8 research outputs found
O USO DA INFORMÁTICA COMO FERRAMENTA DE ENSINO
- Author
- Publication venue
- Maria Aparecida Silva Furtado
- Publication date
- 26/10/2020
- Field of study
Introdução: Na década de 1990, as Tecnologias Educacionais se diferenciaram pelo seu perfil, com novos modos de trabalho na educação. Isso se deu em face às variadas questões, reflexões e críticas, geradas em torno da sua importância nos sistemas educativos. Deu-se, também, com a informática começando a ser disseminada de forma mais ampla no sistema educacional do país com a iniciativa do Ministério da Educação (MEC) com o projeto EDUCOM, cujo objetivo foi o de se efetivar o desenvolvimento de pesquisas e estratégias metodológicas do uso do computador como recurso pedagógico. Participaram várias universidades públicas e foram implantados centros-piloto para o desenvolvimento de investigações voltadas ao uso do computador na aprendizagem. Objetivo: Objetiva-se avaliar a percepção do professor e dos alunos em relação à contribuição da informática na educação. Método: Na metodologia, uma abordagem qualitativa, pautada em pesquisa bibliográfica. Resultado: Pode-se constatar que tanto os professores quanto os alunos têm encontrado diversas barreiras, como a falta de infraestrutura e problemas com a rede de computadores nas escolas. Apesar de reconhecerem a importância da inclusão digital, não encontram os recursos necessários e de qualidade para introduzir os meios tecnológicos em suas atividades. O poder público atua de forma lenta, quando poderia tomar atitudes mais concretas no intuito de providenciar a instalação dos laboratórios de informática com mais suporte de um técnico no espaço escolar. Por fim, procedeu-se a uma análise de sua aplicação, obtendo-se algumas conclusões a respeito de sua utilização como material de apoio ao ensino
Global disparities in surgeons’ workloads, academic engagement and rest periods: the on-calL shIft fOr geNEral SurgeonS (LIONESS) study
- Author
- Abdelkhalek Mohamed
- Abellán Antonio Melero
- Abelló David
- Abu-Arish Hamdoon
- Acevedo Ana Karen Radilla
- Adamina Michel
- Adamovich Dmitry Mikhailovich
- Addeo Pietro
- Adewunmi Olayinka Lukman
- Aeschbacher Pauline
- Afolabi Akinwale Ibrahim
- Agastra Ervis
- Agresta Ferdinando
- Aguilar Juan Carlos Cardozo
- Ahmed Bensaad
- Ahmed Nauman
- Aimal Aimal Khan
- Aiolfi Alberto
- Akay Omer
- al-Najami Issam
- Al-Shehari Mohammed
- Alconchel Felipe
- Alesina Pier Francesco
- Alhazmi Ahmad
- Ali Mahmoud Ibrahim
- Aliyev Vusal
- Alonso Patricia
- Aloun Ali
- Altinel Yuksel
- Altomare Michele
- Alvarez-Gallego Mario
- Ammendola Michele
- Ammerata Giorgio
- Anania Marco
- Anas Abdelhmed
- Andreuccetti Jacopo
- Andriola Valeria
- Andriola Valeria
- Anelli Ferdinando M.
- Anestiadou Elissavet
- Angrisani Marco
- Antonacci Nicola
- Antonacci Nicola
- Antonelli Amedeo
- Antropoli Carmine
- Aparicio Antonio Carlos Maya
- Apostolou Konstantinos
- Arcudi Claudio
- Aregawi Alazar Berhe
- Argenio Giulio
- Ascari Francesca
- Asfaw Fitsum Terefe
- Athar Rahmatullah
- Atici Semra Demirli
- Au Stephanie
- Augustin Goran
- Avella Pasquale
- Avellaneda Nicolas
- Awad Ahmed K.
- Awad Selmy S.
- Awad Selmy S.
- Ayalew Alem Mekete
- Aytac Erman
- Aytac Erman
- Azevedo José
- Baba Arshad Ahmed
- Bacchiocchi Giulia
- Bagaglini Giulia
- Bagaria Dinesh
- Baili Efstratia
- Bains Lovenish
- Baiocchi Gian Luca
- Bala Miklosh
- Balaphas Alexandre
- Balassone Valerio
- Baldi Caterina
- Baldini Edoardo
- Balla Andrea
- Ballester Cristina
- Bandaru Kalyan Vijay Kumar
- Bandyopadhyay Samik K.
- Bannone Elisa
- Barba Leonardo A.
- Barberis Andrea
- Barone Mirko
- Barranquero Alberto G.
- Barugola Giuliano
- Barzola Ernesto J.
- Batıkan Oğuzkağan
- Bavikatte Akshay Prasannakumar
- Bayileyegn Nebiyou Simegnew
- Bedros Nicole Mary
- Beisani Marc
- Bejiga Gosa Hundie
- Bekana Bekana L.
- Belay Tatek
- Belia Francesco
- Belkacem Acidi
- Bellanova Giovanni
- Bellato Vittoria
- Bellido-luque Juan
- Bellini Maria Irene
- Bellver Pedro Palazón
- Benzoni Enrico
- Benzoni Ilaria
- Bergna Alessandro
- Bhat Pawan Singh
- Bhattacharya Kaushik
- Bhattacharya Neela
- Bhatti Hamza Waqar
- Bianchi Valentina
- Bianco Giuseppe
- Biloslavo Alan
- Biniam Ewnte
- Blanco-Antona Francisco
- Bocchino Antonio
- Bointas Georgios
- Bollino Ruggero
- Bonavina Luigi
- Bondurri Andrea
- Bonilla Fernando
- Bonito Alba Correa
- Bono Dario
- Borges Nuno
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- Bottcher Sofia Maria Jaume
- Bourguiba Mohamed Aboulkacem
- Bourmpouteli Eirini
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- Braccio Bartolomeo
- Brady Richard R. W.
- Braholli Eriol
- Brasset Camille
- Brillantino Antonio
- Brillantino Antonio
- Briones Cristhian Gonzalo Aspiazu
- Brisinda Giuseppe
- Brito Ismael
- Brookes Charlotte Elisabeth
- Brucchi Francesco
- Bulte Joris P.
- Buonomo Oreste Claudio
- Butler Rebecca Jayne
- Cacciaguerra Andrea Benedetti
- Caldeira Beatriz
- Calini Giacomo
- Calu Valentin
- Calussi Marco
- Calussi Marco
- Cammarat Roberto
- Cammarata Roberto
- Campagnaro Tommaso
- Campanelli Michela
- Campisi Andrea
- Campus Federica
- Candilio Giuseppe
- Cannavo Maurizio
- Cannistra Marco
- Cannistra Marco
- Cano-Valderrama Oscar
- Canonico Giuseppe
- Cantarino Frederico
- Capitano Sante
- Capolupo Gabriella Teresa
- Cappuccio Micaela
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- Capuano Marianna
- Caputo Damiano
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- Carvas João M. B.
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- Castaldi Antonio
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- Castro Ernest
- Castro Maria J.
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- Ceresoli Marco
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- Cestino Luca
- Chai Feng Yih
- Chalkoo Mushtaq A.
- Charalabopoulos Alexandros
- Charalabopoulos Alexandros
- Charitaki Evgenia
- Chessa Antonella
- Chessa Antonella
- Chevallay Mickael
- Chia Chi Fung
- Chillarge Gauri
- Chimenti Federica
- Chitul Andrei
- Chiu Jennifer H. F.
- Chooklin Serge
- Choudhry Asad
- Chouliaras Christos
- Chowdhury Ashim
- Christodoulou Prokopis
- Chrysikos Michael
- Chukwu Isaac Sunday
- Cianci Pasquale
- Ciarleglio Francesco A.
- Cicerchia Pierfranco Maria
- Ciesielski Wojciech J.
- Cigognini Maria
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- Ciro Mauricio Pedraza
- Clementi Marco
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- Daniel Clerc
- Dardanov Dragomir
- Davey Matthew G.
- Davies Justin
- Davis Daniel G.
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- De Campos Tercio
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- De Nobili Giovanni
- de Oliveira Gabriel Paiva
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- De Simone Belinda
- de Vries Hilbert S.
- Debela Bizuneh Sime
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- Deerenberg Eva B.
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- Di Martino Marcello
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- di Mola Fabio F.
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- Di Saverio Salomone
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- Diaz-Elizondo Jose Antonio
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- Farrukh Maira
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- Felsenreich Daniel M.
- Fernandez Carmen Cagigas
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- Gonzalez Ana
- González Lluis García
- González Tomas Elosua
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- Gómez Marta Jiménez
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- Grama Florin A.
- Granata Roberta
- Gravante Gianpiero
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- Gupta Ashish
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- Gülcü Barış
- Güngör Mert
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- Halder Subhadip
- Hale Lyman Lansing
- Harvitkar Rafique Umer
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- Hernandez-Garcia Miguel
- Hernández Edgard Efrén Lozada
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- Ielpo Benedetto
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- Ingallinella Sara
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- Izzo Giuliano
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- Jansson Hannes
- Johnson Benjamin E.
- Jordão Daniel Filipe Martins
- Juloski Jovan
- Junior Marcelo A. F. Ribeiro
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- Karamarkovic Aleksandar
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- Kelly Michael E.
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- Leo Cosimo Alex
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- Levi Sandri Giovanni Battista
- Lianos Georgios D.
- Licardie Eugenio
- Lichliter Warren E.
- Linares Neiling Massiel Oviedo
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- Lisi Giorgio
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- Luzzi Andrea Pierre
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- Mambrilla Sara
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- Manfredelli Simone
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- Manrique Mario Montes
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- Merlini David A.
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- Morales Emilio J.
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- Nazir Fozia
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- Nicolaescu Diana C.
- Nicolazzi Marco
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- Nigri Giuseppe
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- null null
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- Oddis Lidia
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- Rodriguez-Lopez Mario
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- Roesel Raffaello
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- Schiavo Ciro
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- Scotti Mauro Alessandro
- Scotto Bruno
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- Selvaggi Francesco
- Selvaggi Lucio
- Sensi Bruno
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- Seretis Charalampos
- Sergeant Gregory
- Serrablo Alejandro
- Serradilla-Martín Mario
- Serrano-Navidad Monica
- Sevik Husnu
- Seyfried Steffen
- Shalaby Mostafa
- Shiferaw Desta
- Siagian Dumaria Ketty
- Sibaja-Matamoros Dauber A.
- Sica Giuseppe S.
- Sidiropoulou Zacharoula
- Silvestro Roberto
- Singares Eduardo Smith
- Singh-Ranger Gurpreet
- Siragusa Leandro
- Slesser Alistair A. P.
- Sliwinski Svenja Christin
- Smerieri Elia
- Smerieri Nazareno
- Soares Antonio S.
- Soldini Gabriele
- Sotiropoulou Maria
- Sotiropoulu Maria
- Souadka Amine
- Sousa Xavier
- Souza Hamilton Petry
- Spampinato Marcello Giuseppe
- Sparavigna Marco
- Spartalis Eleftherios
- Spartalis Michael
- Sperotto Beatrice
- Spiezio Giovanni
- Spoletini Gabriele
- Stecca Tommaso
- Stijns Jasper
- Stocco Alberto
- Stringfield Sarah Beth
- Stubbs Benjamin M.
- Subramaniam Ravichandran
- Supit Tommy
- Syed Syed Muhammad Ali
- Syn Nicholas L.
- Synekidou Eirini
- Tadesse Robel
- Taeme Mulugeta
- Taffese Abebe
- Takkenberg Marijn
- Tallon-Aguilar Luis
- Tamini Nicolò
- Tampaki Ekaterini Christina
- Tampakis Athanasios
- Tan Jessica J.
- Tan Jih Huei
- Tandoi Francesco
- Tantravahi Umasankar
- Tarallo Mariarita
- Tartaglia Nicola
- Tasselli Francesco Menegon
- Tasselli Francesco Menegon
- Tatar Cihad
- Tayeh Salim
- Taylor John Vincent
- Ted Tedla Gebretsadik
- Teddy Tewodros Abule Bilata
- Tegegn Ayenachew Getachew
- Tejedor Patricia
- Tekin Oguzhan
- Tellez Clara
- Tenconi Silvia Maria
- Tense Tadesse H.
- Tepelenis Kostas
- Teran Alfonso Ivan Sanchez
- Terés Lara Blanco
- Terwes Natasha Loria
- Tesfay Goytom Knfe
- Thambi Prem
- Tita Agustín
- Tolla Ashenafi Negash
- Tolonen Matti
- Tomada Elisa Paoluzzi
- Tomasicchio Giovanni
- Toscano Marta Jiménez
- Toti Johannes M. A.
- Travers Lawrence Albert Salter
- Tropeano Francesca Paola
- Tryliskyy Yegor
- Tsouknidas Ioannis
- Tufo Andrea
- Tur-Martinez Jaume
- Tur-Martinez Jaume
- Tura Marina Vila
- Turrado-Rodriguez Victor
- Turri Giulia
- Tutino Roberta
- Uccelli Matteo
- Uggeri Fabio
- Uzunoglu Mustafa Yener
- Uzzau Alessandro
- Uzzau Alessandro
- Vailas Michail
- Vailas Michail
- Valadez Michel Hernandez
- Valdivieso Xavier HGarcía
- Valinoti Agustín
- Van Doorn Berend
- van Ramshorst Gabrielle
- Vanerio Patricio
- Vannelli Alberto
- Vanni Gianluca
- Vanni Gianluca
- Varela Cristopher
- Varela Cristopher L.
- Vargas Luis Felipe Cabrera
- Vellei Samantha
- Verdi Daunia
- Veroux Massimiliano
- Veroux Massimiliano
- Vescio Francesca
- Vigorita Vincenzo
- Vilallonga Ramon
- Vincenzi Paolo
- Vinci Danilo
- Vinci Danilo
- Violante Tommaso
- Visag-Castillo Victor
- Voon Kelvin
- Walędziak Maciej
- Wani Ajaz
- Wani Ishfaq Ahmad
- Wani Rauf
- Wassie Chekol
- Wilkins Alex
- Wyroslak-Najs Justyna
- Yallew Gebeyaw Mengist
- Yang Wah
- Yildirim Ali Cihat
- Yildiz Ishak
- Yiu Andrew
- Yiu Andrew
- Younis Muhammad Umar
- Yusoff Ahmad Ramzi
- Zacharis Georgios
- Zafra David Ambrona
- Zaghloul Tarek M.
- Zambon Martina
- Zanus Giacomo
- Zarnescu Narcis Octavian
- Zeb Muhammad
- Zena Alemayehu Shanko
- Zerbo Domenico
- Zuchini Andrés Mendoza
- Zullo Alessia
- Publication venue
- Publication date
- 29/04/2024
- Field of study
: The workload of general surgeons is multifaceted, encompassing not only surgical procedures but also a myriad of other responsibilities. From April to May 2023, we conducted a CHERRIES-compliant internet-based survey analyzing clinical practice, academic engagement, and post-on-call rest. The questionnaire featured six sections with 35 questions. Statistical analysis used Chi-square tests, ANOVA, and logistic regression (SPSS® v. 28). The survey received a total of 1.046 responses (65.4%). Over 78.0% of responders came from Europe, 65.1% came from a general surgery unit; 92.8% of European and 87.5% of North American respondents were involved in research, compared to 71.7% in Africa. Europe led in publishing research studies (6.6 ± 8.6 yearly). Teaching involvement was high in North America (100%) and Africa (91.7%). Surgeons reported an average of 6.7 ± 4.9 on-call shifts per month, with European and North American surgeons experiencing 6.5 ± 4.9 and 7.8 ± 4.1 on-calls monthly, respectively. African surgeons had the highest on-call frequency (8.7 ± 6.1). Post-on-call, only 35.1% of respondents received a day off. Europeans were most likely (40%) to have a day off, while African surgeons were least likely (6.7%). On the adjusted multivariable analysis HDI (Human Development Index) (aOR 1.993) hospital capacity > 400 beds (aOR 2.423), working in a specialty surgery unit (aOR 2.087), and making the on-call in-house (aOR 5.446), significantly predicted the likelihood of having a day off after an on-call shift. Our study revealed critical insights into the disparities in workload, access to research, and professional opportunities for surgeons across different continents, underscored by the HDI
COVID-19 symptoms at hospital admission vary with age and sex: results from the ISARIC prospective multinational observational study
- Author
- Abdukahil Sheryl Ann
- Abdukahil Sheryl,
- Abe Ryuzo
- Abel Laurent
- Abreu Julia Rodriguez
- Abreu Julia,
- Absil Lara
- Acker Andrew
- Adachi Shingo
- Adam Elisabeth
- Adrião Diana
- Ainscough Kate
- Akimoto Takako
- Al Qasim Eman
- Al-Dabbous Tala
- Al-Fares Abdulrahman
- Alalqam Razi
- Alex Beatrice
- Alexandre Kévin
- Alfoudri Huda
- Alidjnou Kazali Enagnon
- Alidjnou Kazali,
- Aliudin Jeffrey
- Allavena Clotilde
- Allou Nathalie
- Alves João
- Alves Rita
- Amaral Maria
- Ammerlaan Heidi
- Ampaw Phoebe
- Andini Roberto
- Andrejak Claire
- Angheben Andrea
- ANGOULVANT François
- Ansart Séverine
- Antonelli Massimo
- Arabi Yaseen
- Aragao Irene
- Arcadipane Antonio
- Arenz Lukas
- Arlet Jean-Benoît
- Arnold-Day Christel
- Arora Lovkesh
- Artaud-Macari Elise
- Asensio Angel
- Assie Jean Baptiste
- Assie Jean,
- Atique Anika
- Auchabie Johann
- Aumaitre Hugues
- Azemar Laurène
- Azoulay Cécile
- Bach Benjamin
- Bachelet Delphine
- Baillie J. Kenneth,
- Bak Erica
- Bakakos Agamemnon
- Banisadr Firouzé
- Barbalho Renata
- Barclay Wendy,
- Barnikel Michaela
- Barrelet Audrey
- Barrigoto Cleide
- Basmaci Romain
- Bassi Gianluigi Li
- Bassi Gianluigi,
- Bedossa Alexandra
- Behilill Sylvie
- Bekken Gry Kloumann
- Bekken Gry,
- Beljantsev Aleksandr
- Bellemare David
- Beltrame Anna
- Beluze Marine
- Benech Nicolas
- Benkerrou Dehbia
- Bennett Suzanne
- Bento Luís
- Berdal Jan-Erik
- Bergeaud Delphine
- Bertolino Lorenzo
- Bessis Simon
- Bevilcaqua Sybille
- Bhavsar Krishna
- Bissuel François
- Biston Patrick
- Bitker Laurent
- Blanco-Schweizer Pablo
- Blot Mathieu
- Boccia Filomena
- Bogaert Debby
- Bompart François
- Booth Gareth
- Borges Diogo
- Borie Raphaël
- Bos Jeannet
- Bosse Hans Martin
- Bosse Hans,
- Botelho-Nevers Elisabeth
- Bouadma Lila
- Bouchaud Olivier
- Bouchez Sabelline
- Bouhmani Dounia
- Bouhour Damien
- Bouiller Kévin
- Bouillet Laurence
- Bouisse Camille
- Boureau Anne-Sophie
- Bouscambert Maude
- Bouziotis Jason
- Boxma Bianca
- Boyer-Besseyre Marielle
- Boylan Maria
- Braga Cynthia
- Brandenburger Timo
- Brazzi Luca
- Breen Dorothy
- Breen Patrick
- Brickell Kathy
- Brozzi Nicolas
- Buchtele Nina
- Buesaquillo Christian
- Bugaeva Polina
- Buisson Marielle
- Burhan Erlina
- Bustos Ingrid,
- Butnaru Denis
- Cabie André
- Cabral Susana
- Caceres Eder
- Callahan Mia
- Calligy Kate
- Calvache Jose Andres
- Calvache Jose,
- Campana Valentine
- Campbell Paul
- Camões João
- Canepa Cecilia
- Cantero Mireia
- Caraux-Paz Pauline
- Cardoso Filipa
- Cardoso Filipe
- Cardoso Sofia
- Carelli Simone
- Carlier Nicolas
- Carney Gayle
- Carpenter Chloe
- Carret Marie-Christine
- Carrier François Martin
- Carrier François,
- Carson Gail
- Casanova Maire-Laure
- Cascão Mariana
- Casimiro José
- Cassandra Bailey
- Castanheira Nidyanara
- Castañeda Silvia
- Castor-Alexandre Guylaine
- Castrillón Henry
- Castro Ivo
- Catarino Ana
- Catherine François-Xavier
- Cavalin Roberta
- Cavalli Giulio Giovanni
- Cavalli Giulio,
- Cavayas Alexandros
- Ceccato Adrian
- Cervantes-Gonzalez Minerva
- Chair Anissa
- Chakveatze Catherine
- Chan Adrienne
- Chand Meera
- Chas Julie
- Chassin Camille
- Chen Anjellica
- Chen Yih-Sharng
- Cheng Matthew Pellan
- Cheng Matthew,
- Cheret Antoine
- Chiarabini Thibault
- Chica Julian
- Chirouze Catherine
- Chiumello Davide
- Cho Hwa Jin
- Cho Hwa,
- Cho Sung Min
- Cho Sung,
- Choez Xavier Sánchez
- Choez Xavier,
- Choileain Orna Ni
- Choileain Orna,
- Cholley Bernard
- Cidade Jose Pedro
- Cidade Jose,
- Citarella Barbara Wanjiru
- Citarella Barbara,
- Ciullo Anna
- Clarke Jennifer
- Clohisey Sara
- Codan Cassidy
- Cody Caitriona
- Coelho Alexandra
- Colin Gwenhaël
- Collins Michael
- Colombo Sebastiano Maria
- Colombo Sebastiano,
- Combs Pamela
- Connelly J.,
- Connor Marie
- Conrad Anne
- Contreras Sofía
- Cooke Graham,
- Copland Mary
- Cordel Hugues
- Corley Amanda
- Cormican Sarah
- Cornelis Sabine
- Corpuz Arianne Joy
- Corpuz Arianne,
- Corvaisier Grégory
- Couffignal Camille
- Couffin-Cadiergues Sandrine
- Courtois Roxane
- Croonen Sabine
- Crowl Gloria
- Crump Jonathan
- Cruz Claudina
- Csete Marc
- Cucino Alberto
- Cullen Caroline
- Cummings Matthew
- Curley Gerard
- Curlier Elodie
- Curto Elena Gallego
- Curto Elena,
- Custodio Paula
- Cárcel Sheila
- Da Silva Filipe Ana
- Da Silveira Charlene
- Dabaliz Al-Awwab
- Dagens Andrew,
- Dalton Heidi
- Dalton Jo
- Daneman Nick
- Dankwa Emmanuelle,
- Dantas Jorge
- De Araújo Mariz Carolline
- De Brito Carlos Alexandre Antunes
- De Brito Carlos,
- De Castro Nathalie
- De Mendoza Diego
- De Oliveira França Rafael Freitas
- De Oliveira França Rafael,
- De Rosa Rosanna
- De Silva Thushan
- De Vries Peter
- Dean David
- Debray Marie-Pierre
- Dechert William
- Deconninck Lauren
- Decours Romain
- Delacroix Isabelle
- Delavigne Karen
- Deligiannis Ionna
- Dell’amore Andrea
- Delobel Pierre
- Demonchy Elisa
- Denis Emmanuelle
- Deplanque Dominique
- Depuydt Pieter
- Desai Mehul
- Descamps Diane
- Desvallée Mathilde
- Devouge Eglantine Ferrand
- Devouge Eglantine,
- Dewayanti Santi Rahayu
- Dewayanti Santi,
- Diallo Alpha
- Diamantis Sylvain
- Dias André
- Diaz Juan Jose Diaz
- Diaz Juan,
- DIAZ Rodrigo
- Didier Kévin
- Diehl Jean-Luc
- Dieperink Wim
- Dimet Jérôme
- Dinot Vincent
- Diouf Alphonsine
- Dishon Yael
- Djossou Félix
- Docherty Annemarie,
- Dominguez Carmen Infante
- Dominguez Carmen,
- Dong Andy
- Donnelly Christl,
- Donnelly Maria
- Donohue Chloe
- Dorival Céline
- Douglas James Joshua
- Douglas James,
- Douma Renee
- Dournon Nathalie
- Downer Triona
- Downing Mark
- Drake Tom
- Dubee Vincent
- DUBOS François
- Ducancelle Alexandra
- Dudman Susanne
- Dunning Jake
- Duranti Silvia
- Durham Lucian
- Dussol Bertrand
- Duval Xavier
- Dyrhol-Riise Anne Margarita
- Dyrhol-Riise Anne,
- D’aragon Frédérick
- D’Orleans Charles Crepy
- D’orleans Charles,
- D’Ortenzio Eric
- Eid Charbel Maroun
- Eid Charbel,
- Eira Carla
- Elapavaluru Subbarao
- Elharrar Brigitte
- Elkheir Natalie
- Ellerbroek Jacobien
- Ellis Rachael
- Eloy Philippine
- Elshazly Tarek
- Enderle Isabelle
- Engelmann Ilka
- Enouf Vincent
- Epaulard Olivier
- Esperatti Mariano
- Esperou Hélène
- Esposito-Farese Marina
- Estevão João
- Etienne Manuel
- Ettalhaoui Nadia
- Everding Anna Greti
- Everding Anna,
- Evers Mirjam
- Fabre Isabelle
- Faheem Amna
- Fahy Arabella
- Fairfield Cameron,
- Faria Pedro
- Farshait Nataly
- Fatoni Arie Zainul
- Fatoni Arie,
- Faure Karine
- Fayed Mohamed
- Feely Niamh
- Fernandes Jorge
- Fernandes Marília
- Fernandes Susana
- Ferraz Mário
- Ferreira Benigno
- Ferrer-Roca Ricard
- Ferrão Joana
- Figueiredo-Mello Claudia
- Flateau Clara
- Fletcher Tom
- Florio Letizia Lucia
- Florio Letizia,
- Foley Claire
- Fomin Victor
- Fonseca Claudio Duarte
- Fonseca Claudio,
- Fonseca Tatiana
- Fontela Patricia
- Forsyth Simon
- Foti Giuseppe
- Fourn Erwan
- Fowler Rob
- Franch-Llasat Diego
- Fraser Christophe
- Fraser John
- Freire Marcela Vieira
- Freire Marcela,
- Friedrich Caren
- Fry Stéphane
- Fuentes Nora
- Fukuda Masahiro
- Gaborieau Valérie
- Gachet Benoît
- Gaci Rostane
- Gagliardi Massimo
- Gagnard Jean-Charles
- Gagneux-Brunon Amandine
- Gaião Sérgio
- Gallagher Phil
- Gamble Carrol
- Garan Arthur
- Garcia Rebekha
- Garcia-Gallo Esteban
- GarcÍa Ruth Noemí Jorge
- García Ruth,
- Garot Denis
- Garrait Valérie
- Gault Nathalie
- Gavin Aisling
- Gaymard Alexandre
- Gebauer Johannes
- Germano Nuno
- Ghosn Jade
- Giani Marco
- Giaquinto Carlo
- Gibson Jess
- Gigante Tristan
- Gilg Morgane
- Giordano Guillermo
- Girvan Michelle
- Gissot Valérie
- Giwangkancana Gezy
- Glikman Daniel
- Glybochko Petr
- Gnall Eric
- Goco Geraldine
- Goehringer François
- Goepel Siri
- Goffard Jean-Christophe
- Golob Jonathan
- Gorenne Isabelle
- Goujard Cécile
- Goulenok Tiphaine
- Grable Margarite
- Grandin Edward Wilson
- Grandin Edward,
- Granier Pascal
- Grasselli Giacomo
- Green Christopher,
- Greenhalf William
- Greffe Segolène
- Grieco Domenico Luca
- Grieco Domenico,
- Griffee Matthew
- Griffiths Fiona
- Grigoras Ioana
- Groenendijk Albert
- Gruner Heidi
- Gu Yusing
- Guedj Jérémie
- Guellec Dewi
- Guerguerian Anne-Marie
- Guerreiro Daniela
- Guery Romain
- Guillaumot Anne
- Guilleminault Laurent
- Guimard Thomas
- Gómez-Junyent Joan
- Haber Daniel
- Hakak Sheeba
- Hall Matthew
- Halpin Sophie
- Hamer Ansley
- Hamidfar Rebecca
- Hammond Terese
- Hardwick Hayley
- Harley Kristen
- Harrison Ewen,
- Harrison Janet
- Hays Leanne
- Heerman Jan
- Heggelund Lars
- Hendry Ross
- Hennessy Martina
- Henriquez-Trujillo Aquiles
- Hentzien Maxime
- Hernandez-Montfort Jaime
- Herreros Jose Miguel Cisneros
- Herreros Jose,
- Hidayah Astarini
- Higgins Dawn
- Higgins Eibhilin
- Hinton Samuel
- Hipólito-Reis Ana
- Hiraiwa Hiroaki
- Hiscox Julian,
- Ho Antonia Ying Wai
- Ho Antonia,
- Hoctin Alexandre
- Hoffmann Isabelle
- Hoiting Oscar
- Holt Rebecca
- Holten Aleksander Rygh
- Holten Aleksander,
- Holter Jan Cato
- Holter Jan,
- Horby Peter
- Horcajada Juan Pablo
- Horcajada Juan,
- Hoshino Koji
- Hoshino Kota
- Hough Catherine,
- Hssain Ali Ait
- Hssain Ali,
- Hsu Jimmy Ming-Yang
- Hulot Jean-Sébastien
- Humaid Felwa Bin
- Humaid Felwa,
- Ijaz Samreen
- Illes Hajnal-Gabriela
- Inácio Hugo
- Iosifidis Elias
- Irvine Lacey
- Isgett Sarah
- Isidoro Tiago
- Isnard Margaux
- Itai Junji
- Ivulich Daniel
- Jaafoura Salma
- Jabot Julien
- Jackson Clare
- Jamieson Nina
- Jaureguiberry Stéphane
- Javidfar Jeffrey
- Jean-Benoît Zabbe
- Jego Florence
- Jenum Synne
- Jimenez Juan Fernado Masa
- Jimenez Juan,
- Johal Simreen Kaur
- Johal Simreen,
- Joseph Cédric
- Joseph Mark
- Jouvet Philippe
- Jung Hanna
- Kafif Ouifiya
- Kaguelidou Florentia
- Kali Sabina
- Kalomoiri Smaragdi
- Kandamby Darshana Hewa
- Kandamby Darshana,
- Kandel Chris
- Kant Ravi
- Kartsonaki Christiana
- Kasugai Daisuke
- Katz Kevin
- Keating Sean
- Kelly Andrea
- Kelly Sadie
- Kennedy Lisa
- Kennon Kalynn
- Kerroumi Younes
- Kestelyn Evelyne
- Khalid Imrana
- Khalil Antoine
- Khan Coralie
- Khan Irfan
- Kho Michelle,
- Khoo Saye
- Kida Yuri
- Kiiza Peter
- Kildal Anders Benjamin
- Kildal Anders,
- Kimmoun Antoine
- Kindgen-Milles Detlef
- Kitamura Nobuya
- Klenerman Paul
- Knight Stephen
- Kobbe Robin
- Korten Volkan
- Kosgei Caroline
- Krawczyk Karolina
- KUMAR Deepali
- Kurtzman Ethan
- Kutsogiannis Demetrios
- Kyriakoulis Konstantinos
- LACHATRE Marie
- Lacoste Marie
- Laffey John,
- Lagrange Marie
- Laine Fabrice
- Lambert Marc
- Lamontagne François
- Langelot-Richard Marie
- Lantang Eka Yudha
- Lantang Eka,
- Lanza Marina
- Laouénan Cédric
- Laribi Samira
- Lariviere Delphine
- Launay Odile
- Lavie-Badie Yoan
- Law Andrew
- Le Bihan Clément
- Le Bris Cyril
- Le Coustumier Eve
- Le Falher Georges
- Le Gac Sylvie
- Le Hingrat Quentin
- Le Maréchal Marion
- Le Mestre Soizic
- Le Moing Vincent
- Le Nagard Hervé
- Le Turnier Paul
- Le Van Tan
- Le Minh
- Leal Ema
- Lee James
- Lee Su Hwan
- Lee Su,
- Lee Todd
- Leeming Gary
- Lefebvre Bénédicte
- Lefebvre Laurent
- Lefevre Benjamin
- Lellouche François
- Lemaignen Adrien
- Lemee Véronique
- Lemmink Gretchen
- Leone Michela
- Lepiller Quentin
- Lescure François-Xavier
- Lesens Olivier
- Lesouhaitier Mathieu
- Levy Bruno
- Levy Yves
- Levy-Marchal Claire
- León Rafael
- Liang Janet
- Lim Wei Shen
- Lim Wei,
- Lina Bruno
- Lind Andreas
- Lingas Guillaume
- Lion-Daolio Sylvie
- Liu Keibun
- Loforte Antonio
- Lolong Navy
- Lopes Diogo
- Lopez-Colon Dalia
- Lordemann Anja Grosse
- Lordemann Anja,
- Loubet Paul
- Lucet Jean Christophe
- Lucet Jean,
- Luna Carlos,
- Lungu Olguta
- Luong Liem
- Luton Dominique
- Lyons Ruth
- L’Her Erwan
- Maasikas Olavi
- Macdonald Sarah
- Machado Moïse
- Macheda Gabrielle
- Madhok Jai
- Mahieu Rafael
- Mahy Sophie
- Maier Lars Siegfrid
- Maier Lars,
- Maillet Mylène
- Maitre Thomas
- Malaque Ana
- Maldonado Hugo Miranda
- Maldonado Hugo,
- Malfertheiner Maximilian
- Malik Nadia
- Maltez Fernando
- Malvy Denis
- MAMBERT Marina
- Manda Victoria
- Mandei Jose,
- Mangoni Emanuele Durante
- Mangoni Emanuele,
- Manning Edmund
- Manuel Aldric
- Marino Flávio
- Marques Ana
- Marquis Catherine
- Marsh Brian
- Marsh Laura
- Marshall John
- Martelli Celina Turchi
- Martelli Celina,
- Martin Dori-Ann
- Martin Emily
- Martin-Blondel Guillaume
- Martin-Loeches Ignacio
- Martin-Quiros Alejandro
- Martinot Martin
- Martins Ana
- Martins João
- Martucci Gennaro
- Marwali Eva Miranda
- Marwali Eva,
- Maslove David
- Mason Sabina
- Matan Moshe
- Mathieu Daniel
- Mattei Mathieu
- Matulevics Romans
- Maulin Laurence
- Mc Evoy Natalie
- Mccarthy Aine
- Mccloskey Colin
- Mcconnochie Rachael
- Mcdermott Sherry
- McDonald Sarah
- Mcelwee Samuel
- Mcevoy Natalie
- McGeer Allison
- Mcguinness Niki
- Mclean Kenneth,
- Mcnicholas Bairbre
- Meaney Edel
- Mear-Passard Cécile
- Mechlin Maggie
- Mele Ferruccio
- Menon Kusum
- Mentré France
- Mentzer Alexander,
- Mercier Noémie
- Merckx Antoine
- Mergler Blake
- Merson Laura
- Mesquita António
- Meybeck Agnès
- Meynert Alison,
- Meyssonnier Vanina
- Meziane Amina
- Mezidi Medhi
- Michelanglei Céline
- Mihnovitš Vladislav
- Mohammed Nassima Si
- Mohammed Nassima,
- Moin Asma
- Molina David
- Molinos Elena
- Mone Mary
- Monteiro Agostinho
- Montes Claudia
- Montrucchio Giorgia
- Moore Sarah
- Moore Shona,
- Morales-Cely Lina
- Morlaes Louis Gerbaud
- Morlaes Louis,
- Moro Lucia
- Motos Ana
- Mouquet Hugo
- Moyet Julien
- Mullaert Jimmy
- Munblit Daniel
- Murphy Derek
- Murris Marlène
- Myrodia Dimitra Melia
- Myrodia Dimitra,
- Müller Fredrik
- Müller Karl Erik
- Müller Karl,
- Neant Nadège
- Neb Holger
- Nekliudov Nikita,
- Neto Raul
- Neumann Emily
- Neves Bernardo
- Ng Pauline Yeung
- Ng Pauline,
- Ng Wing Yiu
- Ng Wing,
- Nichol Alistair
- Nonas Stephanie
- Noret Marion
- Norman Lisa
- Notari Alessandra
- Noursadeghi Mahdad
- Nowicka Karolina
- Nseir Saad
- Nunez Jose,
- Nuñez Maria Angelica Rivera
- Nuñez Maria,
- Nyamankolly Elsa
- N’Guyen Yohan
- Occhipinti Giovanna
- Ogston Tawnya
- Ogura Takayuki
- Oh Tak-Hyuk
- Ohshimo Shinichiro
- Oinam Budha Charan Singh
- Oinam Budha,
- Oliveira Ana Pinho
- Oliveira Ana,
- Oliveira João
- Olliaro Piero
- Ong David,
- Oosthuyzen Wilna
- Openshaw Peter,
- Orozco-Chamorro Claudia Milena
- Orozco-Chamorro Claudia,
- Orquera Andrés
- Osatnik Javier
- Ouamara Nadia
- Ouissa Rachida
- Owyang Clark
- Oziol Eric
- O’donnell Max
- O’hearn Katie
- O’neil Conar
- Pagadoy Maïder
- Pages Justine
- Palacios Mario
- Palmarini Massimo
- Panarello Giovanna
- Panda Prasan Kumar
- Panda Prasan,
- Panigada Mauro
- Pansu Nathalie
- Papadopoulos Aurélie
- Parra Briseida
- Pasquier Jérémie
- Patauner Fabian
- Patrão Luís
- Paul Christelle
- Paul Mical
- Paulos Jorge
- Paxton William,
- Payen Jean-François
- Pearse India
- Peek Giles,
- Peelman Florent
- Peiffer-Smadja Nathan
- Peigne Vincent
- Pejkovska Mare
- Peltan Ithan,
- Pereira Rui
- Perez Daniel
- Perpoint Thomas
- Perrot Clara Mouton
- Perrot Clara,
- Pesenti Antonio
- Petroušová Lenka
- Petrov-Sanchez Ventzislava
- Peytavin Gilles
- Pharand Scott
- Piagnerelli Michael
- Picard Walter
- Picone Olivier
- Piel-Julian Marie
- Pierobon Carola
- Pimentel Carlos
- Piroth Lionel
- Pius Riinu
- Piva Simone
- Plantier Laurent
- Plotkin Daniel
- Poissy Julien
- Pokorska-Spiewak Maria
- Poli Sergio
- Pollakis Georgios
- Popielska Jolanta
- Postma Douwe,
- Povoa Pedro
- Powis Jeff
- Prapa Sofia
- Prebensen Christian
- Preiser Jean-Charles
- Prestre Vincent
- Price Nicholas
- Prinssen Anton
- Pritchard Mark,
- Proença Lúcia
- Purcell Gregory
- Puéchal Oriane
- Póvoas Diana
- Quesada Luisa
- Quist-Paulsen Else
- Quraishi Mohammed
- Rabaud Christian
- Rafiq Marie
- Ragazzo Gabrielle
- Rainieri Fernando
- Ramakrishnan Nagarajan
- Ramanathan Kollengode
- Rammaert Blandine
- Rapp Christophe
- Rasmin Menaldi
- Rau Cornelius
- Rebaudet Stanislas
- Redl Sarah
- Reeve Brenda
- Rego Caroline Martins
- Rego Caroline,
- Reid Liadain
- Reis Renato
- Remppis Jonathan
- Remy Martine
- Renk Hanna
- Resende Liliana
- Resseguier Anne-Sophie
- Revest Matthieu
- Rewa Oleksa
- Reyes Luis Felipe
- Reyes Luis,
- Ribeiro Ana Freitas
- Ribeiro Ana,
- Richardson David
- Richardson Denise
- Richier Laurent
- Riera Jordi
- Rincon Diego Fernando Bautista
- Rincon Diego,
- Rios Ana Lúcia
- Rios Ana,
- Rishu Asgar
- Rispal Patrick
- Risso Karine
- Rizer Nicholas
- Roberto André
- Roberts Stephanie
- Robertson David,
- Robineau Olivier
- Roche-Campo Ferran
- Rodari Paola
- Rodeia Simão
- Roilides Emmanuel
- Rojek Amanda
- Romaru Juliette
- Roncon-Albuquerque Roberto
- Roriz Mélanie
- Rosa-Calatrava Manuel
- Rose Michael
- Rosenberger Dorothea
- Rossanese Andrea
- Rossignol Bénédicte
- Rossignol Patrick
- Roy Carine
- Roze Benoît
- Russell Clark,
- Ryckaert Steffi
- Rätsep Indrek
- Rössler Bernhard
- Saba Isabela
- Sadat Musharaf
- Saidani Nadia
- Salazar Leonardo
- Sales Gabriele
- Sallaberry Stéphane
- Salvator Hélène
- Sanchez Juan Macias
- Sanchez Juan,
- Sanchez Olivier
- Sanchez-Miralles Angel
- Sancho-Shimizu Vanessa
- Sandhu Gyan
- Sandulescu Oana
- Sanharawi Mohammed El
- Sanharawi Mohammed,
- Sant Ceila Maria
- Sant Ceila,
- Santos Marlene
- Santos Marta Leal
- Santos Marta,
- Santos-Olmo Rosario Maria Torres
- Santos-Olmo Rosario,
- Sarfo-Mensah Shirley
- Sarton Benjamine
- Saviciute Egle
- Savvidou Parthena
- Scarsbrook Joshua
- Schermer Tjard
- Scherpereel Arnaud
- Schneider Marion
- Schroll Stephan
- Schwameis Michael
- Scott Janet,
- Scott-Brown James
- Sedillot Nicholas
- Seitz Tamara
- Semaille Caroline
- Semple Malcolm,
- Senneville Eric
- Sequeira Filipa
- Sequeira Tânia
- Shadowitz Ellen
- Shamsah Mohammad
- Sharma Pratima
- Shaw Catherine,
- Shaw Victoria
- Shiban Nisreen
- Shime Nobuaki
- Shimizu Hiroaki
- Shimizu Keiki
- Shrapnel Sally
- Shum Hoi Ping
- Shum Hoi,
- Sigfrid Louise
- Silva Catarina
- Silva Maria Joao
- Silva Maria,
- Sin Wai Ching
- Sin Wai,
- Skogen Vegard
- Smith Sue
- Smood Benjamin
- Smyth Michelle
- Snacken Morgane
- So Dominic
- Solis Monserrat
- Solomon Joshua
- Solomon Tom
- Somers Emily
- Sommet Agnès
- Song Myung Jin
- Song Myung,
- Song Rima
- Song Tae
- Sonntagbauer Michael
- Sotomayor Ruth Jimbo
- Sotomayor Ruth,
- Soum Edouard
- Sousa Marta
- Souza-Dantas Vicente
- Sperry Alexandra
- Sriskandan Shiranee
- Staudinger Thomas
- Stecher Stephanie-Susanne
- Stienstra Ymkje
- Stiksrud Birgitte
- Streinu-Cercel Adrian
- Streinu-Cercel Anca
- Strudwick Samantha
- Stuart Ami
- Stuart David
- Suen Jacky,
- Sultana Asfia
- Summers Charlotte
- Svistunov Magdalena Surovcová Andrey A.
- Svistunov Magdalena,
- Syrigos Konstantinos
- Sztajnbok Jaques
- Szuldrzynski Konstanty
- Tabrizi Shirin
- Tagherset Lysa
- Talarek Ewa
- Taleb Sara
- Talsma Jelmer
- Tamlihat Younes Ait
- Tamlihat Younes,
- Tanaka Hiroyuki
- Tanaka Taku
- Taniguchi Hayato
- Tardivon Coralie
- Tattevin Pierre
- Taufik M. Azhari,
- Tedder Richard,
- Teixeira João
- Tellier Marie-Capucine
- Terpstra Pleun
- Terrier Olivier
- Terzi Nicolas
- Tessier-Grenier Hubert
- Thibault V.
- Thiberville Simon-Djamel
- Thill Benoît
- Thompson A.,
- Thompson Shaun
- Thomson David
- Thomson Emma,
- Thuy Duong Bich
- Thuy Duong,
- Thwaites Ryan,
- Timashev Peter,
- Timsit Jean-François
- Toki Maria
- Tonby Kristian
- Torres Antoni
- Torres Margarida
- Trieu Huynh Trung
- Trieu Huynh,
- Trioux Théo
- Tromeur Cécile
- Trontzas Ioannis
- Troost Jonathan
- Trouillon Tiffany
- Tual Christelle
- Tubiana Sarah
- Tuite Helen
- Turtle Lance,
- Tutillo Diego Rolando Morocho
- Tutillo Diego,
- Twardowski Pawel
- Téoulé François
- Uchiyama Makoto
- Ullrich Roman
- Uribe Alberto
- Usman Asad
- Uva Maria Sousa
- Uva Maria,
- Val-Flores Luís
- Van De Velde Stijn
- Van Den Berge Marcel
- Van Der Feltz Machteld
- Van Der Vekens Nicky
- Van Der Voort Peter
- Van Der Werf Sylvie
- Van Dyk Marlice
- Van Gulik Laura
- Van Hattem Jarne
- Van Lelyveld Steven
- Van Netten Carolien
- Van Vinh Chau Nguyen
- Vanel Noémie
- Vanoverschelde Henk
- Vasconcelos Malte Kohns
- Vasconcelos Malte,
- Vauchy Charline
- Vecham Pavan Kumar
- Vecham Pavan,
- Veislinger Aurélie
- Velazco Jorge
- Ventura Sara
- Verbon Annelies
- Vidal José Ernesto
- Vidal José,
- Vieira César
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Vijayaraghavan Bharath,
- Villanueva Joy Ann
- Villanueva Joy,
- Villar Judit
- Villeneuve Pierre-Marc
- Villoldo Andrea
- Visseaux Benoit
- Visser Hannah
- Vuorinen Aapeli
- Vuotto Fanny
- Wang Chih-Hsien
- Wei Jia
- Weil Katharina
- Wesselius Sanne
- Wham Murray
- Whelan Bryan
- White Nicole
- Wiedemann Aurélie
- Wille Keith
- Wils Evert-Jan
- Xynogalas Ioannis
- Yacoub Sophie
- Yamazaki Masaki
- Yazdanpanah Yazdan
- Yelnik Cécile
- Yerkovich Stephanie
- Yokoyama Toshiki
- Yonis Hodane
- Young Paul
- Yuliarto Saptadi
- Zabbe Marion
- Zacharowski Kai
- Zahran Maram
- Zambon Maria
- Zanella Alberto
- Zawadka Konrad
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/2021
- Field of study
Background:
The ISARIC prospective multinational observational study is the largest cohort of hospitalized patients with COVID-19. We present relationships of age, sex, and nationality to presenting symptoms.
Methods:
International, prospective observational study of 60 109 hospitalized symptomatic patients with laboratory-confirmed COVID-19 recruited from 43 countries between 30 January and 3 August 2020. Logistic regression was performed to evaluate relationships of age and sex to published COVID-19 case definitions and the most commonly reported symptoms.
Results:
‘Typical’ symptoms of fever (69%), cough (68%) and shortness of breath (66%) were the most commonly reported. 92% of patients experienced at least one of these. Prevalence of typical symptoms was greatest in 30- to 60-year-olds (respectively 80, 79, 69%; at least one 95%). They were reported less frequently in children (≤ 18 years: 69, 48, 23; 85%), older adults (≥ 70 years: 61, 62, 65; 90%), and women (66, 66, 64; 90%; vs. men 71, 70, 67; 93%, each P < 0.001). The most common atypical presentations under 60 years of age were nausea and vomiting and abdominal pain, and over 60 years was confusion. Regression models showed significant differences in symptoms with sex, age and country.
Interpretation:
This international collaboration has allowed us to report reliable symptom data from the largest cohort of patients admitted to hospital with COVID-19. Adults over 60 and children admitted to hospital with COVID-19 are less likely to present with typical symptoms. Nausea and vomiting are common atypical presentations under 30 years. Confusion is a frequent atypical presentation of COVID-19 in adults over 60 years. Women are less likely to experience typical symptoms than men
At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods
- Author
- Abdukahil Sheryl Ann
- Abdulkadir Nurul Najmee
- Abe Ryuzo
- Abel Laurent
- Abreu Julia Rodriguez
- Abrous Amal
- Absil Lara
- Acker Andrew
- Adachi Shingo
- Adam Elisabeth
- Adriano Enrico
- Adrião Diana
- Ageel Saleh Al
- Ahmed Shakeel
- Aiello Marina
- Ainscough Kate
- Airlangga Eka
- Aisa Tharwat
- Akimoto Takako
- Akmal Ernita
- 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
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Alves João
- Alves João Melo
- Alves Rita
- Amaral Maria
- Amira Nur
- Ammerlaan Heidi
- Ampaw Phoebe
- Andini Roberto
- Andréjak Claire
- Angheben Andrea
- Angoulvant François
- Ansart Séverine
- Anthonidass Sivanesen
- Antonelli Massimo
- Anwar Kazi Rubayet
- Apriyana Ardiyan
- Arabi Yaseen
- Aragao Irene
- Arancibia Francisco
- Araujo Carolline
- Arcadipane Antonio
- Archambault Patrick
- Arenz Lukas
- Arlet Jean-Benoît
- Arnold-Day Christel
- Arora Lovkesh
- Arora Rakesh
- Artaud-Macari Elise
- Aryal Diptesh
- Asaki Motohiro
- Asensio Angel
- Ashley Elizabeth A.
- Ashraf Muhammad
- Assie Jean Baptiste
- Asyraf Amirul
- Atique Anika
- Attanyake AM Udara Lakshan
- Auchabie Johann
- Auger Christelle Chantalat
- Aumaitre Hugues
- Auvet Adrien
- Azemar Laurène
- Azoulay Cecile
- Bach Benjamin
- Bachelet Delphine
- Badr Claudine
- Baig Nadia
- Baillie J. Kenneth
- Baird J Kevin
- Bak Erica
- Bakakos Agamemnon
- Bakar Nazreen Abu
- Bal Andriy
- Balakrishnan Mohanaprasanth
- Balan Valeria
- Banheiro Bruno Sarmento
- Bani-Sadr Firouzé
- Barbalho Renata
- Barbosa Nicholas Yuri
- Barclay Wendy S.
- Barnett Saef Umar
- Barnikel Michaela
- Barrasa Helena
- Barrelet Audrey
- Barrigoto Cleide
- Bartoli Marie
- Baruch Joaquín
- Basmaci Romain
- Basri Muhammad Fadhli Hassin
- Bassi Gianluigi Li
- Battaglini Denise
- Bauer Jules
- Beane Abigail
- Bedossa Alexandra
- Bee Ker Hong
- Begum Husna
- Behilill Sylvie
- Beishuizen Albertus
- Bekken Gry Kloumann
- Beljantsev Aleksandr
- Bellemare David
- Beltrame Anna
- Beltrão Beatriz Amorim
- Beluze Marine
- Benech Nicolas
- Benjiman Lionel Eric
- Benkerrou Dehbia
- Bennett Suzanne
- Bento Luís
- Berdal Jan-Erik
- Berge Marcel van den
- Bergeaud Delphine
- Bergin Hazel
- Bertoli Giulia
- Bertolino Lorenzo
- Bessis Simon
- Betz Adam
- Bevilcaqua Sybille
- Bezulier Karine
- Bhatt Amar
- Bhavsar Krishna
- Bianco Claudia
- Bidin Farah Nadiah
- Bihan Clément Le
- Bisoffi Zeno
- Bissuel François
- Biston Patrick
- Bitker Laurent
- Bitton Jonathan
- Blanco-Schweizer Pablo
- Blier Catherine
- Bloos Frank
- Blot Mathieu
- Blumberg Lucille
- Boccia Filomena
- Bodenes Laetitia
- Bogaert Debby
- Boivin Anne-Hélène
- Bolaños Isabela
- Bolze Pierre-Adrien
- Bompart François
- Bonelli Patrizia
- Bonfasius Aurelius
- Borges Diogo
- Borie Raphaël
- Bosse Hans Martin
- 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
- Bozza Fernando Augusto
- Braconnier Axelle
- Braga Cynthia
- Brandenburger Timo
- Brazzi Luca
- Breen Dorothy
- Breen Patrick
- Brewster David
- Brickell Kathy
- Brien Fionnuala O
- Bris Cyril Le
- Browne Alex
- Browne Shaunagh
- Brozzi Nicolas
- Brusse-Keizer Marjolein
- Buchtele Nina
- Bugaeva Polina
- Buisson Marielle
- Buonsenso Danilo
- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid G.
- Butnaru Denis
- Cabie André
- Cabral Susana
- Cabrita Joana Alves
- Caceres Eder
- Cadoz Cyril
- Callaghan Annmarie O
- Callahan Mia
- Calligy Kate
- Calvache Jose Andres
- Caminiti Caterina
- Camões João
- Campana Valentine
- Campbell Paul
- Campisi Josie
- Canepa Cecilia
- Cantero Mireia
- Caraux-Paz Pauline
- Cardellino Chiara Simona
- Cardoso Filipa
- Cardoso Filipe
- Cardoso Nelson
- Cardoso Sofia
- Carelli Simone
- Carlacci Francesca
- Carlier Nicolas
- Carmoi Thierry
- Carney Gayle
- Carqueja Inês
- Carret Marie-Christine
- Carrier François Martin
- Carroll Ida
- Carson Gail
- Carvalho Leonor
- Casanova Maire-Laure
- Cascão Mariana
- Casey Siobhan
- Casimiro José
- Cassandra Bailey
- Castanheira Nidyanara
- Castañeda Silvia
- Castor-Alexandre Guylaine
- Castro Ivo
- Catarino Ana
- Catherine François-Xavier
- Cattaneo Paolo
- Cavalin Roberta
- Cavalli Giulio Giovanni
- Cavayas Alexandros
- Cárcel Sheila
- Ceccato Adrian
- Cely Lina Morales
- Cerkovnik Shelby
- Cervantes-Gonzalez Minerva
- Chair Anissa
- Chakveatze Catherine
- Chaleunphon Bounthavy
- Chan Adrienne
- Chand Meera
- Chapplain Jean-Marc
- Charpentier Charlotte
- Chas Julie
- Chatterjee Allegra
- Chau Nguyen Van Vinh
- Chen Anjellica
- Chenard Léo
- Cheng Matthew Pellan
- Cheret Antoine
- Chetta Alfredo Antonio
- Chia Jack Song
- Chiarabini Thibault
- Chica Julian
- Chidambaram Suresh Kumar
- Chirouze Catherine
- Chiumello Davide
- Cho Hwa Jin
- Cho Sung-Min
- Choileain Orna Ni
- Cholley Bernard
- Chommanam Danoy
- Chopin Marie-Charlotte
- Chow Ting Soo
- Chow Yock Ping
- Christy Nathaniel
- Chua Hiu Jian
- Chua Jonathan
- Cidade Jose Pedro
- Citarella Barbara Wanjiru
- Citarella Barbara Wanjiru
- Ciullo Anna
- Clarke Emma
- Clarke Jennifer
- Clifton Lei
- Clohisey Sara
- Codan Cassidy
- Cody Caitriona
- Coelho Alexandra
- Coles Jennifer
- Coles Megan
- Colin Gwenhaël
- Collins Michael
- Colombo Sebastiano Maria
- Combs Pamela
- Connor Marie
- Conrad Anne
- Contreras Sofía
- Conway Elaine
- Cooke Graham S.
- Copland Mary
- Cordel Hugues
- Corley Amanda
- Cornelis Sabine
- Cornet Alexander Daniel
- Corpuz Arianne Joy
- Cortegiani Andrea
- Corvaisier Grégory
- Costigan Emma
- Couffignal Camille
- Couffin-Cadiergues Sandrine
- Courtois Roxane
- Cousse Stéphanie
- Cregan Rachel
- Cristella Cosimo
- Croonen Sabine
- Crowl Gloria
- Crump Jonathan
- Cruz Claudina
- Csete Marc
- Cullen Ailbhe
- Cummings Matthew
- Curley Ger
- Curlier Elodie
- Curran Colleen
- Curto Elena Gallego
- Custodio Paula
- D'Aragon Frédérick
- D'Orleans Charles Crepy
- D'Ortenzio Eric
- da Silva Filipe Ana
- Da Silva Fernanda Dias
- Da Silveira Charlene
- Dabaliz Al-Awwab
- Dagens Andrew
- Dahly Darren
- Dalton Heidi
- Dalton Jo
- Daly Seamus
- Damas Juliana
- Daneman Nick
- Daniel Corinne
- Dankwa Emmanuelle A
- Dantas Jorge
- Darshana B. P. Sanka Ruwan Sri
- de Brito Carlos Alexandre Antunes
- de Castro Maisa Guimarães
- de Jong Menno
- de Loughry Gillian
- de Mendoza Diego
- De Montmollin Etienne
- de Oliveira França Rafael Freitas
- de Piero Maria
- de Pinho Oliveira Ana Isabel
- De Rosa Rosanna
- De Rose Cristina
- de Silva Thushan
- de Velde Stijn Van
- de Vries Peter
- Deacon Jillian
- Dean David
- Debard Alexa
- Debray Marie-Pierre
- DeCastro Nathalie
- Dechert William
- Deconninck Lauren
- Decours Romain
- Defous Eve
- Delacroix Isabelle
- Delaveuve Eric
- Delavigne Karen
- Delfos Nathalie M.
- 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
- Devouge Eglantine Ferrand
- Dewayanti Santi
- Dhanger Pathik
- Diallo Alpha
- Diamantis Sylvain
- Dias Andrea
- Dias André
- Diaz Juan Jose
- Diaz Priscila
- Diaz Rodrigo
- Didier Kévin
- Diehl Jean-Luc
- Dieperink Wim
- Dimet Jérôme
- Dinot Vincent
- Diop Fara
- Diouf Alphonsine
- Dishon Yael
- Djossou Félix
- Docherty Annemarie B.
- Doherty Helen
- Dominguez Carmen Infante
- Dondorp Arjen M
- Dong Andy
- Donnelly Christl A.
- Donnelly Maria
- Donohue Chloe
- Donohue Sean
- Donohue Yoann
- Doran Peter
- Dorival Céline
- Douangdala Phouvieng
- Douglas James Joshua
- Douma Renee
- Dournon Nathalie
- Dow Denisse Bazan
- Downer Triona
- Downey Joanne
- Downing Mark
- Drake Tom
- Driscoll Aoife
- Dryden Murray
- 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 Lucian
- Dussol Bertrand
- Duthoit Juliette
- Duval Xavier
- Dyrhol-Riise Anne Margarita
- Ean Sim Choon
- Echeverria-Villalobos Marco
- Economopoulos Giorgio
- Egan Siobhan
- Eira Carla
- Elapavaluru Subbarao
- Elharrar Brigitte
- Ellerbroek Jacobien
- Eloy Philippine
- Elshazly Tarek
- Elyazar Iqbal
- Enderle Isabelle
- Endo Tomoyuki
- Eng Chan Chee
- Engelmann Ilka
- Enouf Vincent
- Epaulard Olivier
- Escher Martina
- Esperatti Mariano
- Esperou Hélène
- Esposito-Farese Marina
- Estevão João
- Etienne Manuel
- Ettalhaoui Nadia
- Everding Anna Greti
- Evers Mirjam
- Fabre Isabelle
- Fabre Marc
- Faheem Amna
- Fahy Arabella
- Fairfield Cameron J.
- Fakar Zul
- Falher Georges Le
- Faria Pedro
- Fateena Hanan
- Fatoni Arie Zainul
- Faure Karine
- Favory Raphaël
- Fayed Mohamed
- Feely Niamh
- Feeney Laura
- Feltz Machteld Van der
- Fernandes Jorge
- Fernandes Marília Andreia
- Fernandes Susana
- Ferrand François-Xavier
- Ferrari Carlo
- Ferraz Mário
- Ferrão Joana
- Ferreira Benigno
- Ferreira Bernardo
- Ferreira Isabel
- Ferreira Sílvia
- Ferrer-Roca Ricard
- Ferriere Nicolas
- Fevre Lucie Le
- Ficko Céline
- Figueiredo-Mello Claudia
- Finlayson William
- Fiorda Juan
- Flament Thomas
- Flateau Clara
- Fletcher Tom
- Florence Aline-Marie
- Florio Letizia Lucia
- Flynn Brigid
- Flynn Deirdre
- Fogliazza Federica
- Foley Claire
- Foley Jean
- Fomin Victor
- Fonseca Claudio Duarte
- Fonseca Tatiana
- Fontela Patricia
- Forsyth Simon
- Foster Denise
- Foti Giuseppe
- Fourn Erwan
- Fowler Robert A.
- Fraher Marianne
- Franch-Llasat Diego
- Fraser Christophe
- Fraser John F
- Freire Marcela Vieira
- Friedrich Caren
- Fritz Ricardo
- Fry Stéphanie
- Fuentes Nora
- Fukuda Masahiro
- G Argin
- Gaborieau Valérie
- Gaci Rostane
- Gagliardi Massimo
- Gagnard Jean-Charles
- Gagneux-Brunon Amandine
- Gaião Sérgio
- Gallagher Phil
- Gamble Carrol
- Gandonniere Charlotte Salmon
- Gani Yasmin
- Garan Arthur
- Garcês Rui Caetano
- Garcia Rebekha
- Garcia-Diaz Julia
- Garcia-Gallo Esteban
- García Ruth N. Jorge
- Garimella Navya
- Garofalo Federica
- Garot Denis
- Garrait Valérie
- Gault Nathalie
- Gavin Aisling
- Gavrylov Anatoliy
- Gaymard Alexandre
- Gebauer Johannes
- Geraud Eva
- Germano Nuno
- ghisulal praveen kumar
- Ghosn Jade
- Giani Marco
- Giaquinto Carlo
- Gibson Jess
- Gigante Tristan
- Gilg Morgane
- Gilroy Elaine
- Giordano Guillermo
- Girvan Michelle
- Gissot Valérie
- Glikman Daniel
- Glybochko Petr
- Gnall Eric
- Goco Geraldine
- Goehringer François
- Goepel Siri
- Goffard Jean-Christophe
- Goh Jin Yi
- Golob Jonathan
- Gomes Rui
- Gomez Kyle
- Gominet Marie
- Gonzalez Alicia
- Gordon Patricia
- Gorenne Isabelle
- Goubert Laure
- Goujard Cécile
- Goulenok Tiphaine
- Gómez-Junyent Joan
- Grable Margarite
- Graf Jeronimo
- Granado Rolando Claure-Del
- Grandin Edward Wilson
- Granerud Beathe Kiland
- Granier Pascal
- Grasselli Giacomo
- Green Christopher A.
- Greene Courtney
- Greenhalf William
- Greffe Segolène
- Greve Frank van Someren
- Grieco Domenico Luca
- Griffee Matthew
- Griffiths Fiona
- Grigoras Ioana
- Groenendijk Albert
- Gruner Heidi
- Gu Yusing
- Guedj Jérémie
- Guego Martin
- Guellec Dewi
- Guerguerian Anne-Marie
- Guerreiro Daniela
- Guery Romain
- Guillaumot Anne
- Guilleminault Laurent
- Guimard Thomas
- Gulik Laura van
- Haalboom Marieke
- Haber Daniel
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- Loubet Paul
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- null null
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- Payen Jean-François
- Peake Sandra L
- Peariasamy Kalaiarasu
- Peariasamy Kalaiarasu M.
- Peek Giles J.
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- Rishu Asgar
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- Thurai Surain Raaj Thanga
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- Thwaites Ryan S.
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- Timashev Peter S
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- Yousif Obada
- Yuliarto Saptadi
- Zaaqoq Akram
- Zabbe Marion
- Zabert Gustavo E
- Zacharowski Kai
- Zahid Masliza
- Zahran Maram
- Zaidan Nor Zaila Binti
- Zambon Maria
- Zambrano Miguel
- Zanella Alberto
- Zawadka Konrad
- Zaynah Nurul
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- Publication date
- 16/07/2024
- Field of study
By September 2022, more than 600 million cases of SARS-CoV-2 infection have been reported globally, resulting in over 6.5 million deaths. COVID-19 mortality risk estimators are often, however, developed with small unrepresentative samples and with methodological limitations. It is highly important to develop predictive tools for pulmonary embolism (PE) in COVID-19 patients as one of the most severe preventable complications of COVID-19. Early recognition can help provide life-saving targeted anti-coagulation therapy right at admission. Using a dataset of more than 800,000 COVID-19 patients from an international cohort, we propose a cost-sensitive gradient-boosted machine learning model that predicts occurrence of PE and death at admission. Logistic regression, Cox proportional hazards models, and Shapley values were used to identify key predictors for PE and death. Our prediction model had a test AUROC of 75.9% and 74.2%, and sensitivities of 67.5% and 72.7% for PE and all-cause mortality respectively on a highly diverse and held-out test set. The PE prediction model was also evaluated on patients in UK and Spain separately with test results of 74.5% AUROC, 63.5% sensitivity and 78.9% AUROC, 95.7% sensitivity. Age, sex, region of admission, comorbidities (chronic cardiac and pulmonary disease, dementia, diabetes, hypertension, cancer, obesity, smoking), and symptoms (any, confusion, chest pain, fatigue, headache, fever, muscle or joint pain, shortness of breath) were the most important clinical predictors at admission. Age, overall presence of symptoms, shortness of breath, and hypertension were found to be key predictors for PE using our extreme gradient boosted model. This analysis based on the, until now, largest global dataset for this set of problems can inform hospital prioritisation policy and guide long term clinical research and decision-making for COVID-19 patients globally. Our machine learning model developed from an international cohort can serve to better regulate hospital risk prioritisation of at-risk patients
Characteristics and outcomes of an international cohort of 600 000 hospitalized patients with COVID-19
- Author
- A M Udara Lakshan Attanyake
- Aasiyah Rashan
- Aasmine Kaur
- Abby Hurd
- Abdulrahman Al-Fares
- Abhijit Duggal
- Abid Khatak
- Adam Ali
- Adam Hall
- Adam Nowinski
- Adrian Ceccato
- Adrian Streinu-Cercel
- Adrian Tey
- Adrien Auvet
- Adrien Lemaignen
- Adrienne Chan
- Aftab Imtiaz
- Agamemnon Bakakos
- Agnieszka Oldakowska
- Agnès Meybeck
- Agnès Sommet
- Agostinho Monteiro
- Ahmad Afiq Ramli
- Ahmad Kashfi Haji Ab Rahman
- Ahmed Farooq
- Ailbhe Cullen
- Ailbhe Hayes
- Aine McCarthy
- Aine McElroy
- Aisha Kalsoom Mufti
- Aisling Gavin
- Aisling Murphy
- Aisling Murphy
- Akram Zaaqoq
- Al-Awwab Dabaliz
- Alan Hartman
- Alasdair Nazerali-Maitland
- Albert Groenendijk
- Alberto Sotto
- Alberto Uribe
- Alberto Zanella
- Albertus Beishuizen
- Aldo Rafael
- Aldric Manuel
- Alejandro Martin-Quiros
- Aleksander Rygh Holten
- Aleksandr Beljantsev
- Alessandra Notari
- Alex Browne
- Alex Nagrebetsky
- Alexa Debard
- Alexander Daniel Cornet
- Alexander J Mentzer
- Alexander King
- Alexander Zoufaly
- Alexandra Bedossa
- Alexandra Coelho
- Alexandra Sperry
- Alexandre Ducancelle
- Alexandre Gaymard
- Alexandre Hoctin
- Alexandros Cavayas
- Ali Ait Hssain
- Ali Hachemi
- Ali Liaquat
- Ali Raza
- Alice Bogaarts
- Alicia Gonzalez
- Alif Adlan Mohd Thabit
- Alina Kalicinska
- Alison M Meynert
- Allegra Chatterjee
- Allison McGeer
- Alpha Diallo
- Alphonsine Diouf
- Amanda Corley
- Amanda Palacios
- Amandine Gagneux-Brunon
- Amar Bhatt
- Ami Stuart
- Amin Khawaja
- Amina Meziane
- Amirul Asyraf
- Amna Faheem
- Amy Hackmann
- Amy Lester-Grant
- Amy Stone
- Amélie Valran
- Ana Catarino
- Ana Chora Sousa
- Ana da Silva Filipe
- Ana Freitas Ribeiro
- Ana Isabel de Pinho Oliveira
- Ana L Rios
- Ana Marques
- Ana Martins
- Ana Motos
- Ana Raquel Maia
- Anand Thakur
- Anant Kataria
- Anatoliy Gavrylov
- Anders Benjamin Kildal
- Anders Tveita
- Andra-Maris Post
- Andre Real
- Andrea Angheben
- Andrea Cortegiani
- Andrea Dell'Amore
- Andrea Kelly
- Andrea Rossanese
- Andrea Villoldo
- Andreas Lind
- Andrew Acker
- Andrew Hershey
- Andrew Udy
- Andrey Svistunov
- Andriy Bal
- André Cabie
- André Dias
- André Roberto
- Andy Dong
- Andy Law
- Aneela Altaf
- Angel Asensio
- Angel Sanchez-Miralles
- Angela Alberti
- Anika Atique
- Anilawati Mat Jelani
- Anissa Chair
- Anja Grosse Lordemann
- Anjellica Chen
- Ankana Satya
- Anna Beltrame
- Anna Ciullo
- Anna Greti Everding
- Anna Jung
- Anne Conrad
- Anne Guillaumot
- Anne Margarita Dyrhol-Riise
- Anne McCarthy
- Anne Opavsky
- Anne-Hélène Boivin
- Anne-Marie Guerguerian
- Anne-Sophie Boureau
- Anne-Sophie Resseguier
- Annelies Verbon
- Annemarie B Docherty
- Annmarie O Callaghan
- Annmarie O'Callaghan
- Ansley Hamer
- Anthony L Loschner
- Anthony Lemeur
- Anthony Nghi
- Antoine Cheret
- Antoine Khalil
- Antoine Kimmoun
- Antoine Merckx
- Anton Prinssen
- Antoni Torres
- Antonia Ricchiuto
- Antonio Arcadipane
- Antonio Lalueza
- Antonio Loforte
- Antonio Pesenti
- António Mesquita
- Anuraj Shankar
- Aoife Driscoll
- Aoife Kelly
- Aquiles Henriquez-Trujillo
- Arabella Fahy
- Ardiyan Apriyana
- Arianne Joy Corpuz
- Arie Zainul Fatoni
- Arjen M Dondorp
- Arnaud Scherpereel
- Arsalan Rahutullah
- Arshad Taqi
- Arsène Kpangon
- Arthur Garan
- Ary Serpa Neto
- Asad Usman
- Asfia Sultana
- Asgar Rishu
- Ashraf Sheharyar
- Asim Rana
- Asma Moin
- Astarini Hidayah
- Atif Siddiqui
- Attaur Rehman
- Audrey Barrelet
- Aurelius Bonfasius
- Aurore Bousquet
- Aurélie Papadopoulos
- Aurélie Veislinger
- Aurélie Wiedemann
- Axelle Braconnier
- Ayodhia Pitaloka
- Azlan Mat Soom
- B P Sanka Ruwan Sri Darshana
- Bailey Cassandra
- Baillie J Kenneth
- Bairbre McNicholas
- Bambang Pujo Semedi
- Barrio Noelia García
- Baruch Joaquín
- Basanta Gauli
- Basri Mat Nor
- Beane Abigail
- Beathe Kiland Granerud
- Beatrice Alex
- Beatriz Amorim Beltrão
- Benigno Ferreira
- Benjamin Bach
- Benjamin Lefevre
- Benjamin Smood
- Benjamine Sarton
- Benoit Visseaux
- Benoît Roze
- Benoît Thill
- Bernard Cholley
- Bernhard Roessler
- Bertrand Dussol
- Bianca Boxma
- Biing Horng Lee
- Birgitte Stiksrud
- Blake Mergler
- Blandine Rammaert
- Blumberg Lucille
- Bouchra Loufti
- Bozza Fernando
- Brenda Molloy
- Brenda Reeve
- Brendan Scicluna
- Brian Marsh
- Brigitte Elharrar
- Briseida Parra
- Broadley Tessa
- Bruno Levy
- Bruno Lina
- Bruno Pastene
- Bruno Sarmento Banheiro
- Bryan Whelan
- Budha Charan Singh
- Burrell Aidan
- Bénédicte Lefebvre
- Bénédicte Rossignol
- Caitriona Cody
- Calvin Wong
- Cameron J Fairfield
- Camile Bouisse
- Camille Couffignal
- Caren Friedrich
- Carine Roy
- Carla Eira
- Carlos Alexandre Antunes de Brito
- Carlos Lumbreras Bermejo
- Carlos M Luna
- Carlos Pimentel
- Carmen Infante Dominguez
- Carola Pierobon
- Carolien van Netten
- Caroline Kosgei
- Caroline Martins Rego
- Caroline Mudara
- Caroline Semaille
- Carolline Araujo
- Carrol Gamble
- Carson Gail
- Cassidy Codan
- Cassie Lawrence
- Catarina Pires
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- Catherine A Shaw
- Catherine Blier
- Catherine Chakveatze
- Catherine Chirouze
- Catherine L Hough
- Catherine Marquis
- Catherine Motherway
- Cecile Azoulay
- Cecilia Canepa
- Ceila Maria Sant Ana Malaque
- Celina Turchi Martelli
- Chamira Kodippily
- Chan Chee Eng
- Chantre Lima
- Charbel Maroun Eid
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- Chiara Vitiello
- Chih-Hsien Wang
- Chloe Donohue
- Chris Kandel
- Chris McKay
- Christel Arnold-Day
- Christelle Chantalat Auger
- Christelle Delmas
- Christelle Paul
- Christelle Tual
- Christian Buesaquillo
- Christian Prebensen
- Christian Rabaud
- Christophe Fraser
- Christophe Rapp
- Christopher A Green
- Christy Kay
- Ci Wong Xin
- Citarella Barbara Wanjiru
- Claire Andréjak
- Claire Foley
- Claire Kelly
- Claire Levy-Marchal
- Clara Flateau
- Clara Mouton Perrot
- Clare Jackson
- Clark D Russell
- Claudia Bianco
- Claudia Figueiredo-Mello
- Claudia Milena Orozco-Chamorro
- Claudia Montes
- Claudia Sepulveda
- Claudina Cruz
- Claudine Badr
- Claudio Duarte Fonseca
- Cleide Barrigoto
- Clotilde Allavena
- Clément Le Bihan
- Coilin Smyth
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- Cornelius Rau
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- Cynthia Alegre
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- César Vieira
- Dafsah Juzar
- Dag Henrik Reikvam
- Dagens Andrew
- Daisuke Kasugai
- Dalia Lopez-Colon
- Damien Bouhour
- Dan Meyer
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- Daniel Haber
- Daniel Ivulich
- Daniel Marino
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- Daniel Perez
- Daniela Guerreiro
- Danielle Jaafar
- Danilo Buonsenso
- Dankwa Emmanuelle A
- Darakhshan Kanwal
- Dario Sinatti
- Darren Dahly
- Darshana Hewa Kandamby
- Dave Nagpal
- David Bellemare
- David Dean
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- David Maslove
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- Debby Bogaert
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- Deepali Kumar
- Deepashankari Suppiah
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- Deirdre Flynn
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- Desy Rusmawatiningtyas
- Detlef Kindgen-Milles
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- Didier Laureillard
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- Diego de Mendoza
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- Diego Franch-Llasat
- Dimitra Melia Myrodia
- Dinesh Kuriakose
- Diogo Borges
- Diogo Lopes
- Diptesh Aryal
- Djura Piersma
- Domenico Luca Grieco
- Dominic So
- Dominique Deplanque
- Dominique Luton
- Donnelly Christl A
- Dori-Ann Martin
- Dorothea Rosenberger
- Dorothy Breen
- Dounia Bouhmani
- Douwe F Postma
- Drashti Patel
- Dubravka Supic
- Duc Nguyen
- Dunning Jake
- Dwi Utomo Nusantara
- Dzawani Muhamad
- Ebenezer Rabindrarajan
- Edel Meaney
- Eder Caceres
- Edmund Manning
- Edouard Soum
- Edward Wilson Grandin
- Efstathia Mihelis
- Eglantine Ferrand Devouge
- Egle Saviciute
- Eibhilin Higgins
- Eka Airlangga
- Eka Yudha Lantang
- Elaine Conway
- Elaine Gilroy
- Elaine McPartlan
- Elena Molinos
- Elias Iosifidis
- Elisa Demonchy
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- Elisabetta Spinuzza
- Elise Artaud-Macari
- Ellen Shadowitz
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- Elotmani Loubna
- Elsa Nyamankolly
- Else Quist-Paulsen
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- Emanuele Durante-Mangoni
- Emily Martin
- Emily Neumann
- Emma C Thomson
- Emma Clarke
- Emma Costigan
- Emmanuel Roilides
- Emmanuelle Denis
- Emmanuelle Mercier
- Eric D'Ortenzio
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- Eric Gnall
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- Ernita Akmal
- Erwan Fourn
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- Fiona Griffiths
- Fionnuala O Brien
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- Félix Djossou
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- Giri Shan Rajahram
- Giulia Bertoli
- Giulio Giovanni Cavalli
- Giuseppe Foti
- Gloria Crowl
- Goffard Jean-Christophe
- Gonçalves Bronner P
- Graham S Cooke
- Gregory Purcell
- Gretchen Lemmink
- Gry Kloumann Bekken
- Grégory Corvaisier
- Gugapriyaa Muyandy
- Guillame Louis
- Guillaume Lingas
- Guillaume Martin-Blondel
- Guillermo Giordano
- Guillermo Maestro de la Calle
- Guylaine Castor-Alexandre
- Gwenaël Le Moal
- Gwenhaël Colin
- Gyan Sandhu
- Ha Sha Lene
- Haider Hirkani
- Haixia Shi
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- Hall Matthew
- Hanan Fateena
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- Hanna Renk
- Hannah Habraken
- Hannah Keane
- Hannah Visser
- Hans Martin Bosse
- Harald Vonkeman
- Hashmi Madiha
- Hashmi Madiha
- Hassan Tawfik
- Hayato Taniguchi
- Hayley Hardwick
- Hazel Bergin
- Heidi Dalton
- Heidi Gruner
- Helen Doherty
- Helen Tuite
- Helena Barrasa
- Hem Paneru
- Heng Gee Lee
- Henk Vanoverschelde
- Henry Castrillón
- Hernando Torres-Zevallos
- Hervé Le Nagard
- Hiba Zayyad
- Hikombo Hitoto
- Himasha Muvindi
- Himed Musaab
- Hiroaki Hiraiwa
- Hiroaki Shimizu
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- Hiu Jian Chua
- Ho Antonia
- Hodane Yonis
- Hoi Ping Shum
- Holger Neb
- Hon Shen Png
- Hongru Ren
- Horby Peter
- Hubert Tessier-Grenier
- Huda Alfoudri
- Huda Taqdees
- Hugo Inácio
- Hugo Miranda-Maldonado
- Hugo Mouquet
- Hugo Van Willigen
- Hugues Aumaitre
- Hugues Cordel
- Husna Begum
- Hélène Esperou
- Hélène Salvator
- Iam Claire E Sarmiento
- Ida Carroll
- Ikram Houas
- Ilka Engelmann
- Ilonka van Veen
- Imran Ali
- Imrana Khalid
- Indrek Rätsep
- Ingrid G Bustos
- Inês Carqueja
- Ioana Grigoras
- Ioannis Trontzas
- Ioannis Xynogalas
- Ionna Deligiannis
- Iqbal Elyazar
- Iqbal Hussain
- Irene Aragao
- Irfan Khan
- Isabel Ferreira
- Isabela Saba
- Isabelle Delacroix
- Isabelle Enderle
- Isabelle Fabre
- Isabelle Gorenne
- Isabelle Hoffmann
- Isabelle Michelet
- Isabelle Pironneau
- ISARIC Clinical Characterisation Group: Ali Abbas
- Ithan D Peltan
- Ivo Castro
- J Kevin Baird
- Jack Song Chia
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- Jacobien Ellerbroek
- Jade Ghosn
- Jae Burm Kim
- Jaganathan Selvanayagam
- Jaime Cruz Rojo
- Jaime Hernandez-Montfort
- Jamel Ortoleva
- James Joshua Douglas
- James Lee
- James Scott-Brown
- James Vickers
- Jan Cato Holter
- Jan Heerman
- Jan-Erik Berdal
- Jananee Thirumanickam
- Janet Harrison
- Janet Liang
- Janet T Scott
- Jaques Sztajnbok
- Jarne Van Hattem
- Jason Bouziotis
- Jassat Waasila
- Javier Maynar
- Javier Osatnik
- Jawad Hameed
- Jean Baptiste Assie
- Jean Christophe Lucet
- Jean Foley
- Jean-Benoît Arlet
- Jean-Charles Gagnard
- Jean-Charles Preiser
- Jean-Daniel Lelievre
- Jean-François Payen
- Jean-François Timsit
- Jean-Luc Diehl
- Jean-Marc Chapplain
- Jean-Marie Turmel
- Jean-Sébastien Hulot
- Jeanne Sibiude
- Jeanne Truong
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- Jeff Powis
- Jeffrey Aliudin
- Jeffrey Javidfar
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- Jennifer Lee
- Jenny Lennon
- Jeronimo Graf
- Jess Gibson
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- John Bourke
- John F Fraser
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- Johnny McKeown
- Jolanta Popielska
- Jonathan Bitton
- Jonathan Chua
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- Jorge Fernandes
- Jorge Paulos
- Jose Andres Calvache
- Jose I Nunez
- Jose Pedro Cidade
- Jose W Lopez-Revilla
- Joshua Solomon
- Josie Campisi
- José Casimiro
- José Ernesto Vidal
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- José Miguel Cisneros Herreros
- Joy Ann Villanueva
- João Alves
- João Camões
- João Estevão
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- João Melo Alves
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- Juan Luis Cruz Berm
- Juan Pablo Horcajada
- Judit Villar
- Jules Bauer
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- Julie Chas
- Julie Mankikian
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- Julien Moyet
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- Juliette Duthoit
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- Juliette Romaru
- Junaid Hashmi
- Junji Itai
- Justin Schaffer
- Justine Pages
- Jérémie Guedj
- Jérémie Pasquier
- Jérôme Dimet
- Kah Chuan Lim
- Kai Zacharowski
- Kalaiarasu Peariasamy
- Kalynn Kennon
- Karen Delavigne
- Karine Bezulier
- Karine Faure
- Karine Risso
- Karisha Sivam
- Karl Erik Müller
- Karolina Krawczyk
- Karolina Nowicka
- Kartsonaki Christiana
- Kashif Memon
- Katarzyna Lewandowska
- Kate Ainscough
- Kate Calligy
- Katharina Weil
- Kathy Brickell
- Katie O'Hearn
- Kavita Kamineni
- Kazali Enagnon Alidjnou
- Keibun Liu
- Keiki Shimizu
- Keith Wille
- Kenneth A McLean
- Ker Hong Bee
- Kevin Katz
- Khor How Kiat
- Kim Keat Tan
- Koji Hoshino
- Kok Wei Hao
- Komal Fareed
- Kong Yeow Kang
- Konrad Zawadka
- Konstantinos Kyriakoulis
- Konstantinos Syrigos
- Konstanty Szuldrzynski
- Krish Kherajani
- Krishna Bhavsar
- Kristian Tonby
- Kuan Pei Xuan
- Kumar Tirupakuzhi Vijayaraghavan Bharath
- Kusum Menon
- Kyle Gomez
- Kévin Alexandre
- Kévin Bouiller
- Kévin Didier
- Laetitia Bodenes
- Lai Hui Pang
- Lance C W Turtle
- Laouenan Cedric
- Lara Absil
- Lara Lovelace-Macon
- Larissa Oliveira
- Lars Heggelund
- Lars S Maier
- Laura Feeney
- Laura Marsh
- Laura van Gulik
- Laure Goubert
- Lauren Deconninck
- Laurence Bouillet
- Laurence Maulin
- Laurent Abel
- Laurent Bitker
- Laurent Guilleminault
- Laurent Lefebvre
- Laurent Mandelbrot
- Laurent Plantier
- Laurent Richier
- Laurène Azemar
- Laveena Munshi
- Leanne Hays
- Lee Lee Low
- Lenka Petrou
- Leonardo Salazar
- Leong Chee Loon
- Leong Chin Tho
- Letizia Lucia Florio
- Liadain Reid
- Liadain Reid
- Liem Luong
- Lila Bouadma
- Lim Lina
- Lim Saio Xian
- Lim Yuen Han
- Lina Morales Cely
- Linda Gail Skeie
- Linda O'Shea
- Lionel Eric Benjiman
- Lionel Piroth
- Lisa Mc Sweeney
- Lisa Norman
- Lisa Patterson
- Lissauer Samantha
- Liv Hesstvedt
- Lorenzo Bertolino
- Lorna Murphy
- Louis Gerbaud Morlaes
- Lovkesh Arora
- Luca Brazzi
- Lucia Moro
- Lucia Proença
- Lucian Durham
- Lucie Le Fevre
- Luis Felipe Reyes
- Luis Melo
- Luis Periel
- Luisa Quesada
- Lukas Arenz
- Luís Bento
- Luís Patrão
- Luís Val-Flores
- Lysa Tagherset
- M Azhari Taufik
- Machteld Van der Feltz
- Maeve Kelsey
- Maeve Kernan
- Maeve Ryan
- Magdalena Surovcová
- Mageswari Selvarajoo
- Maggie Mechlin
- Mahdad Noursadeghi
- Maia Rabaa
- Maire-Laure Casanova
- Maisa Guimarães de Castro
- Maja Katherine Lingad
- Makoto Uchiyama
- Malte Kohns Vasconcelos
- Mamoru Komatsu
- Mangala Narasimhan
- Manuel Etienne
- Manuel Rosa-Calatrava
- Maqsood Meher
- Maram Zahran
- Marc Csete
- Marc Fabre
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- Olavi Maasikas
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- Patrick Breen
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- Paul Dunand
- Paul Henri Wicky
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- Paul Tierney
- Paul van der Valk
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- Philippe Jouvet
- Philippine Eloy
- Phoebe Ampaw
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- Pierre-François Sandrine
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- Piret Sillaots
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- Rachida Ouissa
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- Rafael León
- Rafael Mahieu
- Rajavardhan Rangappa
- Rajesh Mohan Shetty
- Rajyabardhan Pattnaik
- Rakesh Arora
- Ramakrishnan Nagarajan
- Ramos Grazielle Viana
- Rana Imran Sikander
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- Rashan Haniffa
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- Rebecca Holt
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- Ricard Ferrer-Roca
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- Richard S Tedder
- Riinu Pius
- Rima Song
- Rita Alves
- Rita Hinchion
- Ritika Ranjan
- Rob Klont
- Robert A Fowler
- Roberta Cavalin
- Roberta Meta
- Roberto Andini
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- Robin Kobbe
- Rodrigo Diaz
- Roger Claire
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- Rohan Shetty
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- Rosario Maria Torres Santos-Olmo
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- Rostane Gaci
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- Ryan Khoo
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- Ryuzo Abe
- Saad Nseir
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- Sabina Kali
- Sabina Mason
- Sabine Cornelis
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- Sara Taleb
- Sara Ventura
- Sarah E McDonald
- Sarah Isgett
- Sarah Moore
- Sarah Redl
- Sarah Stabler
- Sarah Syahrin
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- Shaunagh Browne
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- Shona C Moore
- Shubha Kalyan Shrestha
- Sia Loong Tonnii
- Sigfrid Louise
- Silvia Castañeda
- Silvia Lourenco
- Sim Choon Ean
- Sim Lim Heng Benedict
- Simon Bessis
- Simon Forsyth
- Simon-Djamel Thiberville
- Simone Carelli
- Simão Rodeia
- Singh Oinam Budha Charan
- Siobhan Casey
- Siobhan Egan
- Siri Goepel
- Siti Nurul Atikah Ahmad Ridzuan
- Siti Rohani Binti Mohd Yakop
- Siti Zubaidah Othman
- Sivanesen Anthonidass
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- Sofia Tejada
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- Sophie Mahy
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- Stella Rousset
- Stephan Schroll
- Stephanie Nonas
- Stephanie Roberts
- Stephanie Yerkovich
- Stephanie-Susanne Stecher
- Stephen R Knight
- Steve Webb
- Stijn Van de Velde
- Streinu-Cercel Anca
- Stuart Houltham
- Stéphane Jaureguiberry
- Stéphane Lasry
- Stéphane Sallaberry
- Stéphanie Cousse
- Stéphanie Fry
- Su Hwan Lee
- Subbarao Elapavaluru
- Subhash Acharya
- Sudhir Krishnan
- Sue Smith
- Suhaila Abdul Wahab
- Sung-Min Cho
- Surain Raaj Thanga Thurai
- Suresh Kumar Chidambaram
- Surya Otto Wijaya
- Susana Cabral
- Susana Fernandes
- Susanne Dudman
- Sushil Khanal
- Suvintheran Thangavelu
- Suwarti Suwarti
- Suzanne Bennett
- Suzette Willems
- Swosti Joshi
- Syamin Asyraf Shahidan
- Sybille Bevilcaqua
- Syed Muneeb
- Sylvain Diamantis
- Sylvie Behilill
- Sylvie LeGac
- Sylvie Lion-Daolio
- Sylvie Van Der Werf
- Synne Jenum
- Sze Kye Teoh
- Sébastien Preau
- Sérgio Gaião
- Séverine Ansart
- Sílvia Ferreira
- T Eoin West
- Taccone Fabio
- Tae Song
- Taha Pasha
- Tahira Jamal Mohamed
- Tak-Hyuk Oh
- Takako Akimoto
- Takayuki Ogura
- Taku Tanaka
- Tala Al-Dabbous
- Tamara Seitz
- Tan Pei Wen
- Tarek Elshazly
- Tatiana Fonseca
- Tawnya Ogston
- Teck Fung Wong
- Teresa Lawrence
- Terese Hammond
- Thalha Rashan
- Tharmini Ravi
- Tharwat Aisa
- Thavamany Kaleesvran
- Thibault Chiarabini
- Thierry Carmoi
- Thierry Mazzoni
- Thomas Flament
- Thomas Guimard
- Thomas Maitre
- Thomas Perpoint
- Thomas Staudinger
- Thushan de Silva
- Théo Treoux
- Tiago Isidoro
- Tiago Reyes
- Tiffany Trouillon
- Timo Brandenburger
- Timothy M Uyeki
- Ting Soo Chow
- Tiphaine Goulenok
- Tjard Schermer
- Todd C Lee
- Todd Karsies
- Tom Drake
- Tom Fletcher
- Tom Solomon
- Tomoyuki Endo
- Toni Duculan
- Tony Trapani
- Toshiki Yokoyama
- Triona Downer
- Tristan Gigante
- Trude Steinsvik
- Tze Vee Soh
- Tze Yuan Tee
- Tânia Sequeira
- Vadim Tieroshyn
- Valentine Campana
- Valeria Balan
- Valla Sahraei
- Valérie Gaborieau
- Valérie Garrait
- Valérie Gissot
- Vanessa Sancho-Shimizu
- Vanessa Teotonio
- Vanina Meysonnier
- Vecham Pavan Kumar
- Vegard Skogen
- Ventzislava Petrov-Sanchez
- Vicente Souza-Dantas
- Victor Fomin
- Victoria Janes
- Victoria Manda
- Victoria McEneany
- Victoria Shaw
- Vilmaris Quinones-Cardona
- Vincent Dinot
- Vincent Dubee
- Vincent Enouf
- Vincent Langlois
- Vincent Le Moing
- Vincent Peigne
- Vincent Pestre
- Vincent Thibault
- Vinothini Krishnan
- Virginie Williams
- Vladislav Mihnovit
- Véronique Lemee
- Víctor Quirós González
- Wai Ching Sin
- Walter Picard
- Wan Fadzlina Wan Muhd Shukeri
- Wei Han Hoh
- Wei Shen Lim
- Wei Jia
- Wendy S Barclay
- William A Paxton
- William Dechert
- William Finlayson
- William Greenhalf
- Wilna Oosthuyzen
- Wils Evert-Jan
- Wim Dieperink
- Wing Yiu Ng
- Xavier Duval
- Yael Dishon
- Yan Chyi Tan
- Yaseen Arabi
- Yasmin Gani
- Yazdan Yazdanpanah
- Yen Tsen Saw
- Yew Sing Wong
- Yi Bin Ho
- Yi Lin Lee
- Yih-Sharng Chen
- Ymkje Stienstra
- Yoan Lavie-Badie
- Yoann Donohue
- Yock Ping Chow
- Younes Ait Tamlihat
- Younes Kerroumi
- Yun Sii Ing
- Yuri Kida
- Yusing Gu
- Yvelynne Kelly
- Yves Levy
- Zhang Duan Tham
- Zul Amali Che Kamaruddin
- Zul Fakar
- Zulfiqar Sandhu
- Publication venue
- 'Oxford University Press (OUP)'
- Publication date
- 28/02/2023
- Field of study
Background: We describe demographic features, treatments and clinical outcomes in the International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) COVID-19 cohort, one of the world's largest international, standardized data sets concerning hospitalized patients. Methods: The data set analysed includes COVID-19 patients hospitalized between January 2020 and January 2022 in 52 countries. We investigated how symptoms on admission, co-morbidities, risk factors and treatments varied by age, sex and other characteristics. We used Cox regression models to investigate associations between demographics, symptoms, co-morbidities and other factors with risk of death, admission to an intensive care unit (ICU) and invasive mechanical ventilation (IMV). Results: Data were available for 689 572 patients with laboratory-confirmed (91.1%) or clinically diagnosed (8.9%) SARS-CoV-2 infection from 52 countries. Age [adjusted hazard ratio per 10 years 1.49 (95% CI 1.48, 1.49)] and male sex [1.23 (1.21, 1.24)] were associated with a higher risk of death. Rates of admission to an ICU and use of IMV increased with age up to age 60 years then dropped. Symptoms, co-morbidities and treatments varied by age and had varied associations with clinical outcomes. The case-fatality ratio varied by country partly due to differences in the clinical characteristics of recruited patients and was on average 21.5%. Conclusions: Age was the strongest determinant of risk of death, with a ∼30-fold difference between the oldest and youngest groups; each of the co-morbidities included was associated with up to an almost 2-fold increase in risk. Smoking and obesity were also associated with a higher risk of death. The size of our international database and the standardized data collection method make this study a comprehensive international description of COVID-19 clinical features. Our findings may inform strategies that involve prioritization of patients hospitalized with COVID-19 who have a higher risk of death
ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19
- Author
- A M Udara Lakshan Attanyake
- Aasiyah Rashan
- Aasiyah Rashan 9
- Aasmine Kaur
- Abdulrahman Al-Fares
- Abhijit Duggal
- Abi Beane 10
- Abid Khatak
- Abigail Beane
- Adam Ali
- Adam Betz
- Adam Hall
- Adam Nowinski
- Adrian Ceccato
- Adrian Streinu-Cercel
- Adrian Tey
- Adrien Auvet
- Adrien Lemaignen
- Adrienne Chan
- Aftab Imtiaz
- Agamemnon Bakakos
- Agnieszka Oldakowska
- Agnès Meybeck
- Agnès Sommet
- Agostinho Monteiro
- Ahmad Afiq Ramli
- Ahmad Kashfi Haji Ab Rahman
- Ahmed Farooq
- Aidan Burrell
- Ailbhe Cullen
- Ailbhe Hayes
- Aine McCarthy
- Aine McElroy
- Aisha Kalsoom Mufti
- Aisling Gavin
- Aisling Murphy
- Akram Zaaqoq
- Al-Awwab Dabaliz
- Alan Hartman
- Alasdair Nazerali-Maitland
- Albert Groenendijk
- Alberto Cucino
- Alberto Sotto
- Alberto Uribe
- Alberto Zanella
- Albertus Beishuizen
- Aldo Rafael
- Aldric Manuel
- Alejandro Martin-Quiros
- Aleksander Rygh Holten
- Aleksandr Beljantsev
- Alessandra Martinelli
- Alessandra Notari
- Alex Browne
- Alexa Debard
- Alexander Daniel Cornet
- Alexander J Mentzer
- Alexander King
- Alexander Zoufaly
- Alexandra Bedossa
- Alexandra Coelho
- Alexandra Sperry
- Alexandre Ducancelle
- Alexandre Gaymard
- Alexandre Hoctin
- Alexandros Cavayas
- Alfredo Antonio Chetta
- Ali Abbas
- Ali Ait Hssain
- Ali Hachemi
- Ali Liaquat
- Ali Raza
- Alice Bogaarts
- Alicia Gonzalez
- Alif Adlan Mohd Thabit
- Alina Kalicinska
- Alison M Meynert
- Alistair Nichol
- Allegra Chatterjee
- Allison McGeer
- Alpha Diallo
- Alphonsine Diouf
- Amanda Corley
- Amanda Palacios
- Amanda Rojek
- Amanda Rojek 5
- Amandine Gagneux-Brunon
- Amar Bhatt
- Ami Stuart
- Amiel A Dror
- Amin Khawaja
- Amina Meziane
- Amirul Asyraf
- Amna Faheem
- Amy Hackmann
- Amy Lester-Grant
- Amy Stone
- Amélie Valran
- Ana Aroca
- Ana Catarino
- Ana Chora Sousa
- Ana da Silva Filipe
- Ana Freitas Ribeiro
- Ana Isabel de Pinho Oliveira
- Ana L Rios
- Ana Luiza Valle
- Ana Marques
- Ana Martins
- Ana Motos
- Ana Raquel Maia
- Anais Rampello
- Anand Thakur
- Anant Kataria
- Anatoliy Gavrylov
- Anca Streinu-Cercel
- Anders Benjamin Kildal
- Anders Benteson Nygaard
- Anders Tveita
- Andra-Maris Post
- Andre Real
- Andrea Angheben
- Andrea Cortegiani
- Andrea Dell'Amore
- Andrea Dias
- Andrea Kelly
- Andrea Rossanese
- Andrea Ticinesi
- Andrea Villoldo
- Andreas Lind
- Andrew Acker
- Andrew Dagens
- Andrew Dagens 5
- Andrew Hershey
- Andrew Law
- Andrew Letizia
- Andrew Udy
- Andrey A Svistunov
- Andriy Bal
- André Cabie
- André Dias
- André Roberto
- Andrés Orquera
- Andy Dong
- Andy Law
- Aneela Altaf
- Angel Asensio
- Angel Sanchez-Miralles
- Angela Alberti
- Anika Atique
- Anilawati Mat Jelani
- Anissa Chair
- Anja Grosse Lordemann
- Anjellica Chen
- Ankana Satya
- Anna Beltrame
- Anna Ciullo
- Anna Greti Everding
- Anna Jung
- Anne Conrad
- Anne Guillaumot
- Anne Margarita Dyrhol-Riise
- Anne McCarthy
- Anne Opavsky
- Anne-Hélène Boivin
- Anne-Marie Guerguerian
- Anne-Sophie Boureau
- Anne-Sophie Resseguier
- Annelies Verbon
- Annemarie B Docherty
- Annmarie O Callaghan
- Annmarie O'Callaghan
- Ansley Hamer
- Anthony L Loschner
- Anthony Lemeur
- Anthony Nghi
- Antoine Cheret
- Antoine Khalil
- Antoine Kimmoun
- Antoine Merckx
- Anton Prinssen
- Antoni Torres
- Antonia Ho
- Antonia Ricchiuto
- Antonio Arcadipane
- Antonio Lalueza
- Antonio Loforte
- Antonio Pesenti
- António Mesquita
- Anuraj Shankar
- Aoife Driscoll
- Aoife Kelly
- Aquiles Henriquez-Trujillo
- Arabella Fahy
- Ardiyan Apriyana
- Arianne Joy Corpuz
- Arie Zainul Fatoni
- Arjen M Dondorp
- Arnaud Scherpereel
- Arne Søraas
- Arsalan Rahutullah
- Arshad Taqi
- Arsène Kpangon
- Arthur Garan
- Ary Serpa Neto
- Asad Usman
- Asami Ito
- Asfia Sultana
- Asgar Rishu
- Ashraf Sheharyar
- Asim Rana
- Asma Moin
- Astarini Hidayah
- Atif Siddiqui
- Attaur Rehman
- Audrey Barrelet
- Audrey Dubot-Pérès
- Aurelius Bonfasius
- Aurore Bousquet
- Aurélie Papadopoulos
- Aurélie Veislinger
- Aurélie Wiedemann
- Axelle Braconnier
- Ayodhia Pitaloka
- Azlan Mat Soom
- B P Sanka Ruwan Sri Darshana
- Bailey Cassandra
- Bairbre McNicholas
- Bambang Pujo Semedi
- Barbara Wanjiru Citarella
- Barbara Wanjiru Citarella 5
- Basanta Gauli
- Basri Mat Nor
- Bato Hammarström
- Beathe Kiland Granerud
- Beatrice Alex
- Beatriz Amorim Beltrão
- Ben Morton
- Benedict Sim Lim Heng
- Benigno Ferreira
- Benjamin Bach
- Benjamin Lefevre
- Benjamin Smood
- Benjamine Sarton
- Benoit Visseaux
- Benoît Roze
- Benoît Thill
- Bernard Cholley
- Bernardo Neves
- Bernhard Roessler
- Bertrand Dussol
- Bharath Kumar Tirupakuzhi Vijayaraghavan
- Bianca Boxma
- Bianca DeBenedictis
- Biing Horng Lee
- Birgitte Stiksrud
- Blake Mergler
- Blandine Rammaert
- Bouchra Loufti
- Bountoy Sibounheuang
- Brenda Molloy
- Brenda Reeve
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- Nisreen Shiban
- Nobuaki Shime
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- Quratul Ain Khan
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- Sue Smith 5
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- Sushil Khanal
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- Thalha Rashan
- Tharmini Ravi
- Tharwat Aisa
- Thavamany Kaleesvran
- Thibault Chiarabini
- Thierry Carmoi
- Thierry Mazzoni
- Thipsavanh Bounphiengsy
- Thomas Flament
- Thomas Guimard
- Thomas Maitre
- Thomas Perpoint
- Thomas Staudinger
- Thushan de Silva
- Théo Treoux
- Tiago Isidoro
- Tiago Reyes
- Tiffany Trouillon
- Timo Brandenburger
- Timothy M Uyeki
- Ting Soo Chow
- Tiphaine Goulenok
- Tiziana Meschi
- Tjard Schermer
- Todd C Lee
- Todd Karsies
- Tom Drake
- Tom Fletcher
- Tom Solomon
- Tomoyuki Endo
- Toni Duculan
- Tony Trapani
- Toshiki Yokoyama
- Touxiong Yiaye
- Triona Downer
- Tristan Gigante
- Trude Steinsvik
- Tze Vee Soh
- Tze Yuan Tee
- Tânia Sequeira
- Vadim Tieroshyn
- Valentine Campana
- Valeria Balan
- Valeria Balan 5
- Valla Sahraei
- Valérie Gaborieau
- Valérie Garrait
- Valérie Gissot
- Vanessa Sancho-Shimizu
- Vanessa Teotonio
- Vanina Meysonnier
- Vegard Skogen
- Ventzislava Petrov-Sanchez
- Vicente Souza-Dantas
- Victor Fomin
- Victoria Manda
- Victoria McEneany
- Victoria Shaw
- Vieri Parrini
- Viladeth Praphasiri
- Vilmaris Quinones-Cardona
- Vincent Dinot
- Vincent Dubee
- Vincent Enouf
- Vincent Langlois
- Vincent Le Moing
- Vincent Peigne
- Vincent Pestre
- Vincent Thibault
- Vinothini Krishnan
- Virginie Williams
- Vladislav Mihnovit
- Volkan Korten
- Véronique Lemee
- Víctor Quirós González
- Waasila Jassat
- Wai Ching Sin
- Walter Picard
- Wan Fadzlina Wan Muhd Shukeri
- Wei Han Hoh
- Wei Shen Lim
- Wendy S Barclay
- William A Paxton
- William Dechert
- William Finlayson
- William Greenhalf
- Wilna Oosthuyzen
- Wim Dieperink
- Wing Yiu Ng
- Xavier Duval
- Xavier Sánchez Choez
- Xin Ci Wong
- Yael Dishon
- Yan Chyi Tan
- Yanay Gorelik
- Yaseen Arabi
- Yasmin Gani
- Yazdan Yazdanpanah
- Yen Tsen Saw
- Yew Sing Wong
- Yi Bin Ho
- Yi Lin Lee
- Yih-Sharng Chen
- Ymkje Stienstra
- Yoan Lavie-Badie
- Yoann Donohue
- Yock Ping Chow
- Younes Ait Tamlihat
- Younes Kerroumi
- Yuli V Fuentes 1
- Yun Sii Ing
- Yuri Kida
- Yusing Gu
- Yvelynne Kelly
- Yves Levy
- Zhang Duan Tham
- Zul Amali Che Kamaruddin
- Zul Fakar
- Zulfiqar Sandhu
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/2022
- Field of study
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
The value of open-source clinical science in pandemic response: lessons from ISARIC
- Author
- Aasiyah Rashan
- Aasmine Kaur
- Abdulrahman Al-Fares
- Abhijit Duggal
- Adam Betz
- Adam Hall
- Adam Nowinski
- Adrian Ceccato
- Adrian Streinu-Cercel
- Adrian Tey
- Adrien Auvet
- Adrien Lemaignen
- Adrienne Chan
- Agamemnon Bakakos
- Agn??s Meybeck
- Agn??s Sommet
- Agnieszka Oldakowska
- Agostinho Monteiro
- Ahmad Afiq Ramli
- Ahmad Kashfi Haji Ab Rahman
- Ahmed Farooq
- Aidan Burrell
- Ailbhe Cullen
- Ailbhe Hayes
- Aine McCarthy
- Aine McElroy
- Aisha Kalsoom Mufti
- Aisling Gavin
- Aisling Murphy
- Aisling Murphy
- Akram Zaaqoq
- Al-Awwab Dabaliz
- Alan Hartman
- Alasdair Nazerali-Maitland
- Albert Groenendijk
- Alberto Cucino
- Alberto Sotto
- Alberto Uribe
- Alberto Zanella
- Albertus Beishuizen
- Aldo Rafael
- Aldric Manuel
- Alejandro Martin-Quiros
- Aleksander Rygh Holten
- Aleksandr Beljantsev
- Alessandra Martinelli
- Alessandra Notari
- Alex Browne
- Alex Nagrebetsky
- Alexa Debard
- Alexander Daniel Cornet
- Alexander J. Mentzer
- Alexander King
- Alexander Zoufaly
- Alexandra Bedossa
- Alexandra Coelho
- Alexandra Sperry
- Alexandre Ducancelle
- Alexandre Gaymard
- Alexandre Hoctin
- Alexandros Cavayas
- Ali Abbas
- Ali Ait Hssain
- Ali Hachemi
- Ali Liaquat
- Ali Raza
- Ali Rehan
- Alice Bogaarts
- Alicia Gonzalez
- Alif Adlan Mohd Thabit
- Alina Kalicinska
- Alison M. Meynert
- Alistair Nichol
- Allison McGeer
- Alpha Diallo
- Alphonsine Diouf
- AM Udara Lakshan Attanyake
- Am??lie Valran
- Amanda Corley
- Amanda Palacios
- Amanda Rojek
- Amandine Gagneux-Brunon
- Amar Bhatt
- Ami Stuart
- Amina Meziane
- Amirul Asyraf
- Amna Faheem
- Amy Lester-Grant
- Amy Stone
- Ana Aroca
- Ana Catarino
- Ana Chora Sousa
- Ana da Silva Filipe
- Ana Freitas Ribeiro
- Ana Isabel de Pinho Oliveira
- Ana L Rios
- Ana Luiza Valle
- Ana Marques
- Ana Martins
- Ana Motos
- Ana Raquel Maia
- Anant Kataria
- Anatoliy Gavrylov
- Anca Streinu-Cercel
- Anders Benjamin Kildal
- Anders Tveita
- Andr?? Cabie
- Andr?? Dias
- Andr?? Roberto
- Andr??s Orquera
- Andra-Maris Post
- Andre Real
- Andrea Angheben
- Andrea Cortegiani
- Andrea Dell'Amore
- Andrea Kelly
- Andrea Rossanese
- Andrea Villoldo
- Andreas Lind
- Andrew Acker
- Andrew Dagens
- Andrew Hershey
- Andrew Udy
- Andrey A Svistunov
- Andriy Bal
- Andy Dong
- Andy Law
- Aneela Altaf
- Angel Asensio
- Angel Sanchez-Miralles
- Anika Atique
- Anilawati Mat Jelani
- Anissa Chair
- Anja Grosse Lordemann
- Anjellica Chen
- Anna Beltrame
- Anna Ciullo
- Anna Greti Everding
- Anna Jung
- Anne Conrad
- Anne Guillaumot
- Anne Margarita Dyrhol-Riise
- Anne McCarthy
- Anne Opavsky
- Anne-H??l??ne Boivin
- Anne-Marie Guerguerian
- Anne-Sophie Boureau
- Anne-Sophie Resseguier
- Annelies Verbon
- Annemarie B. Docherty
- Annmarie O'Callaghan
- Ansley Hamer
- Ant??nio Mesquita
- Anthony Gordon
- Anthony L. Loschner
- Anthony Lemeur
- Anthony Nghi
- Antoine Cheret
- Antoine Khalil
- Antoine Kimmoun
- Antoine Merckx
- Anton Prinssen
- Antoni Torres
- Antonia Ho
- Antonio Arcadipane
- Antonio Lalueza
- Antonio Loforte
- Antonio Pesenti
- Anuraj Shankar
- Aoife Driscoll
- Aoife Kelly
- Aquiles Henriquez
- Arabella Fahy
- Ardiyan Apriyana
- Arianne Joy Corpuz
- Arie Zainul Fatoni
- Arjen M Dondorp
- Arnaud Scherpereel
- Ars??ne Kpangon
- Arsalan Rahutullah
- Arshad Taqi
- Arthur Garan
- Ary Serpa Neto
- Asad Usman
- Asami Ito
- Asfia Sultana
- Asgar Rishu
- Ashok Kumar
- Asim Rana
- Asma Moin
- Astarini Hidayah
- Atif Siddiqui
- Attaur Rehman
- Audrey Barrelet
- Aur??lie Papadopoulos
- Aur??lie Veislinger
- Aur??lie Wiedemann
- Aurelius Bonfasius
- Aurore Bousquet
- Axelle Braconnier
- Azlan Mat Soom
- Azrina Ralib
- B. P. Sanka Ruwan Sri Darshana
- B??n??dicte Lefebvre
- B??n??dicte Rossignol
- Bailey Cassandra
- Bairbre McNicholas
- Bambang Pujo Semedi
- Barbara Wanjiru Citarella
- Basanta Gauli
- Basri Mat Nor
- Beatrice Alex
- Beatriz Amorim Beltr??o
- Ben Morton
- Benedict Sim Lim Heng
- Benigno Ferreira
- Benjamin Bach
- Benjamin Lefevre
- Benjamin Smood
- Benjamine Sarton
- Beno??t Roze
- Beno??t Thill
- Benoit Visseaux
- Bernard Cholley
- Bernardo Neves
- Bernhard Roessler
- Bertrand Dussol
- Bharath Kumar Tirupakuzhi Vijayaraghavan
- Bianca Boxma
- Bianca DeBenedictis
- Biing Horng Lee
- Bipin Karki
- Birgitte Stiksrud
- Blake Mergler
- Blandine Rammaert
- Bouchra Loufti
- Brenda Molloy
- Brenda Reeve
- Brian Marsh
- Brigid Flynn
- Brigitte Elharrar
- Briseida Parra
- Bruno Levy
- Bruno Lina
- Bruno Pastene
- Bruno Sarmento Banheiro
- Bryan Whelan
- Budha Charan Singh
- C??cile Goujard
- C??cile Mear-Passard
- C??cile Tromeur
- C??cile Yelnik
- C??dric Joseph
- C??dric Laou??nan
- C??line Dorival
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- C??line Michelanglei
- C??sar Vieira
- Caitriona Cody
- Calvin Wong
- Cameron J. Fairfield
- Camile Bouisse
- Camille Couffignal
- Caren Friedrich
- Carine Roy
- Carla Eira
- Carlo Giaquinto
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- Christophe Fraser
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- Clark D. Russell
- Clark Owyang
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- Claudia Figueiredo-Mello
- Claudia Milena Orozco-Chamorro
- Claudia Montes
- Claudia Sepulveda
- Claudina Cruz
- Claudine Badr
- Claudio Duarte Fonseca
- Cleide Barrigoto
- Clotilde Allavena
- Coilin Smyth
- Colin McArthur
- Colin McCloskey
- Coline Jaud-Fischer
- Colleen Curran
- Conar O'Neil
- Coralie Khan
- Coralie Tardivon
- Corine Delsing
- Corinne Daniel
- Cornelius Rau
- Courtney Greene
- Cristinava Vajdovics
- Cynthia Alegre
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- Cyril Cadoz
- Cyril Le Bris
- Dafsah Juzar
- Dag Henrik Reikvam
- Daisuke Kasugai
- Dalia Lopez-Colon
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- Danielle Jaafar
- Darakhshan Kanwal
- Darren Dahly
- Darshana Hewa Kandamby
- Dave Nagpal
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- Dawn Higgins
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- Diego Franch-Llasat
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- Dinesh Kuriakose
- Diogo Borges
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- Diptesh Aryal
- Djura Piersma
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- Dominic So
- Dominique Deplanque
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- Dori-Ann Martin
- Dorothea Rosenberger
- Dorothy Breen
- Doug Robb
- Dounia Bouhmani
- Douwe F. Postma
- Dr Marianne Fraher
- Dubravka Supic
- Duc Nguyen
- Duong Bich Thuy
- Dyah Kanyawati
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- Ebenezer Rabindrarajan
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- Efstathia Mihelis
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- Egle Saviciute
- Eibhilin Higgins
- Eka Yudha Lantang
- Elaine Conway
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- Elena Gallego Curto
- Elena Molinos
- Elias Iosifidis
- Elisa Demonchy
- Elisabeth Adam
- Elisabeth Botelho-Nevers
- Elisabetta Spinuzza
- Elise Artaud-Macari
- Elizabeth Ashley
- Ellen Shadowitz
- Elodie Curlier
- Elsa Nyamankolly
- Else Quist-Paulsen
- Ema Leal
- Eman Al Qasim
- Emanuele Durante-Mangoni
- Emily Martin
- Emily Neumann
- Emily Somers
- Emma C. Thomson
- Emma Clarke
- Emma Costigan
- Emmanuel Roilides
- Emmanuelle A Dankwa
- Emmanuelle Denis
- Emmanuelle Mercier
- Eric D'Ortenzio
- Eric Delaveuve
- Eric Gnall
- Eric Oziol
- Eric Senneville
- Erica Bak
- Erlina Burhan
- Erni Nelwan
- Ernita Akmal
- Erwan Fourn
- Erwan L'Her
- Esteban Garcia-Gallo
- Ethan Kurtzman
- Etienne De Montmollin
- Eva Geraud
- Eva Miranda Marwali
- Eva Stolz
- Eve Defous
- Evelyne Kestelyn
- Evert-Jan Wils
- Ewa Talarek
- Ewen M. Harrison
- F??lix Djossou
- Fabian Patauner
- Fabio Guarracino
- Fabio S. Taccone
- Fabrice Laine
- Fakhir Haidri
- Fanny Vuotto
- Fara Diop
- Farah Nadiah Bidin
- Federico D'Amico
- Felwa Bin Humaid
- Fernando Augusto Bozza
- Fernando Maltez
- Fernando Rainieri
- Ferran Roche-Campo
- Ferruccio Mele
- Filipa Br??s Monteiro
- Filipa Cardoso
- Filipa Sequeira
- Filipe Cardoso
- Filomena Boccia
- Fiona Griffiths
- Fionnuala O Brien
- Firouz?? Bani-Sadr
- Fivzia Herekar
- Fl??vio Marino
- Florence Jego
- Florent Peelman
- Florentia Kaguelidou
- Fr??d??rick D???Aragon
- Fran??ois Angoulvant
- Fran??ois Bissuel
- Fran??ois Bompart
- Fran??ois Dubos
- Fran??ois Goehringer
- Fran??ois Lamontagne
- Fran??ois Lellouche
- Fran??ois Martin Carrier
- Fran??ois T??oul??
- Fran??ois-Xavier Catherine
- Fran??ois-Xavier Ferrand
- Fran??ois-Xavier Lescure
- France Mentr??
- Francisco Arancibia
- Frank Bloos
- Frank Manetta
- Frank Olav Pettersen
- Fredrik Muller
- Gabriel Macheda
- Gabriel Suen
- Gabriele Sales
- Gabrielle Ragazzo
- Gail Carson
- Galyna Kutsyna
- Gamage Dona Dilanthi Priyadarshani
- Gan Ee Xian
- Ganesh Kumar
- Gary Leeming
- Gary Schwartz
- Gayle Carney
- Gennaro Martucci
- Geoffrey Liegeon
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- Gezy Giwangkancana
- Ghulam Rasheed
- Giacomo Grasselli
- Gianluigi Li Bassi
- Giles J. Peek
- Gilles Peytavin
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- Giri Shan Rajahram
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- Giulio Giovanni Cavalli
- Giuseppe Foti
- Gloria Crowl
- Gr??gory Corvaisier
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- Gregory Purcell
- Gretchen Lemmink
- Gry Kloumann Bekken
- Gugapriyaa Muyandy
- Guillame Louis
- Guillaume Lingas
- Guillaume Martin-Blondel
- Guillermo Giordano
- Guillermo Maestro de la Calle
- Guylaine Castor-Alexandre
- Gwena??l Le Moal
- Gwenha??l Colin
- Gyan Sandhu
- H M Upulee Pabasara
- H??l??ne Esperou
- H??l??ne Salvator
- Ha Sha Lene
- Haixia Shi
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- Hanan Fateena
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- Henk Vanoverschelde
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- Hernando Torres-Zevallos
- Herv?? Le Nagard
- Hiba Zayyad
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- Hiu Jian Chua
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- Hongru Ren
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- Huda Taqdees
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- Hugo Miranda-Maldonado
- Hugo Mouquet
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- Hugues Cordel
- Hussain Tanveer
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- Hwa Jin Cho
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- Ida Carroll
- Ignacio Martin-Loeches
- Ikram Houas
- Ilka Engelmann
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- Imrana Khalid
- In??s Carqueja
- Indrek R??tsep
- Ingrid G. Bustos
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- Issrah Jawad
- Ithan D. Peltan
- Ivo Castro
- J Kevin Baird
- J. Kenneth Baillie
- J. Perren Cobb
- J??r??me Dimet
- J??r??mie Guedj
- J??r??mie Pasquier
- Jack Song Chia
- Jacky Y. Suen
- Jacobien Ellerbroek
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- Jean-Charles Gagnard
- Jean-Charles Preiser
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- Jo??o Alves
- Jo??o Cam
- Jo??o Estev??o
- Jo??o Martins
- Jo??o Melo Alves
- Jo??o Oliveira
- Jo??o Teixeira
- Joan G??mez-Junyent
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- Joaqu??n Baruch
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- Jodat Saleem
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- Jorge Fernandes
- Jorge Paulos
- Jos?? Casimiro
- Jos?? Ernesto Vidal
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- Kim Keat Tan
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- Kristian Tonby
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- Kyle Gomez
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- Lara Absil
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- M Azhari Taufik
- M??lanie Roriz
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- Ma??der Pagadoy
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- Malcolm G. Semple
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- Mamoru Komatsu
- Mangala Narasimhan
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- Mobin Chaudary
- Mohamed Fayed
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- Muhammad Hayat
- Mukesh Kumar
- Murray Dryden
- Murray Wham
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- Myung Jin Song
- Nad??ge Neant
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- Ryadh Pokeerbux
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- Simon Bessis
- Simon Forsyth
- Simon-Djamel Thiberville
- Simone Carelli
- Simone Piva
- Simreen Kaur Johal
- Siobhan Casey
- Siobhan Egan
- Siri Goepel
- Siti Nurul Atikah Ahmad Ridzuan
- Siti Rohani Binti Mohd Yakop
- Siti Zubaidah Othman
- Sivanesen Anthonidass
- Smaragdi Kalomoiri
- Sobia Masood
- Sobia Masood
- Sof??a Contreras
- Sofia Cardoso
- Sofia Prapa
- Sofia Tejada
- Soizic Le Mestre
- Sophie Halpin
- Sophie Mahy
- Sophie O'Halloran
- Sophie Yacoub
- Sravya Pudota
- Sree Satyapriya
- Srinivas Murthy
- St??phane Jaureguiberry
- St??phane Lasry
- St??phane Sallaberry
- St??phanie Cousse
- St??phanie Fry
- Stanislas Rebaudet
- Steffi Ryckaert
- Stella Rousset
- Stephan Schroll
- Stephanie Nonas
- Stephanie Roberts
- Stephanie Yerkovich
- Stephanie-Susanne Stecher
- Stephen Brett
- Stephen Knight
- Steven Anthony Webb
- Steven van Lelyveld
- Stijn Van de Velde
- Stuart Houltham
- Su Hwan Lee
- Subbarao Elapavaluru
- Subhash Acharya
- Sudhir Krishnan
- Sue Smith
- Suhaila Abdul Wahab
- Sung-Min Cho
- Surain Raaj Thanga Thurai
- Suresh Kumar Chidambaram
- Surya Otto Wijaya
- Susana Cabral
- Susana Fernandes
- Susanne Dudman
- Sushil Khanal
- Suvintheran Thangavelu
- Suwarti Suwarti
- Suzanne Bennett
- Suzette Willems
- Swagata Tripathy
- Swosti Joshi
- Syamin Asyraf Shahidan
- Sybille Bevilcaqua
- Syed Muneeb
- Sylvain Diamantis
- Sylvie Behilill
- Sylvie LeGac
- Sylvie Lion-Daolio
- Sylvie Van Der Werf
- Synne Jenum
- Sze Kye Teoh
- T. Eoin West
- T??nia Sequeira
- Tae Song
- Taha Pasha
- Tahira Jamal Mohamed
- Tak-Hyuk Oh
- Takako Akimoto
- Takayuki Ogura
- Taku Tanaka
- Takuya Shiga
- Tala Al-dabbous
- Tamara Seitz
- Tan Pei Wen
- Tanvir Alam
- Tarek Elshazly
- Tatiana Fonseca
- Tatsuya Kawasaki
- Tawnya Ogston
- Teck Fung Wong
- Teresa Lawrence
- Terese Hammond
- Tessa Broadley
- Th??o Treoux
- Thalha Rashan
- Tharmini Ravi
- Tharwat Aisa
- Thavamany Kaleesvran
- Thibault Chiarabini
- Thierry Carmoi
- Thierry Mazzoni
- Thomas Flament
- Thomas Guimard
- Thomas Maitre
- Thomas Perpoint
- Thomas Staudinger
- Thushan de Silva
- Tiago Isidoro
- Tiago Reyes
- Tiffany Trouillon
- Timo Brandenburger
- Timo Tolppa
- Ting Soo Chow
- Tiphaine Goulenok
- Tjard Schermer
- Todd C. Lee
- Todd Karsies
- Tom Drake
- Tom Fletcher
- Tom Solomon
- Tomoyuki Endo
- Toni Duculan
- Tony Trapani
- Toshiki Yokoyama
- Triona Downer
- Tristan Gigante
- Trude Steinsvik
- Tze Vee Soh
- Tze Yuan Tee
- V??ctor Quir??s Gonz??lez
- V??ronique Lemee
- Vadim Tieroshyn
- Val??rie Gaborieau
- Val??rie Garrait
- Val??rie Gissot
- Valentine Campana
- Valeria Balan
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- Vanessa Sancho-Shimizu
- Vanessa Teotonio
- Vanina Meysonnier
- Vegard Skogen
- Ventzislava Petrov-Sanchez
- Vicente Souza-Dantas
- Victor Fomin
- Victoria Manda
- Victoria McEneany
- Victoria Shaw
- Vieri Parrini
- Vilmaris Quinones-Cardona
- Vincent Dinot
- Vincent Dubee
- Vincent Enouf
- Vincent Langlois
- Vincent Le Moing
- Vincent Peigne
- Vincent Pestre
- Vincent Thibault
- Vinothini Krishnan
- Virginie Williams
- Vladislav Mihnovit
- Volkan Korten
- Waasila Jassat
- Wai Ching Sin
- Walter Picard
- Wan Fadzlina Wan Muhd Shukeri
- Wei Han Hoh
- Wei Shen Lim
- Wendy S. Barclay
- William A. Paxton
- William Dechert
- William Greenhalf
- Wilna Oosthuyzen
- Wim Dieperink
- Xavier Duval
- Xavier S??nchez Choez
- Xin Ci Wong
- Yael Dishon
- Yan Chyi Tan
- Yaseen Arabi
- Yasmin Gani
- Yazdan Yazdanpanah
- Yen Tsen Saw
- Yew Sing Wong
- Yi Bin Ho
- Yi Lin Lee
- Yih-Sharng Chen
- Ymkje Stienstra
- Yoan Lavie-Badie
- Yoann Donohue
- Yock Ping Chow
- Younes Ait Tamlihat
- Younes Kerroumi
- Yun Sii Ing
- Yuri Kida
- Yusing Gu
- Yvelynne Kelly
- Yves Levy
- Zhang Duan Tham
- Zubair Umer
- Zul Amali Che Kamaruddin
- Zul Fakar
- Zulfiqar Sandhu
- Publication venue
- 'Elsevier BV'
- Publication date
- 01/01/2021
- Field of study
International audienc
The value of open-source clinical science in pandemic response: lessons from ISARIC
- Author
- Abbas Ali
- Abdukahil Sheryl Ann
- Abdulkadir Nurul Najmee
- Abe Ryuzo
- Abel Laurent
- Absil Lara
- Acharya Subhash
- Acker Andrew
- Adachi Shingo
- Adam Elisabeth
- Adrião Diana
- Ageel Saleh Al
- Ahmed Shakeel
- Ain Quratul
- Ainscough Kate
- Aisa Tharwat
- Ait Hssain Ali
- Ait Tamlihat Younes
- Akimoto Takako
- Akmal Ernita
- Al Qasim Eman
- Al-dabbous Tala
- Al-Fares Abdulrahman
- Alalqam Razi
- Alam Tanvir
- Alegesan Senthilkumar
- Alegre Cynthia
- Alessi Marta
- Alex Beatrice
- Alexandre K. vin
- Alfoudri Huda
- Ali Shah Naseem
- Ali Imran
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Altaf Aneela
- Alves João
- Alves João Melo
- Alves Rita
- Amaral Maria
- Amira Nur
- Ammerlaan Heidi
- Ampaw Phoebe
- Andini Roberto
- Andrejak Claire
- Angheben Andrea
- Angoulvant François
- Ansart S. verine
- Anthonidass Sivanesen
- Antonelli Massimo
- Antunes de Brito Carlos Alexandre
- Anwar Kazi Rubayet
- Apriyana Ardiyan
- Arabi Yaseen
- Aragao Irene
- Arali Rajeshwari
- 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
- Ashraf Sheharyar
- Asim Mohammad
- Assie Jean Baptiste
- Asyraf Amirul
- Atique Anika
- Attanyake A. M. Udara Lakshan
- Auchabie Johann
- Aumaitre Hugues
- Auvet Adrien
- Azemar Laurène
- Azoulay Cecile
- Bach Benjamin
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- Badr Claudine
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- Baird J. Kevin
- Bak Erica
- Bakakos Agamemnon
- Bakar Nazreen Abu
- Bal Andriy
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- Balan Valeria
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- Barbosa Nicholas Yuri
- Barclay Wendy S.
- Barnett Saef Umar
- Barnikel Michaela
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- Bartone Cheryl
- Baruch Joaquín
- Bashir Mustehan
- Basmaci Romain
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- Bastos Diego
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- Bazan Dow Denisse
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- Beljantsev Aleksandr
- Bellemare David
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- Beltrão Beatriz Amorim
- Beluze Marine
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- Benjiman Lionel Eric
- Benkerrou Dehbia
- Bennett Suzanne
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- Bertoli Giulia
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- Delaveuve Eric
- Delavigne Karen
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- Doherty Helen
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- Farshait Nataly
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- Fraser Christophe
- Fraser John F.
- Freire Marcela Vieira
- Freitas Ribeiro Ana
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- Gagneux-Brunon Amandine
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- Kosgei Caroline
- Kpangon Arsène
- Krawczyk Karolina
- Krishnan Sudhir
- Krishnan Vinothini
- Kruglova Oksana
- Kumar Vecham Pavan
- Kumar Ashok
- Kumar Deepali
- Kumar Ganesh
- Kumar Mukesh
- Kuriakose Dinesh
- Kurtzman Ethan
- Kusumastuti Neurinda Permata
- Kutsogiannis Demetrios
- Kutsyna Galyna
- Kyriakoulis Konstantinos
- l'Her Erwan
- Lachatre Marie
- Lacoste Marie
- Laffey John G.
- Lagrange Marie
- Laine Fabrice
- Lairez Olivier
- Lakhey Sanjay
- Lalueza Antonio
- Lambert Marc
- Lamontagne François
- Langelot-Richard Marie
- Langlois Vincent
- Lantang Eka Yudha
- Lanza Marina
- Laouénan C. dric
- Laribi Samira
- Lariviere Delphine
- Lasry Stéphane
- Latif Naveed
- Launay Odile
- Laureillard Didier
- Lavie-Badie Yoan
- Law Andy
- Lawrence Cassie
- Lawrence Teresa
- 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
- le Minh
- Leal Santos Marta
- Leal Ema
- Lee Biing Horng
- Lee Heng Gee
- Lee James
- Lee Su Hwan
- Lee Todd C.
- Lee Yi Lin
- Leeming Gary
- Lefebvre B. nédicte
- Lefebvre Laurent
- Lefevre Benjamin
- LeGac Sylvie
- Lelievre Jean-Daniel
- Lellouche François
- Lemaignen Adrien
- Lemee V. ronique
- Lemeur Anthony
- Lemmink Gretchen
- Lene Ha Sha
- Lennon Jenny
- Leone Marc
- Leone Michela
- Lepiller Quentin
- Lescure François-Xavier
- Lesens Olivier
- Lesouhaitier Mathieu
- Lester-Grant Amy
- Levy Bruno
- Levy Yves
- Levy-Marchal Claire
- Lewandowska Katarzyna
- León Rafael
- Li Bassi Gianluigi
- Liang Janet
- Liaquat Ali
- Liegeon Geoffrey
- Lim Kah Chuan
- Lim Wei Shen
- Lima Chantre
- Lina Bruno
- Lina Lim
- Lind Andreas
- Lingas Guillaume
- Lion-Daolio Sylvie
- Lissauer Samantha
- Liu Keibun
- Livrozet Marine
- Lizotte Patricia
- Loforte Antonio
- Lolong Navy
- Loon Leong Chee
- Lopes Diogo
- Lopez-Colon Dalia
- Loschner Anthony L.
- Loubet Paul
- Loufti Bouchra
- Louis Guillame
- Lourenco Silvia
- Lovelace-Macon Lara
- Low Lee Lee
- Lowik Marije
- Loy Jia Shyi
- Lucet Jean Christophe
- Lumbreras Bermejo Carlos
- Luna Carlos M.
- Lungu Olguta
- Luong Liem
- Luque Nestor
- Luton Dominique
- Lwin Nilar
- Lyons Ruth
- Maasikas Olavi
- Mabiala Oryane
- MacDonald Samual
- MacDonald Sarah
- Machado Moïse
- Macheda Gabriel
- Macias Sanchez Juan
- Madhok Jai
- Maestro de la Calle Guillermo
- Mahieu Rafael
- Mahy Sophie
- Maia Ana Raquel
- Maier Lars S.
- Maillet Mylène
- Maitre Thomas
- Malfertheiner Maximilian
- Malik Nadia
- Mallon Paddy
- Maltez Fernando
- Malvy Denis
- Manda Victoria
- Mandei Jose M.
- Mandelbrot Laurent
- Manetta Frank
- Mangal Kishore
- 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
- Martelli Celina Turchi
- Martin Dori-Ann
- Martin Emily
- Martin-Blondel Guillaume
- Martin-Loeches Ignacio
- Martin-Quiros Alejandro
- Martinelli Alessandra
- Martinot Martin
- Martins Rego Caroline
- Martins Ana
- Martins João
- Martins Nuno
- Martucci Gennaro
- Martynenko Olga
- Marwali Eva Miranda
- Marzukie Marsilla
- Masa Jimenez Juan Fernado
- 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
- Mazzoni Thierry
- Mc Sweeney Lisa
- McAndrew Lorraine
- McArthur Colin
- McCarthy Aine
- McCarthy Anne
- McCloskey Colin
- McConnochie Rachael
- McDermott Sherry
- McDonald Sarah E.
- McElroy Aine
- McElwee Samuel
- McEneany Victoria
- McEvoy Natalie
- McGeer Allison
- McKay Chris
- McKeown Johnny
- McLean Kenneth A.
- McNally Paul
- McNicholas Bairbre
- McPartlan Elaine
- Meaney Edel
- Mear-Passard C. cile
- Mechlin Maggie
- Meher Maqsood
- Mehkri Omar
- Mele Ferruccio
- Melo Luis
- Memon Kashif
- Mendes Joao Joao
- Menkiti Ogechukwu
- Menon Kusum
- Mentré France
- Mentzer Alexander J.
- Mercier Emmanuelle
- Mercier Noémie
- Merckx Antoine
- Mergeay-Fabre Mayka
- Mergler Blake
- Merson Laura
- Mesquita António
- Metwally Osama
- Meybeck Agnès
- Meyer Dan
- Meynert Alison M.
- Meysonnier Vanina
- Meziane Amina
- Mezidi Mehdi
- Michelagnoli Giuliano
- Michelanglei C. line
- Michelet Isabelle
- Mihelis Efstathia
- Mihnovit Vladislav
- Miranda-Maldonado Hugo
- Misnan Nor Arisah
- Mohamed Nik Nur Eliza
- Mohamed Tahira Jamal
- Moin Asma
- Molina David
- Molinos Elena
- Molloy Brenda
- Mone Mary
- Monteiro Agostinho
- Montes Claudia
- Montrucchio Giorgia
- Moore Sarah
- Moore Shona C.
- Morales Cely Lina
- Moro Lucia
- Morocho Tutillo Diego Rolando
- Morton Ben
- Motherway Catherine
- Motos Ana
- Mouquet Hugo
- Mouton Perrot Clara
- Moyet Julien
- Mudara Caroline
- Mufti Aisha Kalsoom
- Muh Ng Yong
- Muhamad Dzawani
- Mullaert Jimmy
- Muller Fredrik
- Munblit Daniel
- Muneeb Syed
- Munir Nadeem
- Munshi Laveena
- Murphy Aisling
- Murphy Lorna
- Murris Marlène
- Murthy Srinivas
- Musaab Himed
- Muyandy Gugapriyaa
- Myrodia Dimitra Melia
- Müller Karl Erik
- N Namra
- Nagpal Dave
- Nagrebetsky Alex
- Narasimhan Mangala
- Narayanan Nageswaran
- Nasim Khan Rashid
- Nazerali-Maitland Alasdair
- Neant Nadège
- Neb Holger
- Nekliudov Nikita A.
- Nelwan Erni
- Neto Raul
- Neumann Emily
- Neves Bernardo
- Ng Pauline Yeung
- Nghi Anthony
- Nguyen Duc
- Ni Choileain Orna
- Ni Leathlobhair Niamh
- Nichol Alistair
- Nitayavardhana Prompak
- Nonas Stephanie
- Noordin Nurul Amani Mohd
- Noret Marion
- Norharizam Nurul Faten Izzati
- Norman Lisa
- Notari Alessandra
- Noursadeghi Mahdad
- Nowicka Karolina
- Nowinski Adam
- Nseir Saad
- Nunez Jose I.
- Nurnaningsih Nurnaningsih
- Nyamankolly Elsa
- O Brien Fionnuala
- 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
- Olliaro Piero L.
- Ong David S. Y.
- Ong Jee Yan
- Oosthuyzen Wilna
- Opavsky Anne
- Openshaw Peter
- Orakzai Saijad
- Orozco-Chamorro Claudia Milena
- Orquera Andrés
- Ortoleva Jamel
- Osatnik Javier
- Othman Siti Zubaidah
- Ouamara Nadia
- Ouissa Rachida
- Owyang Clark
- Oziol Eric
- Pabasara H. M. Upulee
- Pagadoy Maïder
- Pages Justine
- Palacios Amanda
- Palacios Mario
- Palmarini Massimo
- Panarello Giovanna
- Panda Prasan Kumar
- Paneru Hem
- Pang Lai Hui
- Panigada Mauro
- Pansu Nathalie
- Papadopoulos Aurélie
- Parke Rachael
- Parker Melissa
- Parra Briseida
- Parrini Vieri
- Pasha Taha
- Pasquier J. rémie
- Pastene Bruno
- Patauner Fabian
- Patel Junaid
- Pathmanathan Mohan Dass
- Patricio Patricia
- Patrier Juliette
- Patrão Luís
- Patterson Lisa
- Pattnaik Rajyabardhan
- Paul Christelle
- Paul Mical
- Paulos Jorge
- Paxton William A.
- Payen Jean-François
- Peariasamy Kalaiarasu
- Pedrera Jiménez Miguel
- Peek Giles J.
- Peelman Florent
- Peiffer-Smadja Nathan
- Peigne Vincent
- Pejkovska Mare
- Pelosi Paolo
- Peltan Ithan D.
- Pereira Rui
- Perez Daniel
- Periel Luis
- Perpoint Thomas
- Pesenti Antonio
- Pestre Vincent
- Petrou Lenka
- Petrov-Sanchez Ventzislava
- Pettersen Frank Olav
- Peytavin Gilles
- Pharand Scott
- Piagnerelli Michael
- Picard Walter
- Picone Olivier
- Pierobon Carola
- Piersma Djura
- Pimentel Carlos
- Pinto Raquel
- Pires Catarina
- Pironneau Isabelle
- Piroth Lionel
- Pius Riinu
- Piva Simone
- Plantier Laurent
- Plotkin Daniel
- Png Hon Shen
- Poissy Julien
- Pokeerbux Ryadh
- Pokorska-Spiewak Maria
- Poli Sergio
- Pollakis Georgios
- Ponscarme Diane
- Popielska Jolanta
- Post Andra-Maris
- Postma Douwe F.
- Povoa Pedro
- Powis Jeff
- Prapa Sofia
- Preau S. bastien
- Prebensen Christian
- Preiser Jean-Charles
- Prinssen Anton
- Pritchard Mark G.
- Priyadarshani Gamage Dona Dilanthi
- Proença Lucia
- Pudota Sravya
- Pujo Semedi Bambang
- Pulicken Mathew
- Puntoni Matteo
- Purcell Gregory
- Puéchal Oriane
- Póvoas Diana
- Quesada Luisa
- Quinones-Cardona Vilmaris
- Quirós González V. ctor
- Quist-Paulsen Else
- Quraishi Mohammed
- Rabaa Maia
- Rabaud Christian
- Rabindrarajan Ebenezer
- Rafael Aldo
- Rafiq Marie
- Ragazzo Gabrielle
- Rahman Ahmad Kashfi Haji Ab
- Rahman Rozanah Abd
- Rahutullah Arsalan
- Rainieri Fernando
- Rajahram Giri Shan
- Rajapakse Nipunie
- Ralib Azrina
- Ramakrishnan Nagarajan
- Ramanathan Kollengode
- Ramli Ahmad Afiq
- Rammaert Blandine
- Ramos Grazielle Viana
- Rana Asim
- Rangappa Rajavardhan
- Ranjan Ritika
- Rapp Christophe
- Rashan Aasiyah
- Rashan Thalha
- Rasheed Ghulam
- Rasmin Menaldi
- Rau Cornelius
- Ravi Tharmini
- Raza Ali
- Real Andre
- Rebaudet Stanislas
- Redl Sarah
- Reeve Brenda
- Rehan Ali
- Rehman Attaur
- Reid Liadain
- Reikvam Dag Henrik
- Reis Renato
- Rello Jordi
- Remppis Jonathan
- Remy Martine
- Ren Hongru
- Renk Hanna
- Resende Liliana
- Resseguier Anne-Sophie
- Revest Matthieu
- Rewa Oleksa
- Reyes Luis Felipe
- Reyes Tiago
- Ribeiro Maria Ines
- Richardson David
- Richardson Denise
- Richier Laurent
- Ridzuan Siti Nurul Atikah Ahmad
- Riera Jordi
- Rios Ana L.
- Rishu Asgar
- Rispal Patrick
- Risso Karine
- Rivera Nuñez Maria Angelica
- Rizer Nicholas
- Robb Doug
- Robba Chiara
- Roberto André
- Roberts Stephanie
- Robertson David L.
- Robineau Olivier
- Roche-Campo Ferran
- Rodari Paola
- Rodeia Simão
- Rodriguez Abreu Julia
- Roessler Bernhard
- Roger Claire
- Roger Pierre-Marie
- Roilides Emmanuel
- Rojek Amanda
- Romaru Juliette
- Roncon-Albuquerque Jr Roberto
- Roriz M. lanie
- Rosa-Calatrava Manuel
- Rose Michael
- Rosenberger Dorothea
- Rossanese Andrea
- Rossetti Matteo
- Rossignol B. nédicte
- Rossignol Patrick
- Rousset Stella
- Roy Carine
- Roze Benoît
- Rusmawatiningtyas Desy
- Russell Clark D.
- Ryan Maeve
- Ryan Maria
- Ryckaert Steffi
- Rygh Holten Aleksander
- Rätsep Indrek
- Saba Isabela
- Sadaf Sairah
- Sadat Musharaf
- Sahraei Valla
- Saint-Gilles Maximilien
- Sakiyalak Pranya
- Salahuddin Nawal
- Salazar Leonardo
- Saleem Jodat
- Sales Gabriele
- Sallaberry Stéphane
- Salmon Gandonniere Charlotte
- Salvator H. lène
- Sanchez de Oliveira Kizy
- Sanchez Olivier
- Sanchez-Miralles Angel
- Sancho-Shimizu Vanessa
- Sandhu Gyan
- Sandhu Zulfiqar
- Sandrine Pierre-François
- Sandulescu Oana
- Santos Marlene
- Sarfo-Mensah Shirley
- Sarmento Banheiro Bruno
- Sarmiento Iam Claire E.
- Sarton Benjamine
- Satyapriya Sree
- Satyawati Rumaisah
- Saviciute Egle
- Savio Raymond
- Savvidou Parthena
- Saw Yen Tsen
- Schaffer Justin
- Schermer Tjard
- Scherpereel Arnaud
- Schneider Marion
- Schroll Stephan
- Schwameis Michael
- Schwartz Gary
- Scott Janet T.
- Scott-Brown James
- Sedillot Nicholas
- Seitz Tamara
- Selvanayagam Jaganathan
- Selvarajoo Mageswari
- Semaille Caroline
- Semple Malcolm G.
- Senian Rasidah Bt
- Senneville Eric
- Sepulveda Claudia
- Sequeira Filipa
- Sequeira T. nia
- Serpa Neto Ary
- Serrano Balazote Pablo
- Shadowitz Ellen
- Shahidan Syamin Asyraf
- Shahnaz Hasan Mohd
- Shamsah Mohammad
- Shankar Anuraj
- Sharjeel Shaikh
- Sharma Pratima
- Shaw Catherine A.
- Shaw Victoria
- Shi Haixia
- Shiban Nisreen
- Shiekh Mohiuddin
- Shiga Takuya
- Shime Nobuaki
- Shimizu Hiroaki
- Shimizu Keiki
- Shimizu Naoki
- Shindo Nahoko
- Shrapnel Sally
- Shum Hoi Ping
- Si Mohammed Nassima
- Siang Ng Yong
- Sibiude Jeanne
- Siddiqui Atif
- Sigfrid Louise
- Sillaots Piret
- Silva Catarina
- Silva Maria Joao
- Silva Rogério
- Sim Lim Heng Benedict
- Sin Wai Ching
- Singh Budha Charan
- Singh Punam
- Sitompul Pompini Agustina
- Sivam Karisha
- Skogen Vegard
- Smith Sue
- Smood Benjamin
- Smyth Coilin
- Smyth Michelle
- Snacken Morgane
- So Dominic
- Soh Tze Vee
- Solis Monserrat
- Solomon Joshua
- Solomon Tom
- Somers Emily
- Sommet Agnès
- Song Chia Jack
- Song Myung Jin
- Song Rima
- Song Tae
- Sonntagbauer Michael
- Soom Azlan Mat
- Sotto Alberto
- Soum Edouard
- Sousa Uva Maria
- Sousa Ana Chora
- Sousa Marta
- Souza-Dantas Vicente
- Sperry Alexandra
- Spinuzza Elisabetta
- Sri Darshana B. P. Sanka Ruwan
- Sriskandan Shiranee
- Stabler Sarah
- Staudinger Thomas
- Stecher Stephanie-Susanne
- Steinsvik Trude
- Stienstra Ymkje
- Stiksrud Birgitte
- Stolz Eva
- Stone Amy
- Streinu-Cercel Adrian
- Streinu-Cercel Anca
- Strudwick Samantha
- Stuart Ami
- Stuart David
- Subekti Decy
- Suen Gabriel
- Suen Jacky Y.
- Sukumar Prasanth
- Sultana Asfia
- Summers Charlotte
- Supic Dubravka
- Suppiah Deepashankari
- Surovcová Magdalena
- Suwarti Suwarti
- Svistunov Andrey A.
- Syahrin Sarah
- Syrigos Konstantinos
- Sztajnbok Jaques
- Szuldrzynski Konstanty
- Sánchez Choez Xavier
- Tabrizi Shirin
- Taccone Fabio S.
- Tagherset Lysa
- Taib Shahdattul Mawarni
- Talarek Ewa
- Taleb Sara
- Talsma Jelmer
- Tampubolon Maria Lawrensia
- Tan Kim Keat
- Tan Le Van
- Tan Yan Chyi
- Tanaka Clarice
- Tanaka Hiroyuki
- Tanaka Taku
- Taniguchi Hayato
- Tanveer Hussain
- Taqdees Huda
- Taqi Arshad
- Tardivon Coralie
- Tattevin Pierre
- Taufik M. Azhari
- Tawfik Hassan
- Tedder Richard S.
- Tee Tze Yuan
- Teixeira João
- Tejada Sofia
- Tellier Marie-Capucine
- Teoh Sze Kye
- Teotonio Vanessa
- Terpstra Pleun
- Terrier Olivier
- Terzi Nicolas
- Tessier-Grenier Hubert
- Tey Adrian
- Thabit Alif Adlan Mohd
- Tham Zhang Duan
- Thangavelu Suvintheran
- Thibault Vincent
- Thiberville Simon-Djamel
- Thill Benoît
- Thirumanickam Jananee
- Thompson Shaun
- Thomson David
- Thomson Emma C.
- Thurai Surain Raaj Thanga
- Thuy Duong Bich
- Thwaites Ryan S.
- Tierney Paul
- Tieroshyn Vadim
- Timashev Peter S.
- Timsit Jean-François
- Tirupakuzhi Vijayaraghavan Bharath Kumar
- Tissot Noémie
- Toh Jordan Zhien Yang
- Toki Maria
- Tolppa Timo
- Tonby Kristian
- Tonnii Sia Loong
- Torres Santos-Olmo Rosario Maria
- Torres Antoni
- Torres Margarida
- Torres-Zevallos Hernando
- Towers Michael
- Trapani Tony
- Traynor Damien
- Treoux Théo
- Trieu Huynh Trung
- Tripathy Swagata
- Tromeur C. cile
- Trontzas Ioannis
- Trouillon Tiffany
- Truong Jeanne
- Tual Christelle
- Tubiana Sarah
- Tuite Helen
- Turmel Jean-Marie
- Turtle Lance C. W.
- Tveita Anders
- Twardowski Pawel
- Téoulé François
- Uchiyama Makoto
- Udayanga P. G. Ishara
- Udy Andrew
- Ullrich Roman
- Umer Zubair
- Uribe Alberto
- Usman Asad
- Vajdovics Cristinava
- Val-Flores Luís
- Valle Ana Luiza
- Valran Amélie
- van de Velde Stijn
- van den Berge Marcel
- van der Feltz Machteld
- van der Valk Paul
- van der Vekens Nicky
- van der Voort Peter
- van der Werf Sylvie
- van Dyk Marlice
- van Gulik Laura
- van Hattem Jarne
- van Lelyveld Steven
- van Netten Carolien
- van Twillert Gitte
- van Veen Ilonka
- Vanel Noémie
- Vanoverschelde Henk
- Varghese Pooja
- Varrone Michael
- Vasudayan Shoban Raj
- Vauchy Charline
- Vaughan Helen
- Veeran Shaminee
- Veislinger Aurélie
- Vencken Sebastian
- Ventura Sara
- Verbon Annelies
- Vidal José Ernesto
- Vieira C. sar
- Vijayan Deepak
- Villanueva Joy Ann
- Villar Judit
- Villeneuve Pierre-Marc
- Villoldo Andrea
- Vinh Chau Nguyen Van
- Visseaux Benoit
- Visser Hannah
- Vitiello Chiara
- Vonkeman Harald
- Vuotto Fanny
- Wahab Noor Hidayu
- Wahab Suhaila Abdul
- Wahid Nadirah Abdul
- Wainstein Marina
- Wan Muhd Shukeri Wan Fadzlina
- Wang Chih-Hsien
- Webb Steven Anthony
- Wei Jia
- Weil Katharina
- Wen Tan Pei
- Wesselius Sanne
- West T. Eoin
- Wham Murray
- Whelan Bryan
- White Nicole
- Wicky Paul Henri
- Wiedemann Aurélie
- Wijaya Surya Otto
- Wille Keith
- Willems Suzette
- Williams Virginie
- Wils Evert-Jan
- Wing Yiu Ng
- Wong Calvin
- Wong Teck Fung
- Wong Xin Ci
- Wong Yew Sing
- Xian Gan Ee
- Xian Lim Saio
- Xuan Kuan Pei
- Xynogalas Ioannis
- Yacoub Sophie
- Yakop Siti Rohani Binti Mohd
- Yamazaki Masaki
- Yazdanpanah Yazdan
- Yee Liang Hing Nicholas
- Yelnik C. cile
- Yeoh Chian Hui
- Yerkovich Stephanie
- Yokoyama Toshiki
- Yonis Hodane
- Yousif Obada
- Yuliarto Saptadi
- Zaaqoq Akram
- Zabbe Marion
- Zacharowski Kai
- Zahid Masliza
- Zahran Maram
- Zaidan Nor Zaila Binti
- Zambon Maria
- Zambrano Miguel
- Zanella Alberto
- Zawadka Konrad
- Zaynah Nurul
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- 'Elsevier BV'
- Publication date
- 01/12/2021
- Field of study