahman; Alalqam, Razi; Alberti, Angela; Alegesan, Senthilkumar; Alegre, Cynthia; Alessi, Marta; Alex, Beatrice; Alexandre, Kévin; Alfoudri, Huda; Ali, Adam; Ali, Imran; Ali Shah, Naseem; Ali Sheikh, Naseem; Enagnon Alidjnou, Kazali; Aliudin, Jeffrey; Alkhafajee, Qabas; Allavena, Clotilde; Allou, Nathalie; Altaf, Aneela; Alves, João; Melo Alves, João; Alves, Rita; Amaral, Maria; Amira, Nur; Ammerlaan, Heidi; Ampaw, Phoebe; Andini, Roberto; Andrejak, Claire; Angheben, Andrea; Angoulvant, François; Ansart, Séverine; Anthonidass, Sivanesen; Antonelli, Massimo; Alexandre Antunes de Brito, Carlos; Rubayet Anwar, Kazi; Apriyana, Ardiyan; Arabi, Yaseen; Aragao, Irene; Arancibia, Francisco; Araujo, Carolline; Arcadipane, Antonio; Archambault, Patrick; Arenz, Lukas; Arlet, Jean-Benoît; Arnold-Day, Christel; Aroca, Ana; Arora, Lovkesh; Arora, Rakesh; Artaud-Macari, Elise; Aryal, Diptesh; Asaki, Motohiro; Asensio, Angel; Ashley, Elizabeth; Ashraf, Muhammad; Asif, Namra; Asim, Mohammad; Baptiste Assie, Jean; Asyraf, Amirul; Atique, Anika; M Udara Lakshan Attanyake, A; Auchabie, Johann; Aumaitre, Hugues; Auvet, Adrien; W Axelsen, Eyvind; Azemar, Laurène; Azoulay, Cecile; Bach, Benjamin; Bachelet, Delphine; Badr, Claudine; Bævre-Jensen, Roar; Baig, Nadia; Kenneth Baillie, J; Kevin Baird, J; Bak, Erica; Bakakos, Agamemnon; Abu Bakar, Nazreen; Bal, Andriy; Balakrishnan, Mohanaprasanth; Balan, Valeria; Bani-Sadr, Firouzé; Barbalho, Renata; Yuri Barbosa, Nicholas; S Barclay, Wendy; Umar Barnett, Saef; Barnikel, Michaela; Barrasa, Helena; Barrelet, Audrey; Barrigoto, Cleide; Bartoli, Marie; Bartone, Cheryl; Baruch, Joaquín; Bashir, Mustehan; Basmaci, Romain; Fadhli Hassin Basri, Muhammad; Battaglini, Denise; Bauer, Jules; Fernando Bautista Rincon, Diego; Bazan Dow, Denisse; Beane, Abigail; Bedossa, Alexandra; Hong Bee, Ker; Begum, Husna; Behilill, Sylvie; Beiruti, Karine; Beishuizen, Albertus; Beljantsev, Aleksandr; Bellemare, David; Beltrame, Anna; Amorim Beltrão, Beatriz; Beluze, Marine; Benech, Nicolas; Eric Benjiman, Lionel; Benkerrou, Dehbia; Bennett, Suzanne; Bento, Luís; Berdal, Jan-Erik; Bergeaud, Delphine; Bergin, Hazel; Luis Bernal Sobrino, José; Bertoli, Giulia; Bertolino, Lorenzo; Bessis, Simon; Betz, Adam; Bevilcaqua, Sybille; Bezulier, Karine; Bhatt, Amar; Bhavsar, Krishna; Bianchi, Isabella; Bianco, Claudia; Nadiah Bidin, Farah; Bikram Singh, Moirangthem; Bin Humaid, Felwa; Nazlin Bin Kamarudin, Mohd; Bissuel, François; Biston, Patrick; Bitker, Laurent; Bitton, Jonathan; Blanco-Schweizer, Pablo; Blier, Catherine; Bloos, Frank; Blot, Mathieu; Blumberg, Lucille; Boccia, Filomena; Bodenes, Laetitia; Bogaarts, Alice; Bogaert, Debby; Boivin, Anne-Hélène; Bolze, Pierre-Adrien; Bompart, François; Bonelli, Patrizia; Bonfasius, Aurelius; Borges, Diogo; Borie, Raphaël; Martin Bosse, Hans; Botelho-Nevers, Elisabeth; Bouadma, Lila; Bouchaud, Olivier; Bouchez, Sabelline; Bouhmani, Dounia; Bouhour, Damien; Bouiller, Kévin; Bouillet, Laurence; Bouisse, Camile; Bounphiengsy, Thipsavanh; Bountthasavong, Latsaniphone; Boureau, Anne-Sophie; Bourke, John; Bouscambert, Maude; Bousquet, Aurore; Bouziotis, Jason; Boxma, Bianca; Boyer-Besseyre, Marielle; Boylan, Maria; Augusto Bozza, Fernando; Braconnier, Axelle; Braga, Cynthia; Brandenburger, Timo; Brás Monteiro, Filipa; Brazzi, Luca; Breen, Dorothy; Breen, Patrick; Brickell, Kathy; Browne, Alex; Browne, Shaunagh; Brozzi, Nicolas; Hjellegjerde Brunvoll, Sonja; Brusse-Keizer, Marjolein; Buchtele, Nina; Buesaquillo, Christian; Bugaeva, Polina; Buisson, Marielle; Buonsenso, Danilo; Burhan, Erlina; Burrell, Aidan; G Bustos, Ingrid; Butnaru, Denis; Cabie, André; Cabral, Susana; Caceres, Eder; Cadoz, Cyril; Callahan, Mia; Calligy, Kate; Andres Calvache, Jose; Caminiti, Caterina; Camões, João; Campana, Valentine; Campbell, Paul; Campisi, Josie; Canepa, Cecilia; Cantero, Mireia; Caraux-Paz, Pauline; Cárcel, Sheila; Simona Cardellino, Chiara; Cardoso, Filipa; Cardoso, Filipe; Cardoso, Nelson; Cardoso, Sofia; Carelli, Simone; Carlacci, Francesca; Carlier, Nicolas; Carmoi, Thierry; Carney, Gayle; Carqueja, Inês; Carret, Marie-Christine; Martin Carrier, François; Carroll, Ida; Carson, Gail; Carvalho, Leonor; Casanova, Maire-Laure; Cascão, Mariana; Casey, Siobhan; Casimiro, José; Cassandra, Bailey; Castañeda, Silvia; Castanheira, Nidyanara; Castor-Alexandre, Guylaine; Castrillón, Henry; Castro, Ivo; Catarino, Ana; Catherine, François-Xavier; Cattaneo, Paolo; Cavalin, Roberta; Giovanni Cavalli, Giulio; Cavayas, Alexandros; Ceccato, Adrian; Cervantes-Gonzalez, Minerva; Chair, Anissa; Chakveatze, Catherine; Chan, Adrienne; Chand, Meera; Chantalat Auger, Christelle; Chapplain, Jean-Marc; Chas, Julie; Chatterjee, Allegra; Chaudry, Mobin; Samuel Chávez Iñiguez, Jonathan; Chen, Anjellica; Chen, Yih-Sharng; Pellan Cheng, Matthew; Cheret, Antoine; Chetta, Alfredo Antonio; Chiarabini, Thibault; Chica, Julian; Kumar Chidambaram, Suresh; Chin Tho, Leong; Chirouze, Catherine; Chiumello, Davide; Jin Cho, Hwa; Cho, Sung-Min; Cholley, Bernard; Chommanam, Danoy; Chopin, Marie-Charlotte; Soo Chow, Ting; Ping Chow, Yock; Christy, Nathaniel; Jian Chua, Hiu; Chua, Jonathan; Pedro Cidade, Jose; Miguel Cisneros Herreros, José; Wanjiru Citarella, Barbara; Ciullo, Anna; Clarke, Emma; Clarke, Jennifer; Claure-Del Granado, Rolando; Clohisey, Sara; J Cobb, Perren; Codan, Cassidy; Cody, Caitriona; Coelho, Alexandra; Coles, Megan; Colin, Gwenhaël; Collins, Michael; Maria Colombo, Sebastiano; Combs, Pamela; Connor, Marie; Conrad, Anne; Contreras, Sofía; Conway, Elaine; S Cooke, Graham; Copland, Mary; Cordel, Hugues; Corley, Amanda; Cornelis, Sabine; Daniel Cornet, Alexander; Joy Corpuz, Arianne; Cortegiani, Andrea; Corvaisier, Grégory; Costigan, Emma; Couffignal, Camille; Couffin-Cadiergues, Sandrine; Courtois, Roxane; Cousse, Stéphanie; Cregan, Rachel; Crepy D'Orleans, Charles; Croonen, Sabine; Crowl, Gloria; Crump, Jonathan; Cruz, Claudina; Luis Cruz Berm, Juan; Cruz Rojo, Jaime; Csete, Marc; Cucino, Alberto; Cullen, Ailbhe; Cummings, Matthew; Curley, Ger; Curley, Gerard; Curlier, Elodie; Curran, Colleen; Custodio, Paula; D'Amico, Federico; D'Aragon, Frédérick; D'Ortenzio, Eric; da Silva Filipe, Ana; Da Silveira, Charlene; Dabaliz, Al-Awwab; Dagens, Andrew; Arne Dahl, John; Dahly, Darren; Dalton, Heidi; Dalton, Jo; Daly, Seamus; Daneman, Nick; Daniel, Corinne; A Dankwa, Emmanuelle; Dantas, Jorge; de Boer, Mark; de Loughry, Gillian; de Mendoza, Diego; De Montmollin, Etienne; Freitas de Oliveira França, Rafael; Isabel de Pinho Oliveira, Ana; De Rosa, Rosanna; De Rose, Cristina; de Silva, Thushan; de Vries, Peter; Deacon, Jillian; Dean, David; Debard, Alexa; Debenedictis, Bianca; Debray, Marie-Pierre; Decastro, Nathalie; Dechert, William; Deconninck, Lauren; Decours, Romain; Defous, Eve; Delacroix, Isabelle; Delaveuve, Eric; Delavigne, Karen; M Delfos, Nathalie; Deligiannis, Ionna; Dell'Amore, Andrea; Delmas, Christelle; Delobel, Pierre; Delsing, Corine; Demonchy, Elisa; Denis, Emmanuelle; Deplanque, Dominique; Depuydt, Pieter; Desai, Mehul; Descamps, Diane; Desvallées, Mathilde; Dewayanti, Santi; Dhanger, Pathik; Diallo, Alpha; Diamantis, Sylvain; Dias, André; Dias, Andrea; Jose Diaz, Juan; Diaz, Priscila; Diaz, Rodrigo; Didier, Kévin; Diehl, Jean-Luc; Dieperink, Wim; Dimet, Jérôme; Dinot, Vincent; Diop, Fara; Diouf, Alphonsine; Dishon, Yael; Djossou, Félix; B Docherty, Annemarie; Doherty, Helen; M Dondorp, Arjen; Dong, Andy; A Donnelly, Christl; Donnelly, Maria; Donohue, Chloe; Donohue, Sean; Donohue, Yoann; Doran, Peter; Dorival, Céline; Douangdala, Phouvieng; Joshua Douglas, James; Douma, Renee; Dournon, Nathalie; Downer, Triona; Downey, Joanne; Downing, Mark; Drake, Tom; Driscoll, Aoife; A Dror, Amiel; Dryden, Murray; Duarte Fonseca, Claudio; Dubee, Vincent; Dubos, François; Dubot-Pérès, Audrey; Ducancelle, Alexandre; Duculan, Toni; Dudman, Susanne; Duggal, Abhijit; Dunand, Paul; Dunning, Jake; Duplaix, Mathilde; Durante-Mangoni, Emanuele; Durham 3rd, Lucian; Dussol, Bertrand; Duthoit, Juliette; Duval, Xavier; Margarita Dyrhol-Riise, Anne; Choon Ean, Sim; Echeverria-Villalobos, Marco; Economopoulos, Giorgio; Edelstein, Michael; Egan, Siobhan; Margrete Eggesbø, Linn; Eira, Carla; El Sanharawi, Mohammed; Elapavaluru, Subbarao; Elharrar, Brigitte; Ellerbroek, Jacobien; Ellingjord-Dale, Merete; Eloy, Philippine; Elshazly, Tarek; Elyazar, Iqbal; Enderle, Isabelle; Endo, Tomoyuki; Chee Eng, Chan; Engelmann, Ilka; Enouf, Vincent; Epaulard, Olivier; Escher, Martina; Esperatti, Mariano; Esperou, Hélène; Esposito-Farese, Marina; Estevão, João; Etienne, Manuel; Ettalhaoui, Nadia; Greti Everding, Anna; Evers, Mirjam; Fabre, Isabelle; Fabre, Marc; Faheem, Amna; Fahy, Arabella; J Fairfield, Cameron; Fakar, Zul; Fareed, Komal; Faria, Pedro; Farooq, Ahmed; Fateena, Hanan; Zainul Fatoni, Arie; Faure, Karine; Favory, Raphaël; Fayed, Mohamed; Feely, Niamh; Feeney, Laura; Fernandes, Jorge; Andreia Fernandes, Marília; Fernandes, Susana; Ferrand, François-Xavier; Ferrand Devouge, Eglantine; Ferrão, Joana; Ferrari, Carlo; Ferraz, Mário; Ferreira, Benigno; Ferreira, Isabel; Ferreira, Sílvia; Ferrer-Roca, Ricard; Ferriere, Nicolas; Ficko, Céline; Figueiredo-Mello, Claudia; Finlayson, William; Fiorda, Juan; Flament, Thomas; Flateau, Clara; Fletcher, Tom; Lucia Florio, Letizia; Flynn, Brigid; Flynn, Deirdre; Fogliazza, Federica; Foley, Claire; Foley, Jean; Fomin, Victor; Fonseca, Tatiana; Fontela, Patricia; Forsyth, Simon; Foster, Denise; Foti, Giuseppe; Fourn, Erwan; A Fowler, Robert; Fraher, Marianne; Franch-Llasat, Diego; Fraser, Christophe; F Fraser, John; Vieira Freire, Marcela; Freitas Ribeiro, Ana; French, Craig; Friedrich, Caren; Fritz, Ricardo; Fry, Stéphanie; Fuentes, Nora; Fukuda, Masahiro; Argin, G; Gaborieau, Valérie; Gaci, Rostane; Gagliardi, Massimo; Gagnard, Jean-Charles; Gagné, Nathalie; Gagneux-Brunon, Amandine; Gaião, Sérgio; Gail Skeie, Linda; Gallagher, Phil; Gallego Curto, Elena; Gamble, Carrol; Gani, Yasmin; Garan, Arthur; Garcia, Rebekha; García Barrio, Noelia; Garcia-Diaz, Julia; Garcia-Gallo, Esteban; Garimella, Navya; Garofalo, Federica; Garot, Denis; Garrait, Valérie; Gauli, Basanta; Gault, Nathalie; Gavin, Aisling; Gavrylov, Anatoliy; Gaymard, Alexandre; Gebauer, Johannes; Geraud, Eva; Gerbaud Morlaes, Louis; Germano, Nuno; Kumar Ghisulal, Praveen; Ghosn, Jade; Giani, Marco; Giaquinto, Carlo; Gibson, Jess; Gigante, Tristan; Gilg, Morgane; Gilroy, Elaine; Giordano, Guillermo; Girvan, Michelle; Gissot, Valérie; Gitaka, Jesse; Giwangkancana, Gezy; Glikman, Daniel; Glybochko, Petr; Gnall, Eric; Goco, Geraldine; Goehringer, François; Goepel, Siri; Goffard, Jean-Christophe; Yi Goh, Jin; Golob, Jonathan; Gomes, Rui; Gomez, Kyle; Gómez-Junyent, Joan; Gominet, Marie; P Gonçalves, Bronner; Gonzalez, Alicia; Gordon, Patricia; Gorelik, Yanay; Gorenne, Isabelle; Goubert, Laure; Goujard, Cécile; Goulenok, Tiphaine; Grable, Margarite; Graf, Jeronimo; Wilson Grandin, Edward; Granier, Pascal; Grasselli, Giacomo; Grazioli, Lorenzo; A Green, Christopher; Greene, Courtney; Greenhalf, William; Greffe, Segolène; Luca Grieco, Domenico; Griffee, Matthew; Griffiths, Fiona; Grigoras, Ioana; Groenendijk, Albert; Grosse Lordemann, Anja; Gruner, Heidi; Gu, Yusing; Guarracino, Fabio; Guedj, Jérémie; Guego, Martin; Guellec, Dewi; Guerguerian, Anne-Marie; Guerreiro, Daniela; Guery, Romain; Guillaumot, Anne; Guilleminault, Laurent; Guimarães de Castro, Maisa; Guimard, Thomas; Haalboom, Marieke; Haber, Daniel; Habraken, Hannah; Hachemi, Ali; Hackmann, Amy; Hadri, Nadir; Haidri, Fakhir; Hakak, Sheeba; Hall, Adam; Hall, Matthew; Halpin, Sophie; Hameed, Jawad; Hamer, Ansley; L Hamers, Raph; Hamidfar, Rebecca; Hammarström, Bato; Hammond, Terese; Yuen Han, Lim; Haniffa, Rashan; Wei Hao, Kok; Hardwick, Hayley; M Harrison, Ewen; Harrison, Janet; Bernard Ekow Harrison, Samuel; Hartman, Alan; Shahnaz Hasan, Mohd; Hashmi, Junaid; Hashmi, Madiha; Hayes, Ailbhe; Hays, Leanne; Heerman, Jan; Heggelund, Lars; Hendry, Ross; Hennessy, Martina; Henriquez-Trujillo, Aquiles; Hentzien, Maxime; Hernandez-Montfort, Jaime; Herr, Daniel; Hershey, Andrew; Hesstvedt, Liv; Hidayah, Astarini; Higgins, Dawn; Higgins, Eibhilin; Hinchion, Rita; Hinton, Samuel; Hiraiwa, Hiroaki; Hirkani, Haider; Hitoto, Hikombo; Ho, Antonia; Bin Ho, Yi; Hoctin, Alexandre; Hoffmann, Isabelle; Han Hoh, Wei; Hoiting, Oscar; Holt, Rebecca; Cato Holter, Jan; Horby, Peter; Pablo Horcajada, Juan; Hoshino, Koji; Hoshino, Kota; Houas, Ikram; L Hough, Catherine; Houltham, Stuart; Ming-Yang Hsu, Jimmy; Hulot, Jean-Sébastien; Huo, Stella; Hussain, Iqbal; Ijaz, Samreen; Illes, Hajnal-Gabriela; Imbert, Patrick; Imran, Mohammad; Imran Sikander, Rana; Imtiaz, Aftab; Inácio, Hugo; Infante Dominguez, Carmen; Sii Ing, Yun; Iosifidis, Elias; Ippolito, Mariachiara; Isgett, Sarah; Isidoro, Tiago; Ismail, Nadiah; Isnard, Margaux; Stausland Istre, Mette; Itai, Junji; Ito, Asami; Ivulich, Daniel; Jaafar, Danielle; Jaafoura, Salma; Jabot, Julien; Jackson, Clare; Jamieson, Nina; Jaquet, Pierre; Jassat, Waasila; Jaud-Fischer, Coline; Jaureguiberry, Stéphane; Javidfar, Jeffrey; Jaworsky, Denise; Jego, Florence; Mat Jelani, Anilawati; Jenum, Synne; Jimbo-Sotomayor, Ruth; Yiaw Joe, Ong; N Jorge García, Ruth; Bakken Jørgensen, Silje; Joseph, Cédric; Joseph, Mark; Joshi, Swosti; Jourdain, Mercé; Jouvet, Philippe; June, Jennifer; Jung, Anna; Jung, Hanna; Juzar, Dafsah; Kafif, Ouifiya; Kaguelidou, Florentia; Kaisbain, Neerusha; Kaleesvran, Thavamany; Kali, Sabina; Kalicinska, Alina; Trygve Kalleberg, Karl; Kalomoiri, Smaragdi; Aisar Ayadi Kamaluddin, Muhammad; Amali Che Kamaruddin, Zul; Kamarudin, Nadiah; Kamineni, Kavita; Hewa Kandamby, Darshana; Kandel, Chris; Yeow Kang, Kong; Kanwal, Darakhshan; Kanyawati, Dyah; Karpayah, Pratap; Karsies, Todd; Kartsonaki, Christiana; Kasugai, Daisuke; Kataria, Anant; Katz, Kevin; Kaur, Aasmine; Kawasaki, Tatsuya; Kay, Christy; Keane, Hannah; Keating, Seán; Kedia, Pulak; Kelly, Andrea; Kelly, Aoife; Kelly, Claire; Kelly, Niamh; Kelly, Sadie; Kelly, Yvelynne; Kelsey, Maeve; Kennedy, Ryan; Kennon, Kalynn; Keomany, Sommay; Kernan, Maeve; Kerroumi, Younes; Keshav, Sharma; Kestelyn, Evelyne; Khalid, Imrana; Khalid, Osama; Khalil, Antoine; Khan, Coralie; Khan, Irfan; Ain Khan, Quratul; Khanal, Sushil; Khatak, Abid; Khawaja, Amin; Kherajani, Krish; E Kho, Michelle; Khoo, Denisa; Khoo, Ryan; Khoo, Saye; Khoso, Nasir; How Kiat, Khor; Kida, Yuri; Kihuga, Harrison; Kiiza, Peter; Kiland Granerud, Beathe; Benjamin Kildal, Anders; Burm Kim, Jae; Kimmoun, Antoine; Kindgen-Milles, Detlef; King, Alexander; Kitamura, Nobuya; Floerecke Kjetland Kjetland, Eyrun; Klenerman, Paul; Klont, Rob; Kloumann Bekken, Gry; R Knight, Stephen; Kobbe, Robin; Kodippily, Chamira; Kohns Vasconcelos, Malte; Koirala, Sabin; Komatsu, Mamoru; Korten, Volkan; Kosgei, Caroline; Kpangon, Arsène; Krawczyk, Karolina; Krishnan, Sudhir; Krishnan, Vinothini; Kruglova, Oksana; Kumar, Deepali; Kumar, Ganesh; Kumar, Mukesh; Kumar Vecham, Pavan; Kuriakose, Dinesh; Kurtzman, Ethan; Permata Kusumastuti, Neurinda; Kutsogiannis, Demetrios; Kutsyna, Galyna; Kyriakoulis, Konstantinos; L'Her, Erwan; Lachatre, Marie; Lacoste, Marie; G Laffey, John; Lagrange, Marie; Laine, Fabrice; Lairez, Olivier; Lakhey, Sanjay; Lalueza, Antonio; Lambert, Marc; Lamontagne, François; Langelot-Richard, Marie; Langlois, Vincent; Yudha Lantang, Eka; Lanza, Marina; Laouénan, Cédric; Laribi, Samira; Lariviere, Delphine; Lasry, Stéphane; Lath, Sakshi; Latif, Naveed; Launay, Odile; Laureillard, Didier; Lavie-Badie, Yoan; Law, Andrew; Law, Andy; Lawrence, Cassie; Lawrence, Teresa; Le, Minh; Le Bihan, Clément; Le Bris, Cyril; Le Falher, Georges; Le Fevre, Lucie; Le Hingrat, Quentin; Le Maréchal, Marion; Le Mestre, Soizic; Le Moal, Gwenaël; Le Moing, Vincent; Le Nagard, Hervé; Le Turnier, Paul; Leal, Ema; Leal Santos, Marta; Horng Lee, Biing; Gee Lee, Heng; Lee, James; Hwan Lee, Su; C Lee, Todd; Lin Lee, Yi; Leeming, Gary; Lefebvre, Bénédicte; Lefebvre, Laurent; Lefevre, Benjamin; Legac, Sylvie; Lelievre, Jean-Daniel; Lellouche, François; Lemaignen, Adrien; Lemee, Véronique; Lemeur, Anthony; Lemmink, Gretchen; Sha Lene, Ha; Lennon, Jenny; León, Rafael; Leone, Marc; Leone, Michela; Lepiller, Quentin; Lescure, François-Xavier; Lesens, Olivier; Lesouhaitier, Mathieu; Lester-Grant, Amy; Letizia, Andrew; Levy, Bruno; Levy, Yves; Levy-Marchal, Claire; Lewandowska, Katarzyna; Li Bassi, Gianluigi; Liang, Janet; Liaquat, Ali; Liegeon, Geoffrey; Chuan Lim, Kah; Shen Lim, Wei; Lima, Chantre; Lina, Bruno; Lina, Lim; Lind, Andreas; Katherine Lingad, Maja; Lingas, Guillaume; Lion-Daolio, Sylvie; Lissauer, Samantha; Liu, Keibun; Livrozet, Marine; Lizotte, Patricia; Loforte, Antonio; Lolong, Navy; Chee Loon, Leong; Lopes, Diogo; Lopez-Colon, Dalia; L Loschner, Anthony; Loubet, Paul; Loufti, Bouchra; Louis, Guillame; Lourenco, Silvia; Lovelace-Macon, Lara; Lee Low, Lee; Lowik, Marije; Shyi Loy, Jia; Christophe Lucet, Jean; Lumbreras Bermejo, Carlos; M Luna, Carlos; Lungu, Olguta; Luong, Liem; Luque, Nestor; Luton, Dominique; Lwin, Nilar; Lyons, Ruth; Maasikas, Olavi; Mabiala, Oryane; Macdonald, Sarah; Machado, Mose; Macheda, Gabriel; Macias Sanchez, Juan; Madhok, Jai; Madiha, Hashmi; Maestro de la Calle, Guillermo; Magara, Jacob; Maglietta, Giuseppe; Mahieu, Rafael; Mahy, Sophie; Raquel Maia, Ana; S Maier, Lars; Maillet, Mylène; Maitre, Thomas; Majori, Maria; Malfertheiner, Maximilian; Malik, Nadia; Mallon, Paddy; Maltez, Fernando; Malvy, Denis; Mammi, Patrizia; Manda, Victoria; M Mandei, Jose; Mandelbrot, Laurent; Manetta, Frank; Mankikian, Julie; Manning, Edmund; Manuel, Aldric; Maria Sant'Ana Malaque, Ceila; Marino, Daniel; Marino, Flávio; Markowicz, Samuel; Maroun Eid, Charbel; Marques, Ana; Marquis, Catherine; Marsh, Brian; Marsh, Laura; Marshal, Megan; Marshall, John; Turchi Martelli, Celina; Martin, Dori-Ann; Martin, Emily; Martin-Blondel, Guillaume; Martin-Loeches, Ignacio; Martin-Quiros, Alejandro; Martinelli, Alessandra; Martinot, Martin; Martins, Ana; Martins, João; Martins, Nuno; Martins Rego, Caroline; Martucci, Gennaro; Martynenko, Olga; Miranda Marwali, Eva; Marzukie, Marsilla; Fernado Masa Jimenez, Juan; Maslove, David; Mason, Phillip; Mason, Sabina; Masood, Sobia; Mat Nor, Basri; Matan, Moshe; Mateus Fernandes, Henrique; Mathew, Meghena; Mathieu, Daniel; Mattei, Mathieu; Matulevics, Romans; Maulin, Laurence; Maxwell, Michael; Maynar, Javier; Mayxay, Mayfong; Mazzoni, Thierry; Mc Evoy, Natalie; Mc Sweeney, Lisa; Mcarthur, Colin; Mccarthy, Aine; Mccarthy, Anne; Mccloskey, Colin; Mcconnochie, Rachael; Mcdermott, Sherry; E McDonald, Sarah; Mcelroy, Aine; Mcelwee, Samuel; Mceneany, Victoria; Mcgeer, Allison; Mckay, Chris; Mckeown, Johnny; A McLean, Kenneth; Mcnally, Paul; Mcnicholas, Bairbre; Mcpartlan, Elaine; Meaney, Edel; Mear-Passard, Cécile; Mechlin, Maggie; Meher, Maqsood; Mehkri, Omar; Mele, Ferruccio; Melo, Luis; Memon, Kashif; Mendes, Joao; Menkiti, Ogechukwu; Menon, Kusum; Mentré, France; J Mentzer, Alexander; Mercier, Emmanuelle; Mercier, Noémie; Merckx, Antoine; Mergeay-Fabre, Mayka; Mergler, Blake; 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[10.1038/s41597-022-01534-9]
ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19
ISARIC Clinical Characterization Group; Esteban Garcia-Gallo 1; Laura Merson 2 3; Kalynn Kennon 4; Sadie Kelly 4; Barbara Wanjiru Citarella 5; Daniel Vidali Fryer 6; Sally Shrapnel 6 7; James Lee 5; Sara Duque 1; Yuli V Fuentes 1; Valeria Balan 5; Sue Smith 5; Jia Wei 5; Bronner P Gonçalves 5; Clark D Russell 8; Louise Sigfrid 5; Andrew Dagens 5; Piero L Olliaro 5; Joaquin Baruch 5; Christiana Kartsonaki 5; Jake Dunning 5; Amanda Rojek 5; Aasiyah Rashan 9; Abi Beane 10; Srinivas Murthy 11; Luis Felipe Reyes 12 13; Ali Abbas; Sheryl Ann Abdukahil; Nurul Najmee Abdulkadir; Ryuzo Abe; Laurent Abel; Lara Absil; Kamal Abu Jabal; Hiba Abu Zayyad; Subhash Acharya; Andrew Acker; Shingo Adachi; Elisabeth Adam; Enrico Adriano; Diana Adrião; Saleh Al Ageel; Shakeel Ahmed; Marina Aiello ;Kate Ainscough; Eka Airlangga; Tharwat Aisa; Ali Ait Hssain; Younes Ait Tamlihat; Takako Akimoto; Ernita Akmal; Eman Al Qasim; Tala Al-Dabbous; Abdulrahman Al-Fares; Razi Alalqam; Angela Alberti; Senthilkumar Alegesan; Cynthia Alegre; Marta Alessi; Beatrice Alex; Kévin Alexandre; Huda Alfoudri; Adam Ali; Imran Ali; Naseem Ali Shah; Naseem Ali Sheikh; Kazali Enagnon Alidjnou; Jeffrey Aliudin; Qabas Alkhafajee; Clotilde Allavena; Nathalie Allou; Aneela Altaf; João Alves; João Melo Alves; Rita Alves; Maria Amaral; Nur Amira; Heidi Ammerlaan; Phoebe Ampaw; Roberto Andini; Claire Andrejak; Andrea Angheben; François Angoulvant; Séverine Ansart; Sivanesen Anthonidass; Massimo Antonelli; Carlos Alexandre Antunes de Brito; Kazi Rubayet Anwar; Ardiyan Apriyana; Yaseen Arabi; Irene Aragao; Francisco Arancibia; Carolline Araujo; Antonio Arcadipane; Patrick Archambault; Lukas Arenz; Jean-Benoît Arlet; Christel Arnold-Day; Ana Aroca; Lovkesh Arora; Rakesh Arora; Elise Artaud-Macari; Diptesh Aryal; Motohiro Asaki; Angel Asensio; Elizabeth Ashley; Muhammad Ashraf; Namra Asif; Mohammad Asim; Jean Baptiste Assie; Amirul Asyraf; Anika Atique; A M Udara Lakshan Attanyake; Johann Auchabie; Hugues Aumaitre; Adrien Auvet; Eyvind W Axelsen; Laurène Azemar; Cecile Azoulay; Benjamin Bach; Delphine Bachelet; Claudine Badr; Roar Bævre-Jensen; Nadia Baig; J Kenneth Baillie; J Kevin Baird; Erica Bak; Agamemnon Bakakos; Nazreen Abu Bakar; Andriy Bal; Mohanaprasanth Balakrishnan; Valeria Balan; Firouzé Bani-Sadr; Renata Barbalho; Nicholas Yuri Barbosa; Wendy S Barclay; Saef Umar Barnett; Michaela Barnikel; Helena Barrasa; Audrey Barrelet; Cleide Barrigoto; Marie Bartoli; Cheryl Bartone; Joaquín Baruch; Mustehan Bashir; Romain Basmaci; Muhammad Fadhli Hassin Basri; Denise Battaglini; Jules Bauer; Diego Fernando Bautista Rincon; Denisse Bazan Dow; Abigail Beane; Alexandra Bedossa; Ker Hong Bee; Husna Begum; Sylvie Behilill; Karine Beiruti; Albertus Beishuizen; Aleksandr Beljantsev; David Bellemare; Anna Beltrame; Beatriz Amorim Beltrão; Marine Beluze; Nicolas Benech; Lionel Eric Benjiman; Dehbia Benkerrou; Suzanne Bennett; Luís Bento; Jan-Erik Berdal; Delphine Bergeaud; Hazel Bergin; José Luis Bernal Sobrino; Giulia Bertoli; Lorenzo Bertolino; Simon Bessis; Adam Betz; Sybille Bevilcaqua; Karine Bezulier; Amar Bhatt; Krishna Bhavsar; Isabella Bianchi; Claudia Bianco; Farah Nadiah Bidin; Moirangthem Bikram Singh; Felwa Bin Humaid; Mohd Nazlin Bin Kamarudin; François Bissuel; Patrick Biston; Laurent Bitker; Jonathan Bitton; Pablo Blanco-Schweizer; Catherine Blier; Frank Bloos; Mathieu Blot; Lucille Blumberg; Filomena Boccia; Laetitia Bodenes; Alice Bogaarts; Debby Bogaert; Anne-Hélène Boivin; Pierre-Adrien Bolze; François Bompart; Patrizia Bonelli; Aurelius Bonfasius; Diogo Borges; Raphaël Borie; Hans Martin Bosse; Elisabeth Botelho-Nevers; Lila Bouadma; Olivier Bouchaud; Sabelline Bouchez; Dounia Bouhmani; Damien Bouhour; Kévin Bouiller; Laurence Bouillet; Camile Bouisse; Thipsavanh Bounphiengsy; Latsaniphone Bountthasavong; Anne-Sophie Boureau; John Bourke; Maude Bouscambert; Aurore Bousquet; Jason Bouziotis; Bianca Boxma; Marielle Boyer-Besseyre; Maria Boylan; Fernando Augusto Bozza; Axelle Braconnier; Cynthia Braga; Timo Brandenburger; Filipa Brás Monteiro; Luca Brazzi; Dorothy Breen; Patrick Breen; Kathy Brickell; Alex Browne; Shaunagh Browne; Nicolas Brozzi; Sonja Hjellegjerde Brunvoll; Marjolein Brusse-Keizer; Nina Buchtele; Christian Buesaquillo; Polina Bugaeva; Marielle Buisson; Danilo Buonsenso; Erlina Burhan; Aidan Burrell; Ingrid G Bustos; Denis Butnaru; André Cabie; Susana Cabral; Eder Caceres; Cyril Cadoz; Mia Callahan; Kate Calligy; Jose Andres Calvache; Caterina Caminiti ;João Camões; Valentine Campana; Paul Campbell; Josie Campisi; Cecilia Canepa; Mireia Cantero; Pauline Caraux-Paz; Sheila Cárcel; Chiara Simona Cardellino; Filipa Cardoso; Filipe Cardoso; Nelson Cardoso; Sofia Cardoso; Simone Carelli; Francesca Carlacci ;Nicolas Carlier; Thierry Carmoi; Gayle Carney; Inês Carqueja; Marie-Christine Carret; François Martin Carrier; Ida Carroll; Gail Carson; Leonor Carvalho; Maire-Laure Casanova; Mariana Cascão; Siobhan Casey; José Casimiro; Bailey Cassandra; Silvia Castañeda; Nidyanara Castanheira; Guylaine Castor-Alexandre; Henry Castrillón; Ivo Castro; Ana Catarino; François-Xavier Catherine; Paolo Cattaneo; Roberta Cavalin; Giulio Giovanni Cavalli; Alexandros Cavayas; Adrian Ceccato; Minerva Cervantes-Gonzalez; Anissa Chair; Catherine Chakveatze; Adrienne Chan; Meera Chand; Christelle Chantalat Auger; Jean-Marc Chapplain; Julie Chas; Allegra Chatterjee; Mobin Chaudry; Jonathan Samuel Chávez Iñiguez; Anjellica Chen; Yih-Sharng Chen; Matthew Pellan Cheng; Antoine Cheret; Alfredo Antonio Chetta ;Thibault Chiarabini; Julian Chica; Suresh Kumar Chidambaram; Leong Chin Tho; Catherine Chirouze; Davide Chiumello; Hwa Jin Cho; Sung-Min Cho; Bernard Cholley; Danoy Chommanam; Marie-Charlotte Chopin; Ting Soo Chow; Yock Ping Chow; Nathaniel Christy; Hiu Jian Chua; Jonathan Chua; Jose Pedro Cidade; José Miguel Cisneros Herreros; Barbara Wanjiru Citarella; Anna Ciullo; Emma Clarke; Jennifer Clarke; Rolando Claure-Del Granado; Sara Clohisey; Perren J Cobb; Cassidy Codan; Caitriona Cody; Alexandra Coelho; Megan Coles; Gwenhaël Colin; Michael Collins; Sebastiano Maria Colombo; Pamela Combs; Marie Connor; Anne Conrad; Sofía Contreras; Elaine Conway; Graham S Cooke; Mary Copland; Hugues Cordel; Amanda Corley; Sabine Cornelis; Alexander Daniel Cornet; Arianne Joy Corpuz; Andrea Cortegiani; Grégory Corvaisier; Emma Costigan; Camille Couffignal; Sandrine Couffin-Cadiergues; Roxane Courtois; Stéphanie Cousse; Rachel Cregan; Charles Crepy D'Orleans; Sabine Croonen; Gloria Crowl; Jonathan Crump; Claudina Cruz; Juan Luis Cruz Berm; Jaime Cruz Rojo; Marc Csete; Alberto Cucino; Ailbhe Cullen; Matthew Cummings; Ger Curley; Gerard Curley; Elodie Curlier; Colleen Curran; Paula Custodio; Federico D'Amico; Frédérick D'Aragon; Eric D'Ortenzio; Ana da Silva Filipe; Charlene Da Silveira; Al-Awwab Dabaliz; Andrew Dagens; John Arne Dahl; Darren Dahly; Heidi Dalton; Jo Dalton; Seamus Daly; Nick Daneman; Corinne Daniel; Emmanuelle A Dankwa; Jorge Dantas; Mark de Boer; Gillian de Loughry; Diego de Mendoza; Etienne De Montmollin; Rafael Freitas de Oliveira França; Ana Isabel de Pinho Oliveira; Rosanna De Rosa; Cristina De Rose; Thushan de Silva; Peter de Vries; Jillian Deacon; David Dean; Alexa Debard; Bianca DeBenedictis; Marie-Pierre Debray; Nathalie DeCastro; William Dechert; Lauren Deconninck; Romain Decours; Eve Defous; Isabelle Delacroix; Eric Delaveuve; Karen Delavigne; Nathalie M Delfos; Ionna Deligiannis; Andrea Dell'Amore; Christelle Delmas; Pierre Delobel; Corine Delsing; Elisa Demonchy; Emmanuelle Denis; Dominique Deplanque; Pieter Depuydt; Mehul Desai; Diane Descamps; Mathilde Desvallées; Santi Dewayanti; Pathik Dhanger; Alpha Diallo; Sylvain Diamantis; André Dias; Andrea Dias; Juan Jose Diaz; Priscila Diaz; Rodrigo Diaz; Kévin Didier; Jean-Luc Diehl; Wim Dieperink; Jérôme Dimet; Vincent Dinot; Fara Diop; Alphonsine Diouf; Yael Dishon; Félix Djossou; Annemarie B Docherty; Helen Doherty; Arjen M Dondorp; Andy Dong; Christl A Donnelly; Maria Donnelly; Chloe Donohue; Sean Donohue; Yoann Donohue; Peter Doran; Céline Dorival; Phouvieng Douangdala; James Joshua Douglas; Renee Douma; Nathalie Dournon; Triona Downer; Joanne Downey; Mark Downing; Tom Drake; Aoife Driscoll; Amiel A Dror; Murray Dryden; Claudio Duarte Fonseca; Vincent Dubee; François Dubos; Audrey Dubot-Pérès; Alexandre Ducancelle; Toni Duculan; Susanne Dudman; Abhijit Duggal; Paul Dunand; Jake Dunning; Mathilde Duplaix; Emanuele Durante-Mangoni; Lucian Durham 3rd; Bertrand Dussol; Juliette Duthoit; Xavier Duval; Anne Margarita Dyrhol-Riise; Sim Choon Ean; Marco Echeverria-Villalobos; Giorgio Economopoulos ;Michael Edelstein; Siobhan Egan; Linn Margrete Eggesbø; Carla Eira; Mohammed El Sanharawi; Subbarao Elapavaluru; Brigitte Elharrar; Jacobien Ellerbroek; Merete Ellingjord-Dale; Philippine Eloy; Tarek Elshazly; Iqbal Elyazar; Isabelle Enderle; Tomoyuki Endo; Chan Chee Eng; Ilka Engelmann; Vincent Enouf; Olivier Epaulard; Martina Escher; Mariano Esperatti; Hélène Esperou; Marina Esposito-Farese; João Estevão; Manuel Etienne; Nadia Ettalhaoui; Anna Greti Everding; Mirjam Evers; Isabelle Fabre; Marc Fabre; Amna Faheem; Arabella Fahy; Cameron J Fairfield; Zul Fakar; Komal Fareed; Pedro Faria; Ahmed Farooq; Hanan Fateena; Arie Zainul Fatoni; Karine Faure; Raphaël Favory; Mohamed Fayed; Niamh Feely; Laura Feeney; Jorge Fernandes; Marília Andreia Fernandes; Susana Fernandes; François-Xavier Ferrand; Eglantine Ferrand Devouge; Joana Ferrão; Carlo Ferrari ;Mário Ferraz; Benigno Ferreira; Isabel Ferreira; Sílvia Ferreira; Ricard Ferrer-Roca; Nicolas Ferriere; Céline Ficko; Claudia Figueiredo-Mello; William Finlayson; Juan Fiorda; Thomas Flament; Clara Flateau; Tom Fletcher; Letizia Lucia Florio; Brigid Flynn; Deirdre Flynn; Federica Fogliazza ;Claire Foley; Jean Foley; Victor Fomin; Tatiana Fonseca; Patricia Fontela; Simon Forsyth; Denise Foster; Giuseppe Foti; Erwan Fourn; Robert A Fowler; Marianne Fraher; Diego Franch-Llasat; Christophe Fraser; John F Fraser; Marcela Vieira Freire; Ana Freitas Ribeiro; Craig French; Caren Friedrich; Ricardo Fritz; Stéphanie Fry; Nora Fuentes; Masahiro Fukuda; G Argin; Valérie Gaborieau; Rostane Gaci; Massimo Gagliardi; Jean-Charles Gagnard; Nathalie Gagné; Amandine Gagneux-Brunon; Sérgio Gaião; Linda Gail Skeie; Phil Gallagher; Elena Gallego Curto; Carrol Gamble; Yasmin Gani; Arthur Garan; Rebekha Garcia; Noelia García Barrio; Julia Garcia-Diaz; Esteban Garcia-Gallo; Navya Garimella; Federica Garofalo; Denis Garot; Valérie Garrait; Basanta Gauli; Nathalie Gault; Aisling Gavin; Anatoliy Gavrylov; Alexandre Gaymard; Johannes Gebauer; Eva Geraud; Louis Gerbaud Morlaes; Nuno Germano; Praveen Kumar Ghisulal; Jade Ghosn; Marco Giani; Carlo Giaquinto; Jess Gibson; Tristan Gigante; Morgane Gilg; Elaine Gilroy; Guillermo Giordano; Michelle Girvan; Valérie Gissot; Jesse Gitaka; Gezy Giwangkancana; Daniel Glikman; Petr Glybochko; Eric Gnall; Geraldine Goco; François Goehringer; Siri Goepel; Jean-Christophe Goffard; Jin Yi Goh; Jonathan Golob; Rui Gomes; Kyle Gomez; Joan Gómez-Junyent; Marie Gominet; Bronner P Gonçalves; Alicia Gonzalez; Patricia Gordon; Yanay Gorelik; Isabelle Gorenne; Laure Goubert; Cécile Goujard; Tiphaine Goulenok; Margarite Grable; Jeronimo Graf; Edward Wilson Grandin; Pascal Granier; Giacomo Grasselli; Lorenzo Grazioli; Christopher A Green; Courtney Greene; William Greenhalf; Segolène Greffe; Domenico Luca Grieco; Matthew Griffee; Fiona Griffiths; Ioana Grigoras; Albert Groenendijk; Anja Grosse Lordemann; Heidi Gruner; Yusing Gu; Fabio Guarracino; Jérémie Guedj; Martin Guego; Dewi Guellec; Anne-Marie Guerguerian; Daniela Guerreiro; Romain Guery; Anne Guillaumot; Laurent Guilleminault; Maisa Guimarães de Castro; Thomas Guimard; Marieke Haalboom; Daniel Haber; Hannah Habraken; Ali Hachemi; Amy Hackmann; Nadir Hadri; Fakhir Haidri; Sheeba Hakak; Adam Hall; Matthew Hall; Sophie Halpin; Jawad Hameed; Ansley Hamer; Raph L Hamers; Rebecca Hamidfar; Bato Hammarström; Terese Hammond; Lim Yuen Han; Rashan Haniffa; Kok Wei Hao; Hayley Hardwick; Ewen M Harrison; Janet Harrison; Samuel Bernard Ekow Harrison; Alan Hartman; Mohd Shahnaz Hasan; Junaid Hashmi; Madiha Hashmi; Ailbhe Hayes; Leanne Hays; Jan Heerman; Lars Heggelund; Ross Hendry; Martina Hennessy; Aquiles Henriquez-Trujillo; Maxime Hentzien; Jaime Hernandez-Montfort; Daniel Herr; Andrew Hershey; Liv Hesstvedt; Astarini Hidayah; Dawn Higgins; Eibhilin Higgins; Rita Hinchion; Samuel Hinton; Hiroaki Hiraiwa; Haider Hirkani; Hikombo Hitoto; Antonia Ho; Yi Bin Ho; Alexandre Hoctin; Isabelle Hoffmann; Wei Han Hoh; Oscar Hoiting; Rebecca Holt; Jan Cato Holter; Peter Horby; Juan Pablo Horcajada; Koji Hoshino; Kota Hoshino; Ikram Houas; Catherine L Hough; Stuart Houltham; Jimmy Ming-Yang Hsu; Jean-Sébastien Hulot; Stella Huo; Iqbal Hussain; Samreen Ijaz; Hajnal-Gabriela Illes; Patrick Imbert; Mohammad Imran; Rana Imran Sikander; Aftab Imtiaz; Hugo Inácio; Carmen Infante Dominguez; Yun Sii Ing; Elias Iosifidis; Mariachiara Ippolito; Sarah Isgett; Tiago Isidoro; Nadiah Ismail; Margaux Isnard; Mette Stausland Istre; Junji Itai; Asami Ito; Daniel Ivulich; Danielle Jaafar; Salma Jaafoura; Julien Jabot; Clare Jackson; Nina Jamieson; Pierre Jaquet; Waasila Jassat; Coline Jaud-Fischer; Stéphane Jaureguiberry; Jeffrey Javidfar; Denise Jaworsky; Florence Jego; Anilawati Mat Jelani; Synne Jenum; Ruth Jimbo-Sotomayor; Ong Yiaw Joe; Ruth N Jorge García; Silje Bakken Jørgensen; Cédric Joseph; Mark Joseph; Swosti Joshi; Mercé Jourdain; Philippe Jouvet; Jennifer June; Anna Jung; Hanna Jung; Dafsah Juzar; Ouifiya Kafif; Florentia Kaguelidou; Neerusha Kaisbain; Thavamany Kaleesvran; Sabina Kali; Alina Kalicinska; Karl Trygve Kalleberg; Smaragdi Kalomoiri; Muhammad Aisar Ayadi Kamaluddin; Zul Amali Che Kamaruddin; Nadiah Kamarudin; Kavita Kamineni; Darshana Hewa Kandamby; Chris Kandel; Kong Yeow Kang; Darakhshan Kanwal; Dyah Kanyawati; Pratap Karpayah; Todd Karsies; Christiana Kartsonaki; Daisuke Kasugai; Anant Kataria; Kevin Katz; Aasmine Kaur; Tatsuya Kawasaki; Christy Kay; Hannah Keane; Seán Keating; Pulak Kedia; Andrea Kelly; Aoife Kelly; Claire Kelly; Niamh Kelly; Sadie Kelly; Yvelynne Kelly; Maeve Kelsey; Ryan Kennedy; Kalynn Kennon; Sommay Keomany; Maeve Kernan; Younes Kerroumi; Sharma Keshav; Evelyne Kestelyn; Imrana Khalid; Osama Khalid; Antoine Khalil; Coralie Khan; Irfan Khan; Quratul Ain Khan; Sushil Khanal; Abid Khatak; Amin Khawaja; Krish Kherajani; Michelle E Kho; Denisa Khoo; Ryan Khoo; Saye Khoo; Nasir Khoso; Khor How Kiat; Yuri Kida; Harrison Kihuga; Peter Kiiza; Beathe Kiland Granerud; Anders Benjamin Kildal; Jae Burm Kim; Antoine Kimmoun; Detlef Kindgen-Milles; Alexander King; Nobuya Kitamura; Eyrun Floerecke Kjetland Kjetland; Paul Klenerman; Rob Klont; Gry Kloumann Bekken; Stephen R Knight; Robin Kobbe; Chamira Kodippily; Malte Kohns Vasconcelos; Sabin Koirala; Mamoru Komatsu; Volkan Korten; Caroline Kosgei; Arsène Kpangon; Karolina Krawczyk; Sudhir Krishnan; Vinothini Krishnan; Oksana Kruglova; Deepali Kumar; Ganesh Kumar; Mukesh Kumar; Pavan Kumar Vecham; Dinesh Kuriakose; Ethan Kurtzman; Neurinda Permata Kusumastuti; Demetrios Kutsogiannis; Galyna Kutsyna; Konstantinos Kyriakoulis; Erwan L'Her; Marie Lachatre; Marie Lacoste; John G Laffey; Marie Lagrange; Fabrice Laine; Olivier Lairez; Sanjay Lakhey; Antonio Lalueza; Marc Lambert; François Lamontagne; Marie Langelot-Richard; Vincent Langlois; Eka Yudha Lantang; Marina Lanza; Cédric Laouénan; Samira Laribi; Delphine Lariviere; Stéphane Lasry; Sakshi Lath; Naveed Latif; Odile Launay; Didier Laureillard; Yoan Lavie-Badie; Andrew Law; Andy Law; Cassie Lawrence; Teresa Lawrence; Minh Le; Clément Le Bihan; Cyril Le Bris; Georges Le Falher; Lucie Le Fevre; Quentin Le Hingrat; Marion Le Maréchal; Soizic Le Mestre; Gwenaël Le Moal; Vincent Le Moing; Hervé Le Nagard; Paul Le Turnier; Ema Leal; Marta Leal Santos; Biing Horng Lee; Heng Gee Lee; James Lee; Su Hwan Lee; Todd C Lee; Yi Lin Lee; Gary Leeming; Bénédicte Lefebvre; Laurent Lefebvre; Benjamin Lefevre; Sylvie LeGac; Jean-Daniel Lelievre; François Lellouche; Adrien Lemaignen; Véronique Lemee; Anthony Lemeur; Gretchen Lemmink; Ha Sha Lene; Jenny Lennon; Rafael León; Marc Leone; Michela Leone; Quentin Lepiller; François-Xavier Lescure; Olivier Lesens; Mathieu Lesouhaitier; Amy Lester-Grant; Andrew Letizia; Bruno Levy; Yves Levy; Claire Levy-Marchal; Katarzyna Lewandowska; Gianluigi Li Bassi; Janet Liang; Ali Liaquat; Geoffrey Liegeon; Kah Chuan Lim; Wei Shen Lim; Chantre Lima; Bruno Lina; Lim Lina; Andreas Lind; Maja Katherine Lingad; Guillaume Lingas; Sylvie Lion-Daolio; Samantha Lissauer; Keibun Liu; Marine Livrozet; Patricia Lizotte; Antonio Loforte; Navy Lolong; Leong Chee Loon; Diogo Lopes; Dalia Lopez-Colon; Anthony L Loschner; Paul Loubet; Bouchra Loufti; Guillame Louis; Silvia Lourenco; Lara Lovelace-Macon; Lee Lee Low; Marije Lowik; Jia Shyi Loy; Jean Christophe Lucet; Carlos Lumbreras Bermejo; Carlos M Luna; Olguta Lungu; Liem Luong; Nestor Luque; Dominique Luton; Nilar Lwin; Ruth Lyons; Olavi Maasikas; Oryane Mabiala; Sarah MacDonald; Mose Machado; Gabriel Macheda; Juan Macias Sanchez; Jai Madhok; Hashmi Madiha; Guillermo Maestro de la Calle; Jacob Magara; Giuseppe Maglietta; Rafael Mahieu; Sophie Mahy; Ana Raquel Maia; Lars S Maier; Mylène Maillet; Thomas Maitre; Maria Majori ;Maximilian Malfertheiner; Nadia Malik; Paddy Mallon; Fernando Maltez; Denis Malvy; Patrizia Mammi; Victoria Manda; Jose M Mandei; Laurent Mandelbrot; Frank Manetta; Julie Mankikian; Edmund Manning; Aldric Manuel; Ceila Maria Sant'Ana Malaque; Daniel Marino; Flávio Marino; Samuel Markowicz; Charbel Maroun Eid; Ana Marques; Catherine Marquis; Brian Marsh; Laura Marsh; Megan Marshal; John Marshall; Celina Turchi Martelli; Dori-Ann Martin; Emily Martin; Guillaume Martin-Blondel; Ignacio Martin-Loeches; Alejandro Martin-Quiros; Alessandra Martinelli; Martin Martinot; Ana Martins; João Martins; Nuno Martins; Caroline Martins Rego; Gennaro Martucci; Olga Martynenko; Eva Miranda Marwali; Marsilla Marzukie; Juan Fernado Masa Jimenez; David Maslove; Phillip Mason; Sabina Mason; Sobia Masood; Basri Mat Nor; Moshe Matan; Henrique Mateus Fernandes; Meghena Mathew; Daniel Mathieu; Mathieu Mattei; Romans Matulevics; Laurence Maulin; Michael Maxwell; Javier Maynar; Mayfong Mayxay; Thierry Mazzoni; Natalie Mc Evoy; Lisa Mc Sweeney; Colin McArthur; Aine McCarthy; Anne McCarthy; Colin McCloskey; Rachael McConnochie; Sherry McDermott; Sarah E McDonald; Aine McElroy; Samuel McElwee; Victoria McEneany; Allison McGeer; Chris McKay; Johnny McKeown; Kenneth A McLean; Paul McNally; Bairbre McNicholas; Elaine McPartlan; Edel Meaney; Cécile Mear-Passard; Maggie Mechlin; Maqsood Meher; Omar Mehkri; Ferruccio Mele; Luis Melo; Kashif Memon; Joao Mendes; Ogechukwu Menkiti; Kusum Menon; France Mentré; Alexander J Mentzer; Emmanuelle Mercier; Noémie Mercier; Antoine Merckx; Mayka Mergeay-Fabre; Blake Mergler; Laura Merson; Tiziana Meschi ;António Mesquita; Roberta Meta; Osama Metwally; Agnès Meybeck; Dan Meyer; Alison M Meynert; Vanina Meysonnier; Amina Meziane; Mehdi Mezidi; Giuliano Michelagnoli; Céline Michelanglei; Isabelle Michelet; Efstathia Mihelis; Vladislav Mihnovit; Hugo Miranda-Maldonado; Nor Arisah Misnan; Nik Nur Eliza Mohamed; Tahira Jamal Mohamed; Asma Moin; David Molina; Elena Molinos; Brenda Molloy; Mary Mone; Agostinho Monteiro; Claudia Montes; Giorgia Montrucchio; Sarah Moore; Shona C Moore; Lina Morales Cely; Lucia Moro; Diego Rolando Morocho Tutillo; Ben Morton; Catherine Motherway; Ana Motos; Hugo Mouquet; Clara Mouton Perrot; Julien Moyet; Caroline Mudara; Aisha Kalsoom Mufti; Ng Yong Muh; Dzawani Muhamad; Jimmy Mullaert; Fredrik Müller; Karl Erik Müller; Daniel Munblit; Syed Muneeb; Nadeem Munir; Laveena Munshi; Aisling Murphy; Lorna Murphy; Marlène Murris; Srinivas Murthy; Himed Musaab; Carlotta Mutti ;Himasha Muvindi; Gugapriyaa Muyandy; Dimitra Melia Myrodia; Farah Nadia Mohd-Hanafiah; Dave Nagpal; Mangala Narasimhan; Nageswaran Narayanan; Rashid Nasim Khan; Alasdair Nazerali-Maitland; Nadège Neant; Holger Neb; Coca Necsoi; Nikita A Nekliudov; Erni Nelwan; Raul Neto; Emily Neumann; Bernardo Neves; Pauline Yeung Ng; Wing Yiu Ng; Anthony Nghi; Jane Ngure; Duc Nguyen; Orna Ni Choileain; Niamh Ni Leathlobhair; Alistair Nichol; Prompak Nitayavardhana; Stephanie Nonas; Nurul Amani Mohd Noordin; Marion Noret; Nurul Faten Izzati Norharizam; Lisa Norman; Alessandra Notari; Mahdad Noursadeghi; Karolina Nowicka; Adam Nowinski; Saad Nseir; Jose I Nunez; Nurnaningsih Nurnaningsih; Dwi Utomo Nusantara; Elsa Nyamankolly; Anders Benteson Nygaard; Fionnuala O Brien; Annmarie O Callaghan; Annmarie O'Callaghan; Max O'Donnell; Sophie O'Halloran; Katie O'Hearn; Conar O'Neil; Linda O'Shea; Miriam O'Sullivan; Giovanna Occhipinti; Derbrenn OConnor; Tawnya Ogston; Takayuki Ogura; Tak-Hyuk Oh; Shinichiro Ohshimo; Agnieszka Oldakowska; João Oliveira; Larissa Oliveira; Piero L Olliaro; David S Y Ong; Jee Yan Ong; Wilna Oosthuyzen; Anne Opavsky; Peter Openshaw; Saijad Orakzai; Claudia Milena Orozco-Chamorro; Andrés Orquera; Jamel Ortoleva; Javier Osatnik; Siti Zubaidah Othman; Paul Otiku; Nadia Ouamara; Rachida Ouissa; Clark Owyang; Eric Oziol; Mader Pagadoy; Justine Pages; Amanda Palacios; Mario Palacios; Massimo Palmarini; Giovanna Panarello; Prasan Kumar Panda; Hem Paneru; Lai Hui Pang; Mauro Panigada; Nathalie Pansu; Aurélie Papadopoulos; Paolo Parducci ;Edwin Fernando Paredes Oña; Rachael Parke; Melissa Parker; Briseida Parra; Vieri Parrini; Taha Pasha; Jérémie Pasquier; Bruno Pastene; Fabian Patauner; Drashti Patel; Mohan Dass Pathmanathan; Luís Patrão; Patricia Patricio; Juliette Patrier; Laura Patrizi; Lisa Patterson; Rajyabardhan Pattnaik; Christelle Paul; Mical Paul; Jorge Paulos; William A Paxton; Jean-François Payen; Kalaiarasu Peariasamy; Miguel Pedrera Jiménez; Giles J Peek; Florent Peelman; Nathan Peiffer-Smadja; Vincent Peigne; Mare Pejkovska; Paolo Pelosi; Ithan D Peltan; Rui Pereira; Daniel Perez; Luis Periel; Thomas Perpoint; Antonio Pesenti; Vincent Pestre; Lenka Petrou; Ventzislava Petrov-Sanchez; Michele Petrovic; Frank Olav Pettersen; Gilles Peytavin; Scott Pharand; Ooyanong Phonemixay; Michael Piagnerelli; Walter Picard; Olivier Picone; Maria de Piero; Carola Pierobon; Djura Piersma; Carlos Pimentel; Raquel Pinto; Catarina Pires; Isabelle Pironneau; Lionel Piroth; Roberta Pisi ;Ayodhia Pitaloka; Riinu Pius; Simone Piva; Laurent Plantier; Hon Shen Png; Julien Poissy; Ryadh Pokeerbux; Maria Pokorska-Spiewak; Sergio Poli; Georgios Pollakis; Diane Ponscarme; Jolanta Popielska; Diego Bastos Porto; Andra-Maris Post; Douwe F Postma; Pedro Povoa; Diana Póvoas; Jeff Powis; Sofia Prapa; Viladeth Praphasiri; Sébastien Preau; Christian Prebensen; Jean-Charles Preiser; Anton Prinssen; Mark G Pritchard; Gamage Dona Dilanthi Priyadarshani; Lucia Proença; Sravya Pudota; Oriane Puéchal; Bambang Pujo Semedi; Mathew Pulicken; Matteo Puntoni; Gregory Purcell; Luisa Quesada; Vilmaris Quinones-Cardona; Víctor Quirós González; Else Quist-Paulsen; Mohammed Quraishi; Maia Rabaa; Christian Rabaud; Ebenezer Rabindrarajan; Aldo Rafael; Marie Rafiq; Gabrielle Ragazzo; Mutia Rahardjani; Ahmad Kashfi Haji Ab Rahman; Rozanah Abd Rahman; Arsalan Rahutullah; Fernando Rainieri; Giri Shan Rajahram; Pratheema Ramachandran; Nagarajan Ramakrishnan; Kollengode Ramanathan; Ahmad Afiq Ramli; Blandine Rammaert; Grazielle Viana Ramos; Anais Rampello ;Asim Rana; Rajavardhan Rangappa; Ritika Ranjan; Elena Ranza ;Christophe Rapp; Aasiyah Rashan; Thalha Rashan; Ghulam Rasheed; Menaldi Rasmin; Indrek Rätsep; Cornelius Rau; Francesco Rausa ;Tharmini Ravi; Ali Raza; Andre Real; Stanislas Rebaudet; Sarah Redl; Brenda Reeve; Attaur Rehman; Liadain Reid; Dag Henrik Reikvam; Renato Reis; Jordi Rello; Jonathan Remppis; Martine Remy; Hongru Ren; Hanna Renk; Anne-Sophie Resseguier; Matthieu Revest; Oleksa Rewa; Luis Felipe Reyes; Tiago Reyes; Maria Ines Ribeiro; Antonia Ricchiuto; David Richardson; Denise Richardson; Laurent Richier; Siti Nurul Atikah Ahmad Ridzuan; Jordi Riera; Ana L Rios; Asgar Rishu; Patrick Rispal; Karine Risso; Maria Angelica Rivera Nuñez; Nicholas Rizer; Chiara Robba; André Roberto; Stephanie Roberts; David L Robertson; Olivier Robineau; Ferran Roche-Campo; Paola Rodari; Simão Rodeia; Julia Rodriguez Abreu; Bernhard Roessler; Claire Roger; Pierre-Marie Roger; Emmanuel Roilides; Amanda Rojek; Juliette Romaru; Roberto Roncon-Albuquerque Jr; Mélanie Roriz; Manuel Rosa-Calatrava; Michael Rose; Dorothea Rosenberger; Nurul Hidayah Mohammad Roslan; Andrea Rossanese; Matteo Rossetti; Sandra Rossi; Bénédicte Rossignol; Patrick Rossignol; Stella Rousset; Carine Roy; Benoît Roze; Desy Rusmawatiningtyas; Clark D Russell; Maeve Ryan; Maria Ryan; Mazankowski Heart Institute Ryckaert; Steffi Ryckaert; Aleksander Rygh Holten; Isabela Saba; Luca Sacchelli ;Sairah Sadaf; Musharaf Sadat; Valla Sahraei; Nadia Saidani; Maximilien Saint-Gilles; Pranya Sakiyalak; Nawal Salahuddin; Leonardo Salazar; Jodat Saleem; Nazal Saleh; Gabriele Sales; Stéphane Sallaberry; Charlotte Salmon Gandonniere; Hélène Salvator; Olivier Sanchez; Xavier Sánchez Choez; Kizy Sanchez de Oliveira; Angel Sanchez-Miralles; Vanessa Sancho-Shimizu; Gyan Sandhu; Zulfiqar Sandhu; Pierre-François Sandrine; Oana Sandulescu; Marlene Santos; Shirley Sarfo-Mensah; Bruno Sarmento Banheiro; Iam Claire E Sarmiento; Benjamine Sarton; Ankana Satya; Sree Satyapriya; Rumaisah Satyawati; Egle Saviciute; Parthena Savvidou; Yen Tsen Saw; Justin Schaffer; Tjard Schermer; Arnaud Scherpereel; Marion Schneider; Stephan Schroll; Michael Schwameis; Gary Schwartz; Janet T Scott; James Scott-Brown; Nicholas Sedillot; Tamara Seitz; Jaganathan Selvanayagam; Mageswari Selvarajoo; Caroline Semaille; Malcolm G Semple; Rasidah Bt Senian; Eric Senneville; Claudia Sepulveda; Filipa Sequeira; Tânia Sequeira; Ary Serpa Neto; Pablo Serrano Balazote; Ellen Shadowitz; Syamin Asyraf Shahidan; Mohammad Shamsah; Anuraj Shankar; Shaikh Sharjeel; Pratima Sharma; Catherine A Shaw; Victoria Shaw; Ashraf Sheharyar; Dr Rajesh Mohan Shetty; Rohan Shetty; Haixia Shi; Nisreen Shiban; Mohiuddin Shiekh; Takuya Shiga; Nobuaki Shime; Hiroaki Shimizu; Keiki Shimizu; Naoki Shimizu; Sally Shrapnel; Pramesh Sundar Shrestha; Shubha Kalyan Shrestha; Hoi Ping Shum; Nassima Si Mohammed; Ng Yong Siang; Jeanne Sibiude; Bountoy Sibounheuang; Atif Siddiqui; Louise Sigfrid; Piret Sillaots; Catarina Silva; Maria Joao Silva; Rogério Silva; Benedict Sim Lim Heng; Wai Ching Sin; Dario Sinatti; Budha Charan Singh; Punam Singh; Pompini Agustina Sitompul; Karisha Sivam; Vegard Skogen; Sue Smith; Benjamin Smood; Coilin Smyth; Michelle Smyth; Morgane Snacken; Dominic So; Tze Vee Soh; Lene Bergendal Solberg; Joshua Solomon; Tom Solomon; Emily Somers; Agnès Sommet; Myung Jin Song; Rima Song; Tae Song; Jack Song Chia; Michael Sonntagbauer; Azlan Mat Soom; Arne Søraas; Camilla Lund Søraas; Alberto Sotto; Edouard Soum; Ana Chora Sousa; Marta Sousa; Maria Sousa Uva; Vicente Souza-Dantas; Alexandra Sperry; Elisabetta Spinuzza; B P Sanka Ruwan Sri Darshana; Shiranee Sriskandan; Sarah Stabler; Thomas Staudinger; Stephanie-Susanne Stecher; Trude Steinsvik; Ymkje Stienstra; Birgitte Stiksrud; Eva Stolz; Amy Stone; Adrian Streinu-Cercel; Anca Streinu-Cercel; Samantha Strudwick; Ami Stuart; David Stuart; Decy Subekti; Gabriel Suen; Jacky Y Suen; Asfia Sultana; Charlotte Summers; Dubravka Supic; Deepashankari Suppiah; Magdalena Surovcová; Suwarti Suwarti; Andrey A Svistunov; Sarah Syahrin; Konstantinos Syrigos; Jaques Sztajnbok; Konstanty Szuldrzynski; Shirin Tabrizi; Fabio S Taccone; Lysa Tagherset; Shahdattul Mawarni Taib; Ewa Talarek; Sara Taleb; Jelmer Talsma; Renaud Tamisier; Maria Lawrensia Tampubolon; Kim Keat Tan; Le Van Tan; Yan Chyi Tan; Clarice Tanaka; Hiroyuki Tanaka; Taku Tanaka; Hayato Taniguchi; Huda Taqdees; Arshad Taqi; Coralie Tardivon; Pierre Tattevin; M Azhari Taufik; Hassan Tawfik; Richard S Tedder; Tze Yuan Tee; João Teixeira; Sofia Tejada; Marie-Capucine Tellier; Sze Kye Teoh; Vanessa Teotonio; François Téoulé; Pleun Terpstra; Olivier Terrier; Nicolas Terzi; Hubert Tessier-Grenier; Adrian Tey; Alif Adlan Mohd Thabit; Anand Thakur; Zhang Duan Tham; Suvintheran Thangavelu; Vincent Thibault; Simon-Djamel Thiberville; Benoît Thill; Jananee Thirumanickam; Shaun Thompson; David Thomson; Emma C Thomson; Surain Raaj Thanga Thurai; Duong Bich Thuy; Ryan S Thwaites; Andrea Ticinesi ;Paul Tierney; Vadim Tieroshyn; Peter S Timashev; Jean-François Timsit; Bharath Kumar Tirupakuzhi Vijayaraghavan; Noémie Tissot; Jordan Zhien Yang Toh; Maria Toki; Kristian Tonby; Sia Loong Tonnii; Antoni Torres; Margarida Torres; Rosario Maria Torres Santos-Olmo; Hernando Torres-Zevallos; Michael Towers; Tony Trapani; Théo Treoux; Huynh Trung Trieu; Cécile Tromeur; Ioannis Trontzas; Tiffany Trouillon; Jeanne Truong; Christelle Tual; Sarah Tubiana; Helen Tuite; Jean-Marie Turmel; Lance C W Turtle; Anders Tveita; Pawel Twardowski; Makoto Uchiyama; P G Ishara Udayanga; Andrew Udy; Roman Ullrich; Alberto Uribe; Asad Usman; Timothy M Uyeki; Cristinava Vajdovics; Luís Val-Flores; Piero Valentini; Ana Luiza Valle; Amélie Valran; Ilaria Valzano ;Stijn Van de Velde; Marcel van den Berge; Machteld Van der Feltz; Job van der Palen; Paul van der Valk; Nicky Van Der Vekens; Peter Van der Voort; Sylvie Van Der Werf; Marlice van Dyk; Laura van Gulik; Jarne Van Hattem; Carolien van Netten; Gitte Van Twillert; Ilonka van Veen; Noémie Vanel; Henk Vanoverschelde; Pooja Varghese; Michael Varrone; Shoban Raj Vasudayan; Charline Vauchy; Shaminee Veeran; Aurélie Veislinger; Sebastian Vencken; Sara Ventura; Annelies Verbon; James Vickers; José Ernesto Vidal; César Vieira; Deepak Vijayan; Joy Ann Villanueva; Judit Villar; Pierre-Marc Villeneuve; Andrea Villoldo; Nguyen Van Vinh Chau; Gayatri Vishwanathan; Benoit Visseaux; Hannah Visser; Chiara Vitiello; Manivanh Vongsouvath; Harald Vonkeman; Fanny Vuotto; Noor Hidayu Wahab; Suhaila Abdul Wahab; Nadirah Abdul Wahid; Marina Wainstein; Wan Fadzlina Wan Muhd Shukeri; Chih-Hsien Wang; Steve Webb; Jia Wei; Katharina Weil; Tan Pei Wen; Sanne Wesselius; T Eoin West; Murray Wham; Bryan Whelan; Nicole White; Paul Henri Wicky; Aurélie Wiedemann; Surya Otto Wijaya; Keith Wille; Suzette Willems; Virginie Williams; Evert-Jan Wils; Calvin Wong; Teck Fung Wong; Xin Ci Wong; Yew Sing Wong; Natalie Wright; Gan Ee Xian; Lim Saio Xian; Kuan Pei Xuan; Ioannis Xynogalas; Sophie Yacoub; Siti Rohani Binti Mohd Yakop; Masaki Yamazaki; Yazdan Yazdanpanah; Nicholas Yee Liang Hing; Cécile Yelnik; Chian Hui Yeoh; Stephanie Yerkovich; Touxiong Yiaye; Toshiki Yokoyama; Hodane Yonis; Obada Yousif; Saptadi Yuliarto; Akram Zaaqoq; Marion Zabbe; Kai Zacharowski; Masliza Zahid; Maram Zahran; Nor Zaila Binti Zaidan; Maria Zambon; Miguel Zambrano; Alberto Zanella; Konrad Zawadka; Nurul Zaynah; Hiba Zayyad; Alexander Zoufaly; David Zucman
2022-01-01
Abstract
The International Severe Acute Respiratory and Emerging Infection Consortium (ISARIC) COVID-19 dataset is one of the largest international databases of prospectively collected clinical data on people hospitalized with COVID-19. This dataset was compiled during the COVID-19 pandemic by a network of hospitals that collect data using the ISARIC-World Health Organization Clinical Characterization Protocol and data tools. The database includes data from more than 705,000 patients, collected in more than 60 countries and 1,500 centres worldwide. Patient data are available from acute hospital admissions with COVID-19 and outpatient follow-ups. The data include signs and symptoms, pre-existing comorbidities, vital signs, chronic and acute treatments, complications, dates of hospitalization and discharge, mortality, viral strains, vaccination status, and other data. Here, we present the dataset characteristics, explain its architecture and how to gain access, and provide tools to facilitate its use.
Citazione
ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19 / Clinical Characterization Group, Isaric; 1, Esteban Garcia-Gallo; 2 3, Laura Merson; 4, Kalynn Kennon; 4, Sadie Kelly; 5, Barbara Wanjiru Citarella; 6, Daniel Vidali Fryer; 6 7, Sally Shrapnel; 5, James Lee; 1, Sara Duque; V Fuentes 1, Yuli; 5, Valeria Balan; 5, Sue Smith; 5, Jia Wei; P Gonçalves 5, Bronner; D Russell 8, Clark; 5, Louise Sigfrid; 5, Andrew Dagens; L Olliaro 5, Piero; 5, Joaquin Baruch; 5, Christiana Kartsonaki; 5, Jake Dunning; 5, Amanda Rojek; 9, Aasiyah Rashan; Beane 10, Abi; Murthy 11, Srinivas; Felipe Reyes 12 13, Luis; Abbas, Ali; Ann Abdukahil, Sheryl; Najmee Abdulkadir, Nurul; Abe, Ryuzo; Abel, Laurent; Absil, Lara; Abu Jabal, Kamal; Abu Zayyad, Hiba; Acharya, Subhash; Acker, Andrew; Adachi, Shingo; Adam, Elisabeth; Adriano, Enrico; Adrião, Diana; Al Ageel, Saleh; Ahmed, Shakeel; Aiello, Marina; Ainscough, Kate; Airlangga, Eka; Aisa, Tharwat; Ait Hssain, Ali; Ait Tamlihat, Younes; Akimoto, Takako; Akmal, Ernita; Al Qasim, Eman; Al-Dabbous, Tala; Al-Fares, Abdulrahman; Alalqam, Razi; Alberti, Angela; Alegesan, Senthilkumar; Alegre, Cynthia; Alessi, Marta; Alex, Beatrice; Alexandre, Kévin; Alfoudri, Huda; Ali, Adam; Ali, Imran; Ali Shah, Naseem; Ali Sheikh, Naseem; Enagnon Alidjnou, Kazali; Aliudin, Jeffrey; Alkhafajee, Qabas; Allavena, Clotilde; Allou, Nathalie; Altaf, Aneela; Alves, João; Melo Alves, João; Alves, Rita; Amaral, Maria; Amira, Nur; Ammerlaan, Heidi; Ampaw, Phoebe; Andini, Roberto; Andrejak, Claire; Angheben, Andrea; Angoulvant, François; Ansart, Séverine; Anthonidass, Sivanesen; Antonelli, Massimo; Alexandre Antunes de Brito, Carlos; Rubayet Anwar, Kazi; Apriyana, Ardiyan; Arabi, Yaseen; Aragao, Irene; Arancibia, Francisco; Araujo, Carolline; Arcadipane, Antonio; Archambault, Patrick; Arenz, Lukas; Arlet, Jean-Benoît; Arnold-Day, Christel; Aroca, Ana; Arora, Lovkesh; Arora, Rakesh; Artaud-Macari, Elise; Aryal, Diptesh; Asaki, Motohiro; 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[10.1038/s41597-022-01534-9]
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Il report seguente simula gli indicatori relativi alla propria produzione scientifica in relazione alle soglie ASN 2023-2025 del proprio SC/SSD. Si ricorda che il superamento dei valori soglia (almeno 2 su 3) è requisito necessario ma non sufficiente al conseguimento dell'abilitazione.
