ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19
In: SCIENTIFIC DATA, 2022, Heft 1
Online
academicJournal
Zugriff:
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.
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ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19
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| Autor/in / Beteiligte Person: | Garcia-Gallo, Esteban ; Merson, Laura ; Kennon, Kalynn ; Kelly, Sadie ; Citarella, Barbara Wanjiru ; Fryer, Daniel Vidali ; Shrapnel, Sally ; Lee, James ; Duque, Sara ; Fuentes, Yuli V ; Balan, Valeria ; Smith, Sue ; Wei, Jia ; Gonçalves, Bronner P ; Russell, Clark D ; Sigfrid, Louise ; Dagens, Andrew ; Olliaro, Piero L ; Baruch, Joaquin ; Kartsonaki, Christiana ; Dunning, Jake ; Rojek, Amanda ; Rashan, Aasiyah ; Beane, Abi ; Murthy, Srinivas ; Reyes, Luis Felipe ; ISARIC Clinical Characterization Group: Ali Abbas ; Sheryl Ann Abdukahil ; Nurul Najmee Abdulkadir ; Abe, Ryuzo ; Abel, Laurent ; Absil, Lara ; Kamal Abu Jabal ; Hiba Abu Zayyad ; Acharya, Subhash ; Acker, Andrew ; Adachi, Shingo ; Adam, Elisabeth ; Adriano, Enrico ; Adrião, Diana ; Saleh Al Ageel ; Ahmed, Shakeel ; Aiello, Marina ; Ainscough, Kate ; Airlangga, Eka ; Aisa, Tharwat ; Ali Ait Hssain ; Younes Ait Tamlihat ; Akimoto, Takako ; Akmal, Ernita ; Eman Al Qasim ; 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 ; Naseem Ali Shah ; Naseem Ali Sheikh ; Kazali Enagnon Alidjnou ; Aliudin, Jeffrey ; Alkhafajee, Qabas ; Allavena, Clotilde ; Allou, Nathalie ; Altaf, Aneela ; Alves, João ; João Melo Alves ; Alves, Rita ; Amaral, Maria ; Amira, Nur ; Ammerlaan, Heidi ; Ampaw, Phoebe ; Andini, Roberto ; Andrejak, Claire ; Angheben, Andrea ; Angoulvant, François ; Ansart, Séverine ; Anthonidass, Sivanesen ; Antonelli, Massimo ; Carlos Alexandre Antunes de Brito ; Kazi Rubayet Anwar ; 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 ; Jean Baptiste Assie ; Asyraf, Amirul ; Atique, Anika ; A M Udara Lakshan Attanyake ; Auchabie, Johann ; Aumaitre, Hugues ; Auvet, Adrien ; Eyvind W Axelsen ; Azemar, Laurène ; Azoulay, Cecile ; Bach, Benjamin ; Bachelet, Delphine ; Badr, Claudine ; Bævre-Jensen, Roar ; Baig, Nadia ; J Kenneth Baillie ; J Kevin Baird ; Bak, Erica ; Bakakos, Agamemnon ; Nazreen Abu Bakar ; Bal, Andriy ; Balakrishnan, Mohanaprasanth ; Bani-Sadr, Firouzé ; Barbalho, Renata ; Nicholas Yuri Barbosa ; Wendy S Barclay ; Saef Umar Barnett ; Barnikel, Michaela ; Barrasa, Helena ; Barrelet, Audrey ; Barrigoto, Cleide ; Bartoli, Marie ; Bartone, Cheryl ; Baruch, Joaquín ; Bashir, Mustehan ; Basmaci, Romain ; Muhammad Fadhli Hassin Basri ; Battaglini, Denise ; Bauer, Jules ; Diego Fernando Bautista Rincon ; Denisse Bazan Dow ; Beane, Abigail ; Bedossa, Alexandra ; Ker Hong Bee ; Begum, Husna ; Behilill, Sylvie ; Beiruti, Karine ; Beishuizen, Albertus ; Beljantsev, Aleksandr ; Bellemare, David ; Beltrame, Anna ; Beatriz Amorim Beltrão ; Beluze, Marine ; Benech, Nicolas ; Lionel Eric Benjiman ; Benkerrou, Dehbia ; Bennett, Suzanne ; Bento, Luís ; Berdal, Jan-Erik ; Bergeaud, Delphine ; Bergin, Hazel ; José Luis Bernal Sobrino ; Bertoli, Giulia ; Bertolino, Lorenzo ; Bessis, Simon ; Betz, Adam ; Bevilcaqua, Sybille ; Bezulier, Karine ; Bhatt, Amar ; Bhavsar, Krishna ; Bianchi, Isabella ; Bianco, Claudia ; Farah Nadiah Bidin ; Moirangthem Bikram Singh ; Felwa Bin Humaid ; Mohd Nazlin Bin Kamarudin ; 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 ; Hans Martin Bosse ; 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 ; Fernando Augusto Bozza ; Braconnier, Axelle ; Braga, Cynthia ; Brandenburger, Timo ; Filipa Brás Monteiro ; Brazzi, Luca ; Breen, Dorothy ; Breen, Patrick ; Brickell, Kathy ; Browne, Alex ; Browne, Shaunagh ; Brozzi, Nicolas ; Sonja Hjellegjerde Brunvoll ; Brusse-Keizer, Marjolein ; Buchtele, Nina ; Buesaquillo, Christian ; Bugaeva, Polina ; Buisson, Marielle ; Buonsenso, Danilo ; Burhan, Erlina ; Burrell, Aidan ; Ingrid G Bustos ; Butnaru, Denis ; Cabie, André ; Cabral, Susana ; Caceres, Eder ; Cadoz, Cyril ; Callahan, Mia ; Calligy, Kate ; Jose Andres Calvache ; Caminiti, Caterina ; Camões, João ; Campana, Valentine ; Campbell, Paul ; Campisi, Josie ; Canepa, Cecilia ; Cantero, Mireia ; Caraux-Paz, Pauline ; Cárcel, Sheila ; Chiara Simona Cardellino ; Cardoso, Filipa ; Cardoso, Filipe ; Cardoso, Nelson ; Cardoso, Sofia ; Carelli, Simone ; Carlacci, Francesca ; Carlier, Nicolas ; Carmoi, Thierry ; Carney, Gayle ; Carqueja, Inês ; Carret, Marie-Christine ; François Martin Carrier ; 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 ; Giulio Giovanni Cavalli ; Cavayas, Alexandros ; Ceccato, Adrian ; Cervantes-Gonzalez, Minerva ; Chair, Anissa ; Chakveatze, Catherine ; Chan, Adrienne ; Chand, Meera ; Christelle Chantalat Auger ; Chapplain, Jean-Marc ; Chas, Julie ; Chatterjee, Allegra ; Chaudry, Mobin ; Jonathan Samuel Chávez Iñiguez ; Chen, Anjellica ; Chen, Yih-Sharng ; Matthew Pellan Cheng ; Cheret, Antoine ; Alfredo Antonio Chetta ; Chiarabini, Thibault ; Chica, Julian ; Suresh Kumar Chidambaram ; Leong Chin Tho ; Chirouze, Catherine ; Chiumello, Davide ; Hwa Jin Cho ; Cho, Sung-Min ; Cholley, Bernard ; Chommanam, Danoy ; Chopin, Marie-Charlotte ; Ting Soo Chow ; Yock Ping Chow ; Christy, Nathaniel ; Hiu Jian Chua ; Chua, Jonathan ; Jose Pedro Cidade ; José Miguel Cisneros Herreros ; Barbara Wanjiru Citarella ; Ciullo, Anna ; Clarke, Emma ; Clarke, Jennifer ; Rolando Claure-Del Granado ; Clohisey, Sara ; Perren J Cobb ; Codan, Cassidy ; Cody, Caitriona ; Coelho, Alexandra ; Coles, Megan ; Colin, Gwenhaël ; Collins, Michael ; Sebastiano Maria Colombo ; Combs, Pamela ; Connor, Marie ; Conrad, Anne ; Contreras, Sofía ; Conway, Elaine ; Graham S Cooke ; Copland, Mary ; Cordel, Hugues ; Corley, Amanda ; Cornelis, Sabine ; Alexander Daniel Cornet ; Arianne Joy Corpuz ; Cortegiani, Andrea ; Corvaisier, Grégory ; Costigan, Emma ; Couffignal, Camille ; Couffin-Cadiergues, Sandrine ; Courtois, Roxane ; Cousse, Stéphanie ; Cregan, Rachel ; Charles Crepy D'Orleans ; Croonen, Sabine ; Crowl, Gloria ; Crump, Jonathan ; Cruz, Claudina ; Juan Luis Cruz Berm ; Jaime Cruz Rojo ; 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 ; Ana da Silva Filipe ; Charlene Da Silveira ; Dabaliz, Al-Awwab ; John Arne Dahl ; Dahly, Darren ; Dalton, Heidi ; Dalton, Jo ; Daly, Seamus ; Daneman, Nick ; Daniel, Corinne ; Emmanuelle A Dankwa ; Dantas, Jorge ; 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 ; 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 ; Nathalie M Delfos ; 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 ; Juan Jose Diaz ; Diaz, Priscila ; Diaz, Rodrigo ; Didier, Kévin ; Diehl, Jean-Luc ; Dieperink, Wim ; Dimet, Jérôme ; Dinot, Vincent ; Diop, Fara ; Diouf, Alphonsine ; Dishon, Yael ; Djossou, Félix ; Annemarie B Docherty ; Doherty, Helen ; Arjen M Dondorp ; Dong, Andy ; Christl A Donnelly ; Donnelly, Maria ; Donohue, Chloe ; Donohue, Sean ; Donohue, Yoann ; Doran, Peter ; Dorival, Céline ; Douangdala, Phouvieng ; James Joshua Douglas ; Douma, Renee ; Dournon, Nathalie ; Downer, Triona ; Downey, Joanne ; Downing, Mark ; Drake, Tom ; Driscoll, Aoife ; Amiel A Dror ; Dryden, Murray ; Claudio Duarte Fonseca ; Dubee, Vincent ; Dubos, François ; Dubot-Pérès, Audrey ; Ducancelle, Alexandre ; Duculan, Toni ; Dudman, Susanne ; Duggal, Abhijit ; Dunand, Paul ; Duplaix, Mathilde ; Durante-Mangoni, Emanuele ; Lucian Durham 3rd ; Dussol, Bertrand ; Duthoit, Juliette ; Duval, Xavier ; Anne Margarita Dyrhol-Riise ; Sim Choon Ean ; Echeverria-Villalobos, Marco ; Economopoulos, Giorgio ; Edelstein, Michael ; Egan, Siobhan ; Linn Margrete Eggesbø ; Eira, Carla ; Mohammed El Sanharawi ; Elapavaluru, Subbarao ; Elharrar, Brigitte ; Ellerbroek, Jacobien ; Ellingjord-Dale, Merete ; Eloy, Philippine ; Elshazly, Tarek ; Elyazar, Iqbal ; Enderle, Isabelle ; Endo, Tomoyuki ; Chan Chee Eng ; Engelmann, Ilka ; Enouf, Vincent ; Epaulard, Olivier ; Escher, Martina ; Esperatti, Mariano ; Esperou, Hélène ; Esposito-Farese, Marina ; Estevão, João ; Etienne, Manuel ; Ettalhaoui, Nadia ; Anna Greti Everding ; Evers, Mirjam ; Fabre, Isabelle ; Fabre, Marc ; Faheem, Amna ; Fahy, Arabella ; Cameron J Fairfield ; Fakar, Zul ; Fareed, Komal ; Faria, Pedro ; Farooq, Ahmed ; Fateena, Hanan ; Arie Zainul Fatoni ; Faure, Karine ; Favory, Raphaël ; Fayed, Mohamed ; Feely, Niamh ; Feeney, Laura ; Fernandes, Jorge ; Marília Andreia Fernandes ; Fernandes, Susana ; Ferrand, François-Xavier ; Eglantine Ferrand Devouge ; 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 ; Letizia Lucia Florio ; Flynn, Brigid ; Flynn, Deirdre ; Fogliazza, Federica ; Foley, Claire ; Foley, Jean ; Fomin, Victor ; Fonseca, Tatiana ; Fontela, Patricia ; Forsyth, Simon ; Foster, Denise ; Foti, Giuseppe ; Fourn, Erwan ; Robert A Fowler ; Fraher, Marianne ; Franch-Llasat, Diego ; Fraser, Christophe ; John F Fraser ; Marcela Vieira Freire ; Ana Freitas Ribeiro ; 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 ; Linda Gail Skeie ; Gallagher, Phil ; Elena Gallego Curto ; Gamble, Carrol ; Gani, Yasmin ; Garan, Arthur ; Garcia, Rebekha ; Noelia García Barrio ; Garcia-Diaz, Julia ; Garimella, Navya ; Garofalo, Federica ; Garot, Denis ; Garrait, Valérie ; Gauli, Basanta ; Gault, Nathalie ; Gavin, Aisling ; Gavrylov, Anatoliy ; Gaymard, Alexandre ; Gebauer, Johannes ; Geraud, Eva ; Louis Gerbaud Morlaes ; Germano, Nuno ; Praveen Kumar Ghisulal ; 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 ; Jin Yi Goh ; Golob, Jonathan ; Gomes, Rui ; Gomez, Kyle ; Gómez-Junyent, Joan ; Gominet, Marie ; Bronner P Gonçalves ; Gonzalez, Alicia ; Gordon, Patricia ; Gorelik, Yanay ; Gorenne, Isabelle ; Goubert, Laure ; Goujard, Cécile ; Goulenok, Tiphaine ; Grable, Margarite ; Graf, Jeronimo ; Edward Wilson Grandin ; Granier, Pascal ; Grasselli, Giacomo ; Grazioli, Lorenzo ; Christopher A Green ; Greene, Courtney ; Greenhalf, William ; Greffe, Segolène ; Domenico Luca Grieco ; Griffee, Matthew ; Griffiths, Fiona ; Grigoras, Ioana ; Groenendijk, Albert ; Anja Grosse Lordemann ; Gruner, Heidi ; Gu, Yusing ; Guarracino, Fabio ; Guedj, Jérémie ; Guego, Martin ; Guellec, Dewi ; Guerguerian, Anne-Marie ; Guerreiro, Daniela ; Guery, Romain ; Guillaumot, Anne ; Guilleminault, Laurent ; Maisa Guimarães de Castro ; 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 ; Raph L Hamers ; Hamidfar, Rebecca ; Hammarström, Bato ; Hammond, Terese ; Lim Yuen Han ; Haniffa, Rashan ; Kok Wei Hao ; Hardwick, Hayley ; Ewen M Harrison ; Harrison, Janet ; Samuel Bernard Ekow Harrison ; Hartman, Alan ; Mohd Shahnaz Hasan ; 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 ; Yi Bin Ho ; Hoctin, Alexandre ; Hoffmann, Isabelle ; Wei Han Hoh ; Hoiting, Oscar ; Holt, Rebecca ; Jan Cato Holter ; Horby, Peter ; Juan Pablo Horcajada ; Hoshino, Koji ; Hoshino, Kota ; Houas, Ikram ; Catherine L Hough ; Houltham, Stuart ; Jimmy Ming-Yang Hsu ; Hulot, Jean-Sébastien ; Huo, Stella ; Hussain, Iqbal ; Ijaz, Samreen ; Illes, Hajnal-Gabriela ; Imbert, Patrick ; Imran, Mohammad ; Rana Imran Sikander ; Imtiaz, Aftab ; Inácio, Hugo ; Carmen Infante Dominguez ; Yun Sii Ing ; Iosifidis, Elias ; Ippolito, Mariachiara ; Isgett, Sarah ; Isidoro, Tiago ; Ismail, Nadiah ; Isnard, Margaux ; Mette Stausland Istre ; 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 ; Anilawati Mat Jelani ; Jenum, Synne ; Jimbo-Sotomayor, Ruth ; Ong Yiaw Joe ; Ruth N Jorge García ; Silje Bakken Jørgensen ; 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 ; Karl Trygve Kalleberg ; Kalomoiri, Smaragdi ; Muhammad Aisar Ayadi Kamaluddin ; Zul Amali Che Kamaruddin ; Kamarudin, Nadiah ; Kamineni, Kavita ; Darshana Hewa Kandamby ; Kandel, Chris ; Kong Yeow Kang ; Kanwal, Darakhshan ; Kanyawati, Dyah ; Karpayah, Pratap ; Karsies, Todd ; 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, Yvelynne ; Kelsey, Maeve ; Kennedy, Ryan ; Keomany, Sommay ; Kernan, Maeve ; Kerroumi, Younes ; Keshav, Sharma ; Kestelyn, Evelyne ; Khalid, Imrana ; Khalid, Osama ; Khalil, Antoine ; Khan, Coralie ; Khan, Irfan ; Quratul Ain Khan ; Khanal, Sushil ; Khatak, Abid ; Khawaja, Amin ; Kherajani, Krish ; Michelle E Kho ; Khoo, Denisa ; Khoo, Ryan ; Khoo, Saye ; Khoso, Nasir ; Khor How Kiat ; Kida, Yuri ; Kihuga, Harrison ; Kiiza, Peter ; Beathe Kiland Granerud ; Anders Benjamin Kildal ; Jae Burm Kim ; Kimmoun, Antoine ; Kindgen-Milles, Detlef ; King, Alexander ; Kitamura, Nobuya ; Eyrun Floerecke Kjetland Kjetland ; Klenerman, Paul ; Klont, Rob ; Gry Kloumann Bekken ; Stephen R Knight ; Kobbe, Robin ; Kodippily, Chamira ; Malte Kohns Vasconcelos ; Koirala, Sabin ; Komatsu, Mamoru ; Korten, Volkan ; Kosgei, Caroline ; Kpangon, Arsène ; Krawczyk, Karolina ; Krishnan, Sudhir ; Krishnan, Vinothini ; Kruglova, Oksana ; Kumar, Deepali ; Kumar, Ganesh ; Kumar, Mukesh ; Pavan Kumar Vecham ; Kuriakose, Dinesh ; Kurtzman, Ethan ; Neurinda Permata Kusumastuti ; Kutsogiannis, Demetrios ; Kutsyna, Galyna ; Kyriakoulis, Konstantinos ; L'Her, Erwan ; Lachatre, Marie ; Lacoste, Marie ; John G Laffey ; Lagrange, Marie ; Laine, Fabrice ; Lairez, Olivier ; Lakhey, Sanjay ; Lalueza, Antonio ; Lambert, Marc ; Lamontagne, François ; Langelot-Richard, Marie ; Langlois, Vincent ; Eka Yudha Lantang ; 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 ; 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 ; Leal, Ema ; Marta Leal Santos ; Biing Horng Lee ; Heng Gee Lee ; Su Hwan Lee ; Todd C Lee ; Yi Lin Lee ; Leeming, Gary ; Lefebvre, Bénédicte ; Lefebvre, Laurent ; Lefevre, Benjamin ; LeGac, Sylvie ; Lelievre, Jean-Daniel ; Lellouche, François ; Lemaignen, Adrien ; Lemee, Véronique ; Lemeur, Anthony ; Lemmink, Gretchen ; Ha Sha Lene ; 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 ; Gianluigi Li Bassi ; Liang, Janet ; Liaquat, Ali ; Liegeon, Geoffrey ; Kah Chuan Lim ; Wei Shen Lim ; Lima, Chantre ; Lina, Bruno ; Lina, Lim ; Lind, Andreas ; Maja Katherine Lingad ; Lingas, Guillaume ; Lion-Daolio, Sylvie ; Lissauer, Samantha ; Liu, Keibun ; Livrozet, Marine ; Lizotte, Patricia ; Loforte, Antonio ; Lolong, Navy ; Leong Chee Loon ; Lopes, Diogo ; Lopez-Colon, Dalia ; Anthony L Loschner ; Loubet, Paul ; Loufti, Bouchra ; Louis, Guillame ; Lourenco, Silvia ; Lovelace-Macon, Lara ; Lee Lee Low ; Lowik, Marije ; Jia Shyi Loy ; Jean Christophe Lucet ; Carlos Lumbreras Bermejo ; Carlos M Luna ; Lungu, Olguta ; Luong, Liem ; Luque, Nestor ; Luton, Dominique ; Lwin, Nilar ; Lyons, Ruth ; Maasikas, Olavi ; Mabiala, Oryane ; MacDonald, Sarah ; Machado, Mose ; Macheda, Gabriel ; Juan Macias Sanchez ; Madhok, Jai ; Madiha, Hashmi ; Guillermo Maestro de la Calle ; Magara, Jacob ; Maglietta, Giuseppe ; Mahieu, Rafael ; Mahy, Sophie ; Ana Raquel Maia ; Lars S Maier ; Maillet, Mylène ; Maitre, Thomas ; Majori, Maria ; Malfertheiner, Maximilian ; Malik, Nadia ; Mallon, Paddy ; Maltez, Fernando ; Malvy, Denis ; Mammi, Patrizia ; Manda, Victoria ; Jose M Mandei ; Mandelbrot, Laurent ; Manetta, Frank ; Mankikian, Julie ; Manning, Edmund ; Manuel, Aldric ; Ceila Maria Sant'Ana Malaque ; Marino, Daniel ; Marino, Flávio ; Markowicz, Samuel ; Charbel Maroun Eid ; Marques, Ana ; Marquis, Catherine ; Marsh, Brian ; Marsh, Laura ; Marshal, Megan ; Marshall, John ; Celina Turchi Martelli ; Martin, Dori-Ann ; Martin, Emily ; Martin-Blondel, Guillaume ; Martin-Loeches, Ignacio ; Martin-Quiros, Alejandro ; Martinelli, Alessandra ; Martinot, Martin ; Martins, Ana ; Martins, João ; Martins, Nuno ; Caroline Martins Rego ; Martucci, Gennaro ; Martynenko, Olga ; Eva Miranda Marwali ; Marzukie, Marsilla ; Juan Fernado Masa Jimenez ; Maslove, David ; Mason, Phillip ; Mason, Sabina ; Masood, Sobia ; Basri Mat Nor ; Matan, Moshe ; Henrique Mateus Fernandes ; Mathew, Meghena ; Mathieu, Daniel ; Mattei, Mathieu ; Matulevics, Romans ; Maulin, Laurence ; Maxwell, Michael ; Maynar, Javier ; Mayxay, Mayfong ; Mazzoni, Thierry ; Natalie Mc Evoy ; Lisa Mc Sweeney ; McArthur, Colin ; McCarthy, Aine ; McCarthy, Anne ; McCloskey, Colin ; McConnochie, Rachael ; McDermott, Sherry ; Sarah E McDonald ; McElroy, Aine ; McElwee, Samuel ; McEneany, Victoria ; McGeer, Allison ; McKay, Chris ; McKeown, Johnny ; Kenneth A McLean ; 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 ; Alexander J Mentzer ; Mercier, Emmanuelle ; Mercier, Noémie ; Merckx, Antoine ; Mergeay-Fabre, Mayka ; Mergler, Blake ; Meschi, Tiziana ; Mesquita, António ; Meta, Roberta ; Metwally, Osama ; Meybeck, Agnès ; Meyer, Dan ; Alison M Meynert ; Meysonnier, Vanina ; Meziane, Amina ; Mezidi, Mehdi ; Michelagnoli, Giuliano ; Michelanglei, Céline ; Michelet, Isabelle ; Mihelis, Efstathia ; Mihnovit, Vladislav ; Miranda-Maldonado, Hugo ; Nor Arisah Misnan ; Nik Nur Eliza Mohamed ; Tahira Jamal Mohamed ; Moin, Asma ; Molina, David ; Molinos, Elena ; Molloy, Brenda ; Mone, Mary ; Monteiro, Agostinho ; Montes, Claudia ; Montrucchio, Giorgia ; Moore, Sarah ; Shona C Moore ; Lina Morales Cely ; Moro, Lucia ; Diego Rolando Morocho Tutillo ; Morton, Ben ; Motherway, Catherine ; Motos, Ana ; Mouquet, Hugo ; Clara Mouton Perrot ; Moyet, Julien ; Mudara, Caroline ; Aisha Kalsoom Mufti ; Ng Yong Muh ; Muhamad, Dzawani ; Mullaert, Jimmy ; Müller, Fredrik ; Karl Erik Müller ; Munblit, Daniel ; Muneeb, Syed ; Munir, Nadeem ; Munshi, Laveena ; Murphy, Aisling ; Murphy, Lorna ; Murris, Marlène ; Musaab, Himed ; Mutti, Carlotta ; Muvindi, Himasha ; Muyandy, Gugapriyaa ; Dimitra Melia Myrodia ; Farah Nadia Mohd-Hanafiah ; Nagpal, Dave ; Narasimhan, Mangala ; Narayanan, Nageswaran ; Rashid Nasim Khan ; Nazerali-Maitland, Alasdair ; Neant, Nadège ; Neb, Holger ; Necsoi, Coca ; Nikita A Nekliudov ; Nelwan, Erni ; Neto, Raul ; Neumann, Emily ; Neves, Bernardo ; Pauline Yeung Ng ; Wing Yiu Ng ; Nghi, Anthony ; Ngure, Jane ; Nguyen, Duc ; Orna Ni Choileain ; Niamh Ni Leathlobhair ; Nichol, Alistair ; Nitayavardhana, Prompak ; Nonas, Stephanie ; Nurul Amani Mohd Noordin ; Noret, Marion ; Nurul Faten Izzati Norharizam ; Norman, Lisa ; Notari, Alessandra ; Noursadeghi, Mahdad ; Nowicka, Karolina ; Nowinski, Adam ; Nseir, Saad ; Jose I Nunez ; Nurnaningsih, Nurnaningsih ; Dwi Utomo Nusantara ; Nyamankolly, Elsa ; Anders Benteson Nygaard ; Fionnuala O Brien ; Annmarie O Callaghan ; O'Callaghan, Annmarie ; O'Donnell, Max ; O'Halloran, Sophie ; O'Hearn, Katie ; O'Neil, Conar ; O'Shea, Linda ; O'Sullivan, Miriam ; Occhipinti, Giovanna ; OConnor, Derbrenn ; Ogston, Tawnya ; Ogura, Takayuki ; Oh, Tak-Hyuk ; Ohshimo, Shinichiro ; Oldakowska, Agnieszka ; Oliveira, João ; Oliveira, Larissa ; Piero L Olliaro ; David S Y Ong ; Jee Yan Ong ; Oosthuyzen, Wilna ; Opavsky, Anne ; Openshaw, Peter ; Orakzai, Saijad ; Claudia Milena Orozco-Chamorro ; Orquera, Andrés ; Ortoleva, Jamel ; Osatnik, Javier ; Siti Zubaidah Othman ; Otiku, Paul ; Ouamara, Nadia ; Ouissa, Rachida ; Owyang, Clark ; Oziol, Eric ; Pagadoy, Mader ; Pages, Justine ; Palacios, Amanda ; Palacios, Mario ; Palmarini, Massimo ; Panarello, Giovanna ; Prasan Kumar Panda ; Paneru, Hem ; Lai Hui Pang ; Panigada, Mauro ; Pansu, Nathalie ; Papadopoulos, Aurélie ; Parducci, Paolo ; Edwin Fernando Paredes Oña ; Parke, Rachael ; Parker, Melissa ; Parra, Briseida ; Parrini, Vieri ; Pasha, Taha ; Pasquier, Jérémie ; Pastene, Bruno ; Patauner, Fabian ; Patel, Drashti ; Mohan Dass Pathmanathan ; Patrão, Luís ; Patricio, Patricia ; Patrier, Juliette ; Patrizi, Laura ; Patterson, Lisa ; Pattnaik, Rajyabardhan ; Paul, Christelle ; Paul, Mical ; Paulos, Jorge ; William A Paxton ; 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; Rausa, Francesco ; Ravi, Tharmini ; Raza, Ali ; Real, Andre ; Rebaudet, Stanislas ; Redl, Sarah ; Reeve, Brenda ; Rehman, Attaur ; Reid, Liadain ; Dag Henrik Reikvam ; Reis, Renato ; Rello, Jordi ; Remppis, Jonathan ; Remy, Martine ; Ren, Hongru ; Renk, Hanna ; Resseguier, Anne-Sophie ; Revest, Matthieu ; Rewa, Oleksa ; Luis Felipe Reyes ; Reyes, Tiago ; Maria Ines Ribeiro ; Ricchiuto, Antonia ; Richardson, David ; Richardson, Denise ; Richier, Laurent ; Siti Nurul Atikah Ahmad Ridzuan ; Riera, Jordi ; Ana L Rios ; Rishu, Asgar ; Rispal, Patrick ; Risso, Karine ; Maria Angelica Rivera Nuñez ; Rizer, Nicholas ; Robba, Chiara ; Roberto, André ; Roberts, Stephanie ; David L Robertson ; Robineau, Olivier ; Roche-Campo, Ferran ; Rodari, Paola ; Rodeia, Simão ; Julia Rodriguez Abreu ; Roessler, Bernhard ; Roger, Claire ; Roger, Pierre-Marie ; Roilides, Emmanuel ; Romaru, Juliette ; Roberto Roncon-Albuquerque Jr ; Roriz, Mélanie ; Rosa-Calatrava, Manuel ; Rose, Michael ; Rosenberger, 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Sriniva ; ISARIC Clinical Characterization Group: 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 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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 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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 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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 |
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| Zeitschrift: | SCIENTIFIC DATA, 2022, Heft 1 |
| Veröffentlichung: | 2022 |
| Medientyp: | academicJournal |
| DOI: | 10.1038/s41597-022-01534-9 |
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