13 research outputs found
El proceso constructivo de la iglesia parroquial de Santa Cecilia en Espinosa de los Monteros (Burgos)
- Author
- Publication venue
- Instituto Juan de Herrera, CEHOPU, Universidad de Sevilla
- Publication date
- 01/01/2000
- Field of study
12,500+ and counting: biodiversity of the Brazilian Pampa
- Author
- Aguiar Cassiana Alves de
- Aires Elisa Teixeira
- Alvares Diego Janisch
- Andrade Bianca Ott
- Barbieri Rosa Lia
- Bartz Marie
- Becker Fernando Gertum
- Bencke Glayson Ariel
- Beneduzi Anelise
- Blochtein Betina
- Boldrini Ilsi Iob
- Boll Piter Kehoma
- Bordin Juçara
- Borges da Silveira Rosa Mara
- Borges-Martins Márcio
- Bosenbecker Camila
- Braccini João
- Braun Bruna
- Brito Rosângela
- Brown George G.
- Buzatto Cristiano Roberto
- Büneker Henrique Mallmann
- Carvalho Claudio José Barros de
- Cavalleri Adriano
- Cechin Sonia Zanini
- Colombo Patrick
- Constantino Reginaldo
- Costa Cíntia Fernanda da
- Dalzochio Marina S.
- Dias Rafael Antunes
- Dröse William
- Duarte Adriane da Fonseca
- Duarte Juliano Lessa Pinto
- Durigon Jaqueline
- Escobar da Silva Mayara
- Ferreira Priscila Porto Alegre
- Ferreira Talita
- Ferrer Juliano
- Ferro Viviane G.
- Fontana Carla Suertegaray
- Freire Marcelo Duarte
- Freitas Thales Renato Ochotorena
- Galiano Daniel
- Garcia Marinês
- Gomes dos Santos Tiago
- Gomes Lucas Roberto Pereira
- Gonzatti Felipe
- Gottschalk Marco Silva
- Graciolli Gustavo
- Granada Camille E.
- Grings Martin
- Guimarães Pablo Santos
- Heydrich Ingrid
- Iop Samanta
- Jarenkow João André
- Jungbluth Patrícia
- Kaminski Lucas Augusto
- Kenne Diego Costa
- Kirst Frederico Dutra
- Krolow Tiago Kütter
- Krüger Rodrigo Ferreira
- Kubiak Bruno Busnello
- Käffer Márcia Isabel
- Leal-Zanchet Ana Maria
- Loebmann Daniel
- Lucas Dióber Borges
- Lucas Elaine Maria
- Luza André Luís
- Machado Ibere Farina
- Madalozzo Bruno
- Maestri Renan
- Malabarba Luiz R.
- Maneyro Raúl
- Marinho Marco Antonio Tonus
- Marques Roberta
- Marta Kimberly da Silva
- Martins Diego da Silveira
- Martins Giovana da Silva
- Mello Anderson Santos de
- Mello Ramon Luciano
- Mendonça Junior Milton de Souza
- Morais Ana Beatriz Barros de
- Moreira Felipe F. F.
- Moreira Leonardo Felipe Bairos
- Moura Luciano de A.
- Nervo Michelle Helena
- Oliveira Marcelo Gehlen de
- Ott Ricardo
- Overbeck Gerhard E.
- Paludo Patrícia
- Passaglia Luciane M. P.
- Petzhold Erika Sant'Anna
- Pires Mateus M.
- Poppe Jean Lucas
- Périco Eduardo
- Quintela Fernando Marques
- Raguse-Quadros Mateus
- Rambo Martins Thiago
- Ramos Pereira Maria João
- Renner Samuel
- Ribeiro Felipe B.
- Ribeiro José Ricardo Inacio
- Rodrigues Everton Nei Lopes
- Rodrigues Patrícia E. S.
- Romanowski Helena Piccoli
- Ruschel Tatiana Petersen
- Saccol Suelen da Silva Alves
- Santos Luana Amaral dos
- Savaris Marcoandre
- Schmitz Hermes José
- Siegloch Ana Emilia
- Siewert Ricardo Russo
- Silva Filho Pedro Joel Silva da
- Silva Jorge Bernardo
- Silveira Fernanda Schmidt
- Soares Aline G.
- Somavilla Alexandre
- Sperotto Patrícia
- Spies Marcia Regina
- Tirelli Flávia Pereira
- Tozetti Alexandro Marques
- Verrastro Laura
- Vogel Ely Cleusa
- Zafalon da Silva Ândrio
- Zank Caroline
- Zefa Edison
- Publication venue
- eScholarship, University of California
- Publication date
- 01/01/2023
- Field of study
Knowledge on biodiversity is fundamental for conservation strategies. The Brazilian Pampa region, located in subtropical southern Brazil, is neglected in terms of conservation, and knowledge of its biodiversity is fragmented. We aim to answer the question: how many, and which, species occur in the Brazilian Pampa? In a collaborative effort, we built species lists for plants, animals, bacteria, and fungi that occur in the Brazilian Pampa. We included information on distribution patterns, main habitat types, and conservation status. Our study resulted in referenced lists totaling 12,503 species (12,854 taxa, when considering infraspecific taxonomic categories [or units]). Vascular plants amount to 3,642 species (including 165 Pteridophytes), while algae have 2,046 species (2,378 taxa) and bryophytes 316 species (318 taxa). Fungi (incl. lichenized fungi) contains 1,141 species (1,144 taxa). Animals total 5,358 species (5,372 taxa). Among the latter, vertebrates comprise 1,136 species, while invertebrates are represented by 4,222 species. Our data indicate that, according to current knowledge, the Pampa holds approximately 9% of the Brazilian biodiversity in an area of little more than 2% of Brazil’s total land. The proportion of species restricted to the Brazilian Pampa is low (with few groups as exceptions), as it is part of a larger grassland ecoregion and in a transitional climatic setting. Our study yielded considerably higher species numbers than previously known for many species groups; for some, it provides the first published compilation. Further efforts are needed to increase knowledge in the Pampa and other regions of Brazil. Considering the strategic importance of biodiversity and its conservation, appropriate government policies are needed to fund studies on biodiversity, create accessible and constantly updated biodiversity databases, and consider biodiversity in school curricula and other outreach activities
Grado de implementación de las estrategias preventivas del síndrome post-UCI: estudio observacional multicéntrico en España
- Author
- A. San José-Arribas
- Aintzane Ruiz Eizmendi
- Albert Mariné Méndez
- Alejandro Barrios Suárez
- Alexandra Pascual Martínez
- Alicia San José Arribas
- Alicia San José Arribas
- Amelia Lezcano Cisneros
- Amparo Mercado Martínez
- Ana Belén Sánchez de la Ventana
- Ana Bernal Gilar
- Ana Isabel Cabello Casao
- Ana Isabel Mayer Frutos
- Ana Vadillo Cortázar
- Ane Arrasate López
- Antonia María Contreras Rodríguez
- Antonio Linares Tavio
- Antonio Miguel Romeo
- Antonio Ros Molina
- Antonio Tomás Ríos Cortés
- Arabi
- Barr
- Beatriz Garijo Aspas
- Beatriz Martín Rivera
- Beatriz Martínez Llopis
- Begoña Sánchez Cerviñio
- Bernat Planas Pascual
- Berney
- Burk
- Carlos Leonardo Cano Herrera
- Carme Garriga Moll
- Carmen Cruzado Franco
- Carmen Pérez Martínez
- Carson
- Cristina Lerma Brianso
- César Rodríguez Núñez
- César Rojo Aguado
- Daniel Linares Celdrán
- Daniel Menes Medina
- De Jonghe
- Delia María González de la Cuesta
- Dong
- Dunia Valera Talavera
- E. Blázquez-Martínez
- E. Gallart
- Eduardo Siguero Torres
- Emilia Romero de San Pío
- Ester Oreña Cimiano
- Esteve Bosch de Jaureguízar
- Esther Bouzas López
- Eva Cristina Fernández Gonzaga
- Fan
- Fidel López Espuela
- Finfer
- Finfer
- Francisco Javier Zarza Bejarano
- Francisco José Martínez Rojo
- Fátima Giménez García
- Garzon-Serrano
- Gema Lendínez Burgos
- Gema Sala Gómez
- Gemma Marín Vivó
- Gemma Torrents Albà
- Gloria Güeto Rial
- Grap
- Gustau Zariquiey Esteva
- Helena Fernández Alonso
- Hermans
- Herridge
- Hodgin
- Hodgson
- Hodgson
- I. Zaragoza-García
- Inmaculada Carmona Delgado
- Inmaculada Concepción Collado Saiz
- Isabel López Alegre
- Isabel Muñoz Díez
- Isabel Pérez Loza
- J.D. Martí
- Javier Inat Carbonell
- Javier Sáez Sánchez
- Javier Vecino Rubio
- Jesús Díaz Juntanez
- Jesús Vila Rey
- Joan Melis Galmés
- Joan Rosselló Sancho
- Josefa Escobar Lavela
- José Gómez López
- José María Martínez Oliva
- José Ramón Cordo Isorna
- José Ramón Sánchez Muñoz
- Juan Carlos Muñoz Camargo
- Juan José Rodríguez Mondéjar
- Juan Manuel Masegosa Pérez
- Juan Sánchez Garre
- Julián García García
- Kamdar
- Kayambu
- Krinsley
- Lara María Rodríguez Villanueva
- Lara Mateos Hinojal
- Latorre Marco
- Latronico
- Laura Aparicio Cilla
- Laura Febrer Puchol
- Laura Sonseca Bartolomé
- Laura Sánchez Infante
- Lourdes Gómez Cosío
- Luis Fernando Carrasco Rodríguez-Rey
- M. Raurell-Torredà
- M. Rosario Alcayne Senent
- M.J. Frade-Mera
- Major
- Maria Rosario García Díez
- Maribel Mirabete Rodríguez
- Maricruz Espí Pozuelo
- Marta Palacios Laseca
- Marta Sabaté López
- María Acevedo Nuevo
- María Belén Hernández García
- María Belén Vicente de Vera Bellostas
- María Catalina Pérez Muñoz
- María Cristina Benítez Canosa
- María del Carmen Martínez del Aguila
- María del Mar Eseverri Rovira
- María del Mar Sánchez Sánchez
- María del Pilar Domingo Moreno
- María del Rosario Asensio García
- María del Rosario Hernández García
- María del Rosario Villar Redondo
- María Esther Rodríguez Delgado
- María Inmaculada Pardo Artero
- María Isabel Redondo Cantos
- María Jesús Frade Mera
- María Jesús Luengo Alarcia
- María Josefa Vayá Albelda
- María José Segrera Rovira
- María Luisa Bravo Arcas
- María Pastor Martínez
- María Teresa Godino Olivares
- María Vanessa Ruiz Martínez
- María Ángeles de Diego Miravet
- Mauricio Díaz Álvarez
- McEvoy
- McWilliams
- Mercedes García Arias
- Mercedes Olalla Garrido Martín
- Miriam del Barrio Linares
- Miriam González García
- Montserrat Aran Esteve
- Montserrat Grau Pellicer
- Montserrat Guillen Dobon
- Morris
- Muscedere
- Mónica Delicado Domingo
- Mónica Yañez Cerón
- Noelia Regueiro Díaz
- Nuria Polo Hernández
- Oeyen
- Patel
- Patricia García Mazo
- Patricia Martínez Chicharro
- Paz Álvarez García
- Pilar Delgado Hito
- Pohlman
- Quirico Martínez Sánchez
- Ramón López Mateu
- Raquel Aguirre Santano
- Raquel Navarro Méndez
- Raurell Torredà
- Raurell Torredà
- Raurell-Torredà
- Roberto Riaño Suárez
- Rocío González Blanco
- Rosa Paños Melgoso
- Rosana Goñi Viguria
- Roser Roca Escrihuela
- Rubén Gómez García
- S. Arias-Rivera
- Salluh
- Sandra Belmonte Moral
- Saúl García González
- Schaller
- Schweickert
- Sebastián Gil García
- Senén Berenguer Ortuño
- Sergio Carrasco Santos
- Sergio Cordovilla Guardia
- Sergio López Pozo
- Sheila Escuder González
- Silvia Rodríguez Fernández
- Smith
- Sneyers
- Sonia Crespo Rebollo
- Sonia del Olmo Nuñez
- Stevens
- Stiller
- Susana Arias Rivera
- Susana Sánchez Méndez
- T.R. Velasco-Sanz
- Tipping
- Valeria Zafra Lamas
- Van den Berghe
- Vanesa García Flores
- Verónica Ocaña García
- Vincent
- Virginia Rodríguez Monsalve
- Virginia Toribio Rubio
- Yatabe
- Yolanda García Fernández
- Yolanda Langa Revert
- Zaal
- Àngels Navarro Arilla
- Álvaro Ortega Guerrero
- Ángel Lucas Bueno Luna
- Ángela Romero Morán
- Ángela Suárez Pérez
- Ángeles Estébez Penín
- Publication venue
- 'Elsevier BV'
- Publication date
- Field of study
Evaluation of a quality improvement intervention to reduce anastomotic leak following right colectomy (EAGLE): pragmatic, batched stepped-wedge, cluster-randomized trial in 64 countries
- Author
- Aarts Frits
- Ababneh Hazim
- Abad-Motos Ane
- Abaidalla Ahmed
- Abbakar Malaz
- Abd El Aal Ahmed
- Abd-Errazik Mohammad Ahmad
- Abdalradiy Abdalrahmman G
- Abdelkhalek Mohamed
- Abdelkhalek Mostafa
- Abdellatif Ahmed
- Abdellatif Mohamed
- Abdelsaid Kirolas
- Abdou Khaled
- Abdulfatah Mustapha
- Abdullah Mohammad Amer
- Abdullahi Mustapha Miko Mohammed
- Abellán Antonio Melero
- Abeysinghe Nayana
- Abiyere Henry
- Achimas-Cadariu Patriciu Andrei
- Adakaya Sıla
- Adam Nicolas
- Adams Benita
- Adams Ferdinand
- Adegboye Kazeem
- Adeyeye Ademola
- Adra Lama
- Adu-Poku Patricia
- Afuwape Oludolapo
- Afzal Ameer
- Afzal Muhammad Farooq
- Agapov Mihail
- Agara Daniel
- Aggarwal Manisha
- Agger Erika
- Aghadi Ifeanyi Kene
- Ahmed Amjed Yassir
- Ahmed Haleemasahdia
- Ahmed Khalil
- Ahmed Manar
- Ahmed Masood
- Ahmed Safia
- Ahn Hong Min
- Aibe Raquel
- Aigner Felix
- Aissat Abdenour
- Aitbaeva Arai
- Akay Omer
- Akbar Ali
- Akbas Ahmet
- Akere Abidemi
- Akesen Selcan
- Akgun Erhan
- Akhtar Naseem
- Akın Emrah
- Akova Elif
- Aktas Serhat
- Akçay Özlem
- Al Masri Mahmoud
- Al-Alnsi Ahmed
- Al-Hutheifi Roqia'A
- Al-Jarrah Amar
- Al-Naggar Hamza
- Al-Shehari Mohammed
- Alamin Nadeen
- Alawi Raneen
- Alawlaqi Dina
- Alawneh Fade
- Alberola Maria José
- Albers Michael
- Alcolea Natalia González
- Aleem Muhammad
- Alegre Inês
- Alegre Javier Martinez
- Alexandre Flavia
- Alexandrescu Corina
- Alexnder Abelevich
- Alexopoulou Kalliopi
- Alfonso Beatriz Amorós
- Ali Ahmed
- Ali Che Saniati Che
- Ali Danish
- Ali Madeeha
- Ali Mahmoud Abdelwahab
- Ali Manhal Hashim
- Ali Noura Al
- Alikhanli Jhale
- Aliyeva Zumrud
- Aliyu Mohammed
- Aljawder Hasan
- Allen Kate
- Almahmeed Ebrahim
- Alonso Alfredo
- Alonso Javier Etreros
- Alsamneh Muneer
- Alsayadi Ramzi
- Altinel Yuksel
- Altintoprak Fatih
- Altomare Donato F
- Alvarenga Isabella
- Alvarez Laura Jimenez
- Alvarez-Bautista Francisco Emmanuel
- Alvarez-Díez Marcos
- Alves Brenda Chayanny
- Amadigwe Rita
- Amado Andreia
- Amado Fabíola
- Amador Cristina García
- Amanullah Nazli
- Amaral Hélida Aline Tomacheski
- Amaral Luis
- Amin-Tai Hizami
- Aminu Bashiru
- Amir Ahmad Suhaimi
- Ammar Ahmed Siddique
- Ammar Mona Ahmed
- Ammendola Michele
- Ammerata Giorgio
- Amorim Edgar
- Ancans Guntis
- Anderson Tom
- Andrade Diogo
- Andrejevic Predrag
- Andrés Beatriz Díaz San
- Anestiadou Elissavet
- Ang Chin Wee
- Angelo Franceschi
- Anokhin Evgeny
- Anoldo Pietro
- Antakia Ramez
- Anton Majd
- Antonelli Serena
- Antropoli Carmine
- Anula Rocio
- Anwar Jamal
- Anyadike Florence
- Apostolakidou Magda
- Apostolidi Eirini
- Aprea Giovanni
- Arabadzhiev Angel
- Arakawa Satoshi
- Arauz Jazmin
- Aravindan U
- Aremu Abdurrahman
- Aremu Isiaka
- Argawy Osama
- Arican Can
- Arida Zahed Abu
- Armellin Claudia
- Arnaoutoglou Eleni
- Arreguy-Borges Kanthya
- Artigot Mariano
- Arturi Alessandro
- Arulappan Nirupama
- Arya Shobhit
- Arynov Ardak
- Asaad Peter
- Asano Yukio
- Ascari Francesca
- Asgarov Mohsum
- Ashmawy Soad
- Aslam Muhammad Imran
- Assimakopoulou Elena
- Assis Ana
- Astilleta Romina
- Atanasov Boyko
- Atendido Tiffany
- Athanasakis Elias
- Atici Semra Demirli
- Avellaneda Nicholas
- Avellaneda Nicolas
- Avseren Goksu
- Awead Marwa
- Ayandipo Omobolaji
- Aybar Engin
- Aydin Funda
- Aydin Gaye
- Ayoub Kusay
- Aytac Erman
- Aytaç Erman
- Azevedo Jose
- Azevedo Patricia
- Azhar Najia
- Aziz Gowhar
- Azman Zairul Azwan Mohd
- Aşkar Ahmet
- Babatunde Olanrewaju
- Badawi Marwa
- Baek Jeong-Heum
- Baez Noelia Fernández
- Baeza-Murcia Melody
- Bagnardi Francesco
- Baharom Salahudin
- Baik Seung Hyuk
- Baimakhanov Abylai
- Bains Lovenish
- Baker Aleksandra
- Bakmaz Bernarda
- Bala Abubakar Muhammad
- Balaban Vladimir
- Balalis Dimitrios
- Balasubramaniam Dinesh
- Balathayalan Yathev
- Baldi Claudio
- Balestri Riccardo
- Balfour James
- Ballah Abubakar
- Ballian Nikiforos
- Balooshi Iman Al
- Baloyiannis Ioannis
- Bamford Richard
- Bandar Mahdi Al
- Banham Gail
- Bannoud Mohammad Hassan
- Baptista Victor
- Baral Jörg
- Barbalace Nicolas
- Barbato Giuseppe
- Barbosa Anderson
- Bareka Metaxia
- Baris Baver
- Barradas Renato
- Barreda Sara Castillo
- Barrena-Blazquez Silvestra
- Barton Jess
- Bartosiak Katarzyna
- Bashilkina Olga
- Bashir Mohammed
- Basile Raffaele
- Basnyat Pradeep
- Batool Sana
- Bautista Wilson Manuel Sánchez
- Bayhan Zülfü
- Bayo José Manuel Muros
- Bayón Raquel Álvaro
- Baños Pedro Antonio Parra
- Beard David
- Bedzhanyan Arkady
- Behilil Chakib
- Bekele Kebebe
- Belarmino Armin
- Belay Million
- Belev Nikolay
- Bellato Vittoria
- Beltrán de Heredia Juan
- Belvedere Angela
- Benetti Emilio
- Benetti Sara
- Bengueddach Aicha
- Benjelloun El Bachir
- Benkabbou Amine
- Bennett James
- Bensafir Salim
- Bergamini Carlo
- Bernotaite Vlada
- Beron Reinaldo Isaacs
- Bethune Robert
- Bezede Cosmin
- Beznosenko Andriy
- Bhangu Aneel
- Bhargava Aman
- Bhat Rama Rani Krishna
- Bianchi Romina
- Bianco Francesco
- Bigoni Irene
- Binetti Margherita
- Bintintan Vasile
- Biondi Alberto
- Biondo Santino Antonio
- Bisgin Tayfun
- Bisheet George
- Bissett Ian
- Biswas Jyotirmoy
- Blackwell Sue
- Blanco Pablo
- Blanco Raquel Ríos
- Blanco-Colino Ruth
- Blasco Laura Fraile
- Blazquez-Martin Alma
- Bobadilla Billy Jimenez
- Bocancia Raluca
- Boccia Giuseppe
- Bogatikov Alexander
- Bolanle Olajide Edward
- Bomfa-Barbosa Alysson
- Bompou Effrosyni
- Bonardello Michela
- Bonci Eduard-Alexandru
- Bordom Daniel Osei
- Borges Filipe
- Borghi Felice
- Boschiero Matheus Negri
- Bose Bodhisattva
- Bouchagier Konstantinos
- Boudjenan-Serradj Nabil
- Boudoux Sabrina
- Bourazani Maria
- Boyce Stephen
- Bozbiyik Osman
- Bracale Umberto
- Brachini Gioia
- Bradulskis Saulius
- Brainsa Eneida
- Brandström Gustav
- Braumille Markus
- Bravo Ana Minaya
- Bravo Raquel
- Bredikhin Mikhail
- Brito Noelia
- Bruni Andrea
- Buccianti Piero
- Buchs Nicolas
- Buchwald Pamela
- Budnikova Ina
- Budrikienė Rima
- Buey Lourdes
- Buijs Louis
- Buleje Jorge Alejandro Benavides
- Burlov Nikita
- Butt Anam
- Byshetty Rajendar
- Bywater Edward
- Bzikha Ilham
- Bánky Balázs
- Bælum Jens Kristian
- Caballero-Delgado Javier
- Cabrera Claudia
- Cafranga Estíbaliz Gutiérrez
- Cagnazzo Federica
- Calabria Mariangela
- Calabro' Marcello
- Caliendo Domenico
- Calin Camelia
- Caliskan Cemil
- Callan Rory
- Callari Cosimo
- Caltea Mihaela
- Calvo Almudena Castro
- Camacho Amparo
- Cammarata Francesco
- Campanati Renato
- Campanelli Michela
- Campbell Marion
- Canals Lucía Otazu
- Canda Aras Emre
- Cano-Matias Auxiliadora
- Cao Victor Hugo Bruno
- Capolupo Gabriella Teresa
- Cappiello Antonio
- Capuano Marianna
- Capusan Alina
- Carannante Filippo
- Carbone Ludovico
- Cardelli Stefano
- Carden Claire
- Cardoso Diogo
- Caricato Marco
- Carlin Patricia Saez
- Carlini Massimo
- Carlos Sandra
- Carneros Virginia Jimenez
- Carosso Fabio
- Caroço Teresa Vieira
- Carpelan Anu
- Carpenter Holly
- Carrascosa-Morales Irene
- Carrie Augusto
- Carrizo Claudia
- Carta Giuseppina
- Carvalho Alexandre
- Carvello Michele
- Casanova Daniel
- Cascais Raquel
- Cassia Gabriela
- Castaldi Antonio
- Castaño Renata
- Castiglioni Simone
- Castillo Enrique Roca
- Castro Marta Cuartero
- Catalano Pablo
- Cato Liam
- Caz Esra
- Cebolla Elena Sagarra
- Cecchini Ilaria
- Celdrán Rebeca González
- Celik Hale Kefeli
- Ceretti Andrea Pisani
- Ceron Silvia Ferrer
- Cervellera Maurizio
- Cervone Carmela
- Chacko Anil
- Chandrasinghe Pramodh
- Charakopoulou Alexandra
- Chardalias Leonidas
- Chaturvedi Arun
- Chatzikomnitsa Paraskevi
- Chaudhari Abhishek
- Chaudhry Sanjay
- Chawla Tabish
- Chee Corissa
- Chen Nevin
- Cheng Kuang I
- Chiarugi Massimo
- Chisthi Meer
- Chitnis Abhishek
- Chitul Andrei
- Chmielewski Gaspard
- Cholewa Hanna
- Chornet Marta Roselló
- Chowdhary Manish
- Chowdhury Sharfuddin
- Chowdhury Sharfuddin M
- Chowdri Nisar
- Christensen Peter
- Christodoulidis Grigorios
- Chrysos Emmanuel
- Chua Lorna
- Chubukova Natlia
- Chung Jun Seong
- Church Robert
- Chwat Carina
- Ciabattari Paula
- Cianchi Fabio
- Cianci Pasquale
- Ciccarese Angelo Antonio
- Ciftci Ahmet Burak
- Cigagna Luca
- Cini Charles
- Ciotarla Danut Constantin
- Cirocchi Nicholas
- Ciubotaru Cezar
- Ciulli Cristina
- Ck Harikumar
- Clark Thomas
- Clarke Nicola
- Coccolini Federico
- Codes Lina
- Coelho Ana Margarida
- Cois Alessandro
- Coladonato Massimiliano
- Colak Elif
- Coldwell Chris
- Collins Jen
- Colombo Francesco
- Colás-Ruiz Enrique
- Conceição Luis
- Conde Juan Guillermo Ais
- Connolly Lewis
- Conversano Ivana
- Convertini Ornella
- Cook Esther
- Cooke Fiachra
- Coppolino Francesco
- Coratti Francesco
- Cordeiro Lisbete
- Correia Angela
- Correia Débora
- Cortes Bruno Giusti Werneck
- Cortés Guillermo Felipe Valderas
- Coskun Nurcan
- Costa Breno Xaia Martins
- Costa Susana
- Costa Sílvia
- Cour Kenn La
- Crabtree Nicholas
- Creavin Ben
- Cremonini Camilla
- Crescentini Giacomo
- Cricrì Michele
- Crisan Dana
- Cristian Daniel
- Croce Gianni Di
- Cruz Isabela
- Cucinotta Eugenio
- Cuichan Marco Vinicio Yugsi
- Cullinane Carolyn
- Cuneo Davide
- Cunha Miguel
- Curbelo Jacqueline
- Curcio Silvia
- Curro Giuseppe
- Currà Maria Cristina
- Currás Rosana Pérez
- Custódio Pedro
- Cutellè Clelia
- Czarnecki Roman
- D'Angelo Salvatore
- D'Ugo Stefano
- da Luz Magda
- da Silveira Sete Alexandre
- Dainius Edvinas
- Dalton Richard
- Damieta Marta Pascual
- Danassi Despoina
- Danelli Piergiorgio
- Danial Aghyad Kudra
- Daniels Ian R
- Daniyan Muhammad
- Danna Riccardo
- Danys Donatas
- Dardanov Dragomir
- Daryanani Deepu
- Dassanayake Vihara
- Daugėla Edvardas
- Dauri Mario
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- Westzaan Natalia
- Wickramarathne Rasika
- Wickramasinghe Dakshitha
- Widatalla Abu Bakr H
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- Wright Jonathan
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- Yakunina Natalia
- Yalkin Ömer
- Yanishev Alexey
- Yao Hongwei
- Yazici Pinar
- Yemez Kursat
- Yew Chor Kuan
- Yılmaz Gülseren
- Yilmazlar Tuncay
- Yiğit Direnç
- Yoldas Tayfun
- Yonekura Hiroshi
- Yorkmui Liu
- Yoshino Kenji
- Younes Lina
- Young Trudi
- Yule Michael
- Yusoff Zakiah Mohd
- Zaari Fatimazahraa
- Zabiyaka Mikhail
- Zadrożna Monika
- Zafar Madiha
- Zagaynov Eugeny
- Zaidi Syed-Nadeem
- Zaimis Tilemachos
- Zain Wan Zainira Wan
- Zainy Rhendra Hardy Mohamad
- Zakaria Andee Dzulkarnaen
- Zakaria Maheen
- Zakaria Zaidi
- Zamudio-Bautista Jorge Luis
- Zanc Loredana
- Zanoni Andrea
- Zanus Giacomo
- Zapparoli Alessandro
- Zappone Anna
- Zarzava Eirini
- Zatari Dirar
- Zawadzki Marek
- Zayakov Georgi
- Zaycev Andrey
- Zazo Aya
- Zazo Rama
- Zdravkovic Maja
- Zengin Abdullah Kağan
- Zeringa Georgia
- Zimmerman David D E
- Zuhdy Mohammad
- Zvirych Vitalii
- Zywicka Ewa
- Álvarez-Llano Laura
- Ângelo Miguel Duarte
- ÓSullivan Sara Nuñez
- Özçelik Mehmet Faik
- Ćoza Ivo
- Şanlı Ahmet Necati
- Publication venue
- Publication date
- 01/01/2023
- Field of study
Background
Anastomotic leak affects 8 per cent of patients after right colectomy with a 10-fold increased risk of postoperative death. The EAGLE study aimed to develop and test whether an international, standardized quality improvement intervention could reduce anastomotic leaks.
Methods
The internationally intended protocol, iteratively co-developed by a multistage Delphi process, comprised an online educational module introducing risk stratification, an intraoperative checklist, and harmonized surgical techniques. Clusters (hospital teams) were randomized to one of three arms with varied sequences of intervention/data collection by a derived stepped-wedge batch design (at least 18 hospital teams per batch). Patients were blinded to the study allocation. Low- and middle-income country enrolment was encouraged. The primary outcome (assessed by intention to treat) was anastomotic leak rate, and subgroup analyses by module completion (at least 80 per cent of surgeons, high engagement; less than 50 per cent, low engagement) were preplanned.
Results
A total 355 hospital teams registered, with 332 from 64 countries (39.2 per cent low and middle income) included in the final analysis. The online modules were completed by half of the surgeons (2143 of 4411). The primary analysis included 3039 of the 3268 patients recruited (206 patients had no anastomosis and 23 were lost to follow-up), with anastomotic leaks arising before and after the intervention in 10.1 and 9.6 per cent respectively (adjusted OR 0.87, 95 per cent c.i. 0.59 to 1.30; P = 0.498). The proportion of surgeons completing the educational modules was an influence: the leak rate decreased from 12.2 per cent (61 of 500) before intervention to 5.1 per cent (24 of 473) after intervention in high-engagement centres (adjusted OR 0.36, 0.20 to 0.64; P < 0.001), but this was not observed in low-engagement hospitals (8.3 per cent (59 of 714) and 13.8 per cent (61 of 443) respectively; adjusted OR 2.09, 1.31 to 3.31).
Conclusion
Completion of globally available digital training by engaged teams can alter anastomotic leak rates. Registration number: NCT04270721 (http://www.clinicaltrials.gov)
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
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- Budha Charan Singh
- C??cile Goujard
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- C??dric Laou??nan
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- H M Upulee Pabasara
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- J??r??mie Pasquier
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- Jodat Saleem
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- Jos?? Ernesto Vidal
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- Kok Wei Hao
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- Kong Yeow Kang
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- M Azhari Taufik
- M??lanie Roriz
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- Muhammad Fadhli Hassin Basri
- Muhammad Hayat
- Mukesh Kumar
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- Nad??ge Neant
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- Naveed Latif
- Navy Lolong
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- Noelia Garc??a Barrio
- Noor Hidayu Wahab
- Nor Arisah Misnan
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- Nur Amira
- Nurnaningsih Nurnaningsih
- Nurul Amani Mohd Noordin
- Nurul Faten Izzati Norharizam
- Nurul Najmee Abdulkadir
- Nurul Zaynah
- Oana Sandulescu
- Obada Yousif
- Odile Launay
- Ogechukwu Menkiti
- Oksana Kruglova
- Olavi Maasikas
- Oleksa Rewa
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- Olivier Picone
- Olivier Robineau
- Olivier Sanchez
- Olivier Terrier
- Omar Mehkri
- Ong Yiaw Joe
- Oriane Pu??chal
- Orna Ni Choileain
- Oryane Mabiala
- Osama Khalid
- Osama Metwally
- Oscar Hoiting
- Ouifiya Kafif
- Pablo Blanco-Schweizer
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- Pamela Combs
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- Paul Campbell
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- Paul McNally
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- Paul van der Valk
- Paula Custodio
- Pauline Caraux-Paz
- Pauline Yeung Ng
- Pavan Kumar Vecham
- Pawel Twardowski
- Pedro Faria
- Pedro Povoa
- Peter de Vries
- Peter Doran
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- Peter Openshaw
- Peter S Timashev
- Peter Van der Voort
- Petr Glybochko
- PG Ishara Udayanga
- Phil Gallagher
- Philippe Jouvet
- Philippine Eloy
- Phillip Mason
- Phoebe Ampaw
- Piero L. Olliaro
- Pierre Delobel
- Pierre Jaquet
- Pierre Tattevin
- Pierre-Adrien Bolze
- Pierre-Fran??ois Sandrine
- Pierre-Marc Villeneuve
- Pierre-Marie Roger
- Pieter Depuydt
- Piret Sillaots
- Pleun Terpstra
- Polina Bugaeva
- Pompini Agustina Sitompul
- Pooja Varghese
- Pranya Sakiyalak
- Prasan Kumar Panda
- Prasanth Sukumar
- Pratap Karpayah
- Pratima Sharma
- praveen kumar ghisulal
- Priscila Diaz
- Prompak Nitayavardhana
- Punam Singh
- Qabas Alkhafajee
- Quentin Le Hingrat
- Quentin Lepiller
- Quratul Ain
- Rachael McConnochie
- Rachael Parke
- Rachel Cregan
- Rachida Ouissa
- Rafael Freitas de Oliveira Fran??a
- Rafael Le??n
- Rafael Mahieu
- Rajavardhan Rangappa
- Rajeshwari Arali
- Rajyabardhan Pattnaik
- Rakesh Arora
- Rana Imran Sikander
- Raph Hamers
- Rapha??l Borie
- Rapha??l Favory
- Raquel Pinto
- Rashan Haniffa
- Rashid Nasim Khan
- Rasidah Bt Senian
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- Ravi Kant
- Raymond Savio
- Razi Alalqam
- Rebecca Hamidfar
- Rebecca Holt
- Rebekha Garcia
- Renata Barbalho
- Renato Reis
- Renee Douma
- Ricard Ferrer-Roca
- Ricardo Fritz
- Richard S. Tedder
- Riinu Pius
- Rima Song
- Rita Alves
- Rita Hinchion
- Ritika Ranjan
- Rob Klont
- Robert A. Fowler
- Roberta Cavalin
- Roberto Andini
- Roberto Roncon-Albuquerque Jr
- Robin Kobbe
- Rodrigo Diaz
- Rog??rio Silva
- Rolando Claure Del Granado
- Romain Basmaci
- Romain Decours
- Romain Guery
- Roman Ullrich
- Romans Matulevics
- Rosanna De Rosa
- Rosario Maria Torres Santos-Olmo
- Ross Hendry
- Rostane Gaci
- Roxane Courtois
- Rozanah Abd Rahman
- Rui Gomes
- Rui Pereira
- Rumaisah Satyawati
- Ruth Jimbo-Sotomayor
- Ruth Lyons
- Ruth N. Jorge Garc??a
- Ryadh Pokeerbux
- Ryan Kennedy
- Ryan Khoo
- Ryan S. Thwaites
- Ryuzo Abe
- S??bastien Preau
- S??lvia Ferreira
- S??rgio Gai??o
- S??verine Ansart
- Saad Nseir
- Sabelline Bouchez
- Sabin Koirala
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- Sabine Cornelis
- Sabine Croonen
- Sadie Kelly
- Saeeda Haider
- Saef Umar Barnett
- Saijad Orakzai
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- Sairah Sadaf
- Saleh Al Ageel
- Sally Shrapnel
- Salma Jaafoura
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- Samantha Strudwick
- Samira Laribi
- Samreen Ijaz
- Samual MacDonald
- Samuel Bernard Ekow Harrison
- Samuel Hinton
- Samuel Markowicz
- Samuel McElwee
- Sandrine Couffin-Cadiergues
- Sanjay Lakhey
- Sanne Wesselius
- Santi Dewayanti
- Saptadi Yuliarto
- Sara Clohisey
- Sara Taleb
- Sara Ventura
- Sarah Cormican
- Sarah E. McDonald
- Sarah Isgett
- Sarah MacDonald
- Sarah Moore
- Sarah Redl
- Sarah Stabler
- Sarah Syahrin
- Sarah Tubiana
- Saye Khoo
- Scott Pharand
- Se??n Keating
- Seamus Daly
- Sean Donohue
- Sebastian Vencken
- Sebastiano Maria Colombo
- Segol??ne Greffe
- Senthilkumar Alegesan
- Sergio Poli
- Shahdattul Mawarni Taib
- Shaikh Sharjeel
- Shakeel Ahmed
- Shaminee Veeran
- Sharma Keshav
- Shaun Thompson
- Shaunagh Browne
- Sheeba Hakak
- Sheharyar Ashraf
- Sheila C??rcel
- Sherry McDermott
- Sheryl Ann Abdukahil
- Shingo Adachi
- Shinichiro Ohshimo
- Shiranee Sriskandan
- Shirin Tabrizi
- Shirley Sarfo-Mensah
- Shoban Raj Vasudayan
- Shona C. Moore
- Sia Loong Tonnii
- Silvia Casta??eda
- Silvia Lourenco
- Sim Choon Ean
- Sim??o Rodeia
- 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
- Valla Sahraei
- van der Palen Job
- 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
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
- Catarina Silva
- 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
- Charlene Da Silveira
- Charles Crepy D'Orleans
- Charline Vauchy
- Charlotte Salmon Gandonniere
- Charlotte Summers
- Chian Hui Yeoh
- Chiara Robba
- Chiara Simona Cardellino
- 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
- Colin McArthur
- Colin McArthur
- Colin McCloskey
- Coline Jaud-Fischer
- Colleen Curran
- Coralie Khan
- Coralie Tardivon
- Corine Delsing
- Corinne Daniel
- Cornelius Rau
- Cosimo Cristella
- Courtney Greene
- Cristina De Rose
- Cristinava Vajdovics
- Cynthia Alegre
- Cynthia Braga
- Cyril Cadoz
- Cyril Le Bris
- Cécile Goujard
- Cécile Mear-Passard
- Cécile Tromeur
- Cécile Yelnik
- Cédric Joseph
- Cédric Laouénan
- Céline Dorival
- Céline Ficko
- Céline Michelanglei
- César Vieira
- Dafsah Juzar
- Dag Henrik Reikvam
- Dagens Andrew
- Daisuke Kasugai
- Dalia Lopez-Colon
- Damien Bouhour
- Dan Meyer
- Daniel Glikman
- Daniel Haber
- Daniel Ivulich
- Daniel Marino
- Daniel Mathieu
- 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
- David L Robertson
- David Maslove
- David Molina
- David Richardson
- David Stuart
- David Thomson
- David Zucman
- Davide Chiumello
- Dawn Higgins
- Debby Bogaert
- Decy Subekti
- Deepak Vijayan
- Deepali Kumar
- Deepashankari Suppiah
- Dehbia Benkerrou
- Deirdre Flynn
- Delphine Bachelet
- Delphine Bergeaud
- Delphine Lariviere
- Demetrios Kutsogiannis
- Denis Butnaru
- Denis Garot
- Denis Malvy
- Denisa Khoo
- Denise Battaglini
- Denise Foster
- Denise Jaworsky
- Denise Richardson
- Denisse Bazan Dow
- Derbrenn OConnor
- Desy Rusmawatiningtyas
- Detlef Kindgen-Milles
- Dewi Guellec
- Diana Adrião
- Diana Póvoas
- Diane Descamps
- Diane Ponscarme
- Didier Laureillard
- Diego Bastos Porto
- Diego de Mendoza
- Diego Fernando Bautista Rincon
- 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
- Elisabeth Adam
- Elisabeth Botelho-Nevers
- Elisabetta Spinuzza
- Elise Artaud-Macari
- Ellen Shadowitz
- Elodie Curlier
- Elotmani Loubna
- Elsa Nyamankolly
- Else Quist-Paulsen
- Ema Leal
- Eman Al Qasim
- Emanuele Durante-Mangoni
- Emily Martin
- Emily Neumann
- Emma C Thomson
- Emma Clarke
- Emma Costigan
- Emmanuel Roilides
- 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
- Escher Martina
- Esteban Garcia-Gallo
- Ethan Kurtzman
- Etienne De Montmollin
- Eva Geraud
- Eva Miranda Marwali
- Eva Stolz
- Eve Defous
- Ewa Talarek
- Ewen M Harrison
- Fabian Patauner
- Fabrice Laine
- Fakhir Haidri
- Fanny Vuotto
- Fara Diop
- Farah Nadia Mohd-Hanafiah
- Farah Nadiah Bidin
- Farshait Nataly
- Felwa Bin Humaid
- Fernando Maltez
- Fernando Rainieri
- Ferran Roche-Campo
- Ferruccio Mele
- Filipa Brás Monteiro
- Filipa Cardoso
- Filipa Sequeira
- Filipe Cardoso
- Filomena Boccia
- Fiona Griffiths
- Fionnuala O Brien
- Firouzé Bani-Sadr
- Florence Jego
- Florent Peelman
- Florentia Kaguelidou
- Flávio Marino
- Francisco Arancibia
- Frank Bloos
- Frank Manetta
- Frank Olav Pettersen
- Frank van Someren Greve
- François Angoulvant
- François Bissuel
- François Bompart
- François Dubos
- François Goehringer
- François Lamontagne
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- 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
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
- 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
- Bani-Sadr Firouzé
- Barbalho Renata
- Barbosa Nicholas Yuri
- Barclay Wendy S.
- Barnett Saef Umar
- Barnikel Michaela
- Barrasa Helena
- Barrelet Audrey
- Barrigoto Cleide
- Bartoli Marie
- Bartone Cheryl
- Baruch Joaquín
- Bashir Mustehan
- Basmaci Romain
- Basri Muhammad Fadhli Hassin
- Bastos Diego
- Battaglini Denise
- Bauer Jules
- Bautista Rincon Diego Fernando
- Bazan Dow Denisse
- Bedossa Alexandra
- Bee Ker Hong
- Behilill Sylvie
- Beishuizen Albertus
- 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
- Bergeaud Delphine
- Bergin Hazel
- Bernal Sobrino José Luis
- Bertoli Giulia
- Bertolino Lorenzo
- Bessis Simon
- Betz Adam
- Bevilcaqua Sybille
- Bezulier Karine
- Bhatt Amar
- Bhavsar Krishna
- Bianchi Isabella
- Bianco Claudia
- Bidin Farah Nadiah
- Bikram Singh Moirangthem
- Bin Humaid Felwa
- Bin Kamarudin Mohd Nazlin
- Bissuel François
- Biston Patrick
- Bitker Laurent
- Blanco-Schweizer Pablo
- Blier Catherine
- Bloos Frank
- Blot Mathieu
- Blumberg Lucille
- Boccia Filomena
- Bodenes Laetitia
- Bogaarts Alice
- Bogaert Debby
- Boivin Anne-H. lène
- Bolze Pierre-Adrien
- Bompart François
- Bonfasius Aurelius
- Borges Diogo
- Borie Raphaël
- Bosse Hans Martin
- Botelho-Nevers Elisabeth
- Bouadma Lila
- Bouchaud Olivier
- Bouchez Sabelline
- Bouhmani Dounia
- Bouhour Damien
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- Bouillet Laurence
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- Bourke John
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- Bousquet Aurore
- Bouziotis Jason
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- Boylan Maria
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- Braga Cynthia
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- Breen Patrick
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- Brickell Kathy
- Broadley Tessa
- Browne Alex
- Browne Shaunagh
- Brozzi Nicolas
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- Brás Monteiro Filipa
- Buchtele Nina
- Buesaquillo Christian
- Bugaeva Polina
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- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid G.
- Butnaru Denis
- Cabie André
- Cabral Susana
- Caceres Eder
- Cadoz Cyril
- Callahan Mia
- Calligy Kate
- Calvache Jose Andres
- Cam 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
- Carlier Nicolas
- Carmoi Thierry
- Carney Gayle
- Carpenter Chloe
- Carqueja Inês
- Carret Marie-Christine
- Carrier François Martin
- Carroll Ida
- Carson Gail
- Carton Ed
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- Cascão Mariana
- Casey Siobhan
- Casimiro José
- Cassandra Bailey
- Castanheira Nidyanara
- Castañeda Silvia
- Castor-Alexandre Guylaine
- Castrillón Henry
- Castro Ivo
- Catarino Ana
- Catherine François-Xavier
- Cattaneo Paolo
- Cavalin Roberta
- Cavalli Giulio Giovanni
- Cavayas Alexandros
- Ceccato Adrian
- Cervantes-Gonzalez Minerva
- Chair Anissa
- Chakveatze Catherine
- Chan Adrienne
- Chand Meera
- Chantalat Auger Christelle
- Chapplain Jean-Marc
- Chas Julie
- Chaudary Mobin
- Chen Anjellica
- Chen Yih-Sharng
- Cheng Matthew Pellan
- Cheret Antoine
- Chiarabini Thibault
- Chica Julian
- Chidambaram Suresh Kumar
- Chin-Tho Leong
- Chirouze Catherine
- Chiumello Davide
- Cho Hwa Jin
- Cho Sung-Min
- Cholley Bernard
- Chopin Marie-Charlotte
- Chow Ting Soo
- Chow Yock Ping
- Chua Hiu Jian
- Chua Jonathan
- Chávez Iñiguez Jonathan Samuel
- Cidade Jose Pedro
- Cisneros Herreros José Miguel
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- Ciullo Anna
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- Clarke Jennifer
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- Copland Mary
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- Corpuz Arianne Joy
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- Costigan Emma
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- Couffin-Cadiergues Sandrine
- Courtois Roxane
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- D'Aragon Frédérick
- D'Ortenzio Eric
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- da Silveira Charlene
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- Dagens Andrew
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- Dalton Heidi
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- Daniel Corinne
- Dankwa Emmanuelle A.
- Dantas Jorge
- de Boer Mark
- de Loughry Gillian
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- de Oliveira França Rafael Freitas
- de Piero Maria
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- Dechert William
- Deconninck Lauren
- Decours Romain
- Defous Eve
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- Delaveuve Eric
- Delavigne Karen
- Delfos Nathalie M.
- Deligiannis Ionna
- Dell'Amore Andrea
- Delmas Christelle
- Delobel Pierre
- Delsing Corine
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- Depuydt Pieter
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- Doherty Helen
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- Duplaix Mathilde
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- Ean Sim Choon
- Echeverria-Villalobos Marco
- Egan Siobhan
- Eira Carla
- el Sanharawi Mohammed
- Elapavaluru Subbarao
- Elharrar Brigitte
- Ellerbroek Jacobien
- Eloy Philippine
- Elshazly Tarek
- Elyazar Iqbal
- Enderle Isabelle
- Endo Tomoyuki
- Eng Chan Chee
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- Enouf Vincent
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- Levy Bruno
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- Loubet Paul
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- N Namra
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- Oliveira Larissa
- Olliaro Piero L.
- Ong David S. Y.
- Ong Jee Yan
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- Pabasara H. M. Upulee
- Pagadoy Maïder
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- Payen Jean-François
- Peariasamy Kalaiarasu
- Pedrera Jiménez Miguel
- Peek Giles J.
- Peelman Florent
- Peiffer-Smadja Nathan
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- Peltan Ithan D.
- Pereira Rui
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- Preiser Jean-Charles
- Prinssen Anton
- Pritchard Mark G.
- Priyadarshani Gamage Dona Dilanthi
- Proença Lucia
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- Quist-Paulsen Else
- Quraishi Mohammed
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- Rashan Thalha
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- Rishu Asgar
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- Robba Chiara
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- Roberts Stephanie
- Robertson David L.
- Robineau Olivier
- Roche-Campo Ferran
- Rodari Paola
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- Rodriguez Abreu Julia
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- Rossignol Patrick
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- Ryan Maria
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- Sarmiento Iam Claire E.
- Sarton Benjamine
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- Schermer Tjard
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- Schwartz Gary
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- Scott-Brown James
- Sedillot Nicholas
- Seitz Tamara
- Selvanayagam Jaganathan
- Selvarajoo Mageswari
- Semaille Caroline
- Semple Malcolm G.
- Senian Rasidah Bt
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- 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
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- 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
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
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- Bugaeva Polina
- Buisson Marielle
- Buonsenso Danilo
- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid G.
- Butnaru Denis
- Cabie André
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- Caceres Eder
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- Callaghan Annmarie O
- Callahan Mia
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- Calvache Jose Andres
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- Cooke Graham S.
- Copland Mary
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- 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
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- de Oliveira França Rafael Freitas
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- de Silva Thushan
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- de Vries Peter
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- Diouf Alphonsine
- Dishon Yael
- Djossou Félix
- Docherty Annemarie B.
- Doherty Helen
- Dominguez Carmen Infante
- Dondorp Arjen M
- Dong Andy
- Donnelly Christl A.
- Donnelly Maria
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- Donohue Sean
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- Doran Peter
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- Fairfield Cameron J.
- Fakar Zul
- Falher Georges Le
- Faria Pedro
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- Finlayson William
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- 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
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- G Argin
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- ghisulal praveen kumar
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- Granier Pascal
- Grasselli Giacomo
- Green Christopher A.
- Greene Courtney
- Greenhalf William
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- Greve Frank van Someren
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- Habraken Hannah
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- Hamer Ansley
- Hamers Raph L.
- Hamidfar Rebecca
- Hammond Naomi
- Hammond Terese
- Han Lim Yuen
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- Hardwick Hayley
- Harrison Ewen M.
- Harrison Janet
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- Hartman Alan
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- Houas Ikram
- Hough Catherine L.
- Houltham Stuart
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- Inácio Hugo
- Ing Yun Sii
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- Kartsonaki Christiana
- Kartsonaki Christiana
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- Keane Hannah
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- Kedia Pulak
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- Kennedy Ryan
- Kennon Kalynn
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- Keshav Sharma
- Kestelyn Evelyne
- Khalid Imrana
- Khalil Antoine
- Khan Coralie
- Khan Irfan
- Kherajani Krish
- Kho Michelle E
- Khoo Denisa
- Khoo Ryan
- Khoo Saye
- Kiat Khor How
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- Kiiza Peter
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- Kim Jae Burm
- Kimmoun Antoine
- Kindgen-Milles Detlef
- King Alexander
- Kitamura Nobuya
- Klenerman Paul
- Klont Rob
- Knight Stephen R
- Kobbe Robin
- Kodippily Chamira
- Komatsu Mamoru
- Korten ISARIC Collaborator
- Kosgei Caroline
- Kpangon Arsène
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- Krishnan Sudhir
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- Kumar Deepali
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- L'Her Erwan
- Lachatre Marie
- Lacoste Marie
- Laffey John G.
- Lafhej Nadhem
- Lagrange Marie
- Laine Fabrice
- Lairez Olivier
- Lambert Marc
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- Lantang Eka Yudha
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- Le Minh
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- Lee Jennifer
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- Lee Todd C.
- Lee Yi Lin
- Leeming Gary
- Lefebvre Bénédicte
- Lefebvre Laurent
- Lefèvre Benjamin
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- Lemee Véronique
- Lemeur Anthony
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- Lene Ha Sha
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- Lester-Grant Amy
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- Liang Janet
- Liegeon Geoffrey
- Lim Kah Chuan
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- Lolong Navy
- Loon Leong Chee
- Lopes Diogo
- Lopez-Colon Dalia
- Lopez-Revilla Jose W.
- Lordemann Anja Grosse
- Loschner Anthony L.
- Loubet Paul
- Loufti Bouchra
- Louis Guillame
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- Low Lee Lee
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- Luna Carlos M.
- Lungu Olguta
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- Mahieu Rafael
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- Maia Ana Raquel
- Maier Lars S.
- Maillet Mylène
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- Malaque Ceila Maria Sant‘Ana
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- Mandei Jose M.
- Mandelbrot Laurent
- Manetta Frank
- Mankikian Julie
- Manning Edmund
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- Marques Ana
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- Marsh Brian
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- Martinot Martin
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- McElroy Aine
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- McEvoy Natalie
- McGeer Allison
- McKay Chris
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- McLean Kenneth A.
- McNally Paul
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- McPartlan Elaine
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- Mercier Emmanuelle
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- Merckx Antoine
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- Merson Laura
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- Meta Roberta
- Metwally Osama
- Meybeck Agnès
- Meyer Dan
- Meynert Alison M.
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- Meziane Amina
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- Morlaes Louis Gerbaud
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- Netten Carolien van
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- Ng Pauline Yeung
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- Nseir Saad
- null null
- null null
- Nunez Jose I
- Nuñez Maria Angelica Rivera
- Nurnaningsih Nurnaningsih
- Nusantara Dwi Utomo
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- Olliaro Piero
- Olliaro Piero L.
- Ong David S. Y.
- Ong Jee Yan
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- Patrier Juliette
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- Patterson Lisa
- Paul Christelle
- Paul Mical
- Paulos Jorge
- Paxton William A.
- Payen Jean-François
- Peake Sandra L
- Peariasamy Kalaiarasu
- Peariasamy Kalaiarasu M.
- Peek Giles J.
- Peelman Florent
- Peiffer-Smadja Nathan
- Peigne Vincent
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- Pelosi Paolo
- Peltan Ithan D.
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- Pettersen Frank Olav
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- Ponscarme Diane
- Popielska Jolanta
- Porto Diego Bastos
- Post Andra-Maris
- Postma Douwe F.
- Povoa Pedro
- Powis Jeff
- Póvoas Diana
- Prapa Sofia
- Praphasiri Viladeth
- Preau Sébastien
- Prebensen Christian
- Preiser Jean-Charles
- Prinssen Anton
- Pritchard Mark G.
- Priyadarshani Gamage Dona Dilanthi
- Proença Lucia
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- Purcell Gregory
- Qasim Eman Al
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- Quraishi Mohammed
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- Rafael Aldo
- Rafiq Marie
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- Rahardjani Mutia
- Rahman Ahmad Kashfi Haji Ab
- Rahman Rozanah Abd
- Rainieri Fernando
- Rajahram Giri Shan
- Rajahram Giri Shan
- Ramakrishnan Nagarajan
- Ramalho José
- Ramli Ahmad Afiq
- Rammaert Blandine
- Ramos Grazielle Viana
- Rampello Anais
- Rangappa Rajavardhan
- Ranjan Ritika
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- Reid Liadain
- Reikvam Dag Henrik
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- Remy Martine
- Ren Hongru
- Renk Hanna
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- Revest Matthieu
- Rewa Oleksa
- Reyes Luis Felipe
- Reyes Tiago
- Ribeiro Ana Freitas
- Ribeiro Maria Ines
- Ricchiuto Antonia
- Richardson David
- Richardson Denise
- Richier Laurent
- Ridzuan Siti Nurul Atikah Ahmad
- Riera Jordi
- Rincon Diego Fernando Bautista
- Rios Ana L
- Rishu Asgar
- Rispal Patrick
- Risso Karine
- Rizer Nicholas
- Robba Chiara
- Roberto André
- Robertson David L.
- Robineau Olivier
- Roche-Campo Ferran
- Rodari Paola
- Rodeia Simão
- Roessler Bernhard
- Roger Claire
- Roger Pierre-Marie
- Roilides Emmanuel
- Rojek Amanda
- Romaru Juliette
- Roncon-Albuquerque Roberto
- Roriz Mélanie
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- Rose Michael
- Rosenberger Dorothea
- Rossanese Andrea
- Rossetti Matteo
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- Rossignol Patrick
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- Roy Carine
- Roze Benoît
- Rusmawatiningtyas Desy
- Russell Clark D.
- Ryan Maeve
- Ryan Maria
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- Sandhu Gyan
- Sandhu Zulfiqar
- Sandrine Pierre-François
- Sandulescu Oana
- Sanharawi Mohamed El
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- Santos-Olmo Rosario Maria Torres
- Sarfo-Mensah Shirley
- Sarmiento Iam Claire E.
- Sarton Benjamine
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- Satyapriya Sree
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- Schwameis Michael
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- Scicluna Brendan
- Scott Janet T.
- Scott-Brown James
- Sedillot Nicholas
- Seitz Tamara
- Selvarajoo Mageswari
- Semaille Caroline
- Semedi Bambang Pujo
- Semple Malcolm G.
- Senian Rasidah Bt
- Senneville Eric
- Sepulveda Claudia
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- Sequeira Tânia
- Shadowitz Ellen
- Shahidan Syamin Asyraf
- Shamsah Mohammad
- Shankar Anuraj
- Sharjeel Shaikh
- Sharma Pratima
- Shaw Catherine A.
- Shaw Victoria
- Shetty Rajesh Mohan
- Shetty Rohan
- Shi Haixia
- Shiban Nisreen
- Shiekh Mohiuddin
- Shiga Takuya
- Shime Nobuaki
- Shimizu Hiroaki
- Shimizu Keiki
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- Solomon Tom
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- Song Myung Jin
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- Song Tae
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- Soom Azlan Mat
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- Soum Edouard
- Sousa Ana Chora
- Sousa Marta
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- Sperry Alexandra
- Spinuzza Elisabetta
- 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
- Stuart Ami
- Stuart David
- Su Richa
- Subekti Decy
- Suen Gabriel
- Suen Jacky Y.
- Sultana Asfia
- Summers Charlotte
- Supic Dubravka
- Suppiah Deepashankari
- Surovcová Magdalena
- Suwarti Atie
- Svistunov Andrey
- Sweeney Lisa Mc
- Syahrin Sarah
- Syrigos Konstantinos
- Sztajnbok Jaques
- Szuldrzynski Konstanty
- Tabrizi Shirin
- Taccone Fabio S.
- Tagherset Lysa
- Taib Shahdattul Mawarni
- Talarek Ewa
- Taleb Sara
- Talsma Jelmer
- Tamisier Renaud
- Tamlihat Younes Ait
- Tampubolon Maria Lawrensia
- Tan Kim Keat
- Tan Le Van
- Tan Yan Chyi
- Tanaka Clarice
- Tanaka Hiroyuki
- Tanaka Taku
- Taniguchi Hayato
- 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
- Téoulé François
- Thabit Alif Adlan Mohd
- Tham Zhang Duan
- Thangavelu Suvintheran
- Thibault Vincent
- Thiberville Simon-Djamel
- Thill Benoît
- Thirumanickam Jananee
- Tho Leong Chin
- Thompson Shaun
- Thomson David
- Thomson Emma C.
- Thurai Surain Raaj Thanga
- Thuy Duong Bich
- Thwaites Ryan S.
- Ticinesi Andrea
- Tierney Paul
- Tieroshyn Vadim
- Timashev Peter S
- Timsit Jean-François
- Tissot Noémie
- Toh Jordan Zhien Yang
- Toki Maria
- Tonby Kristian
- Tonnii Sia Loong
- Torre Marta
- Torres Antoni
- Torres Margarida
- Torres-Zevallos Hernando
- Towers Michael
- Trapani Tony
- Trieu Huynh Trung
- Trioux Théo
- Tromeur Cécile
- Trontzas Ioannis
- Trouillon Tiffany
- Truong Jeanne
- Tual Christelle
- Tubiana Sarah
- Tuite Helen
- Turgeon Alexis F.
- Turmel Jean-Marie
- Turnier Paul Le
- Turtle Lance C. W.
- Tveita Anders
- Twardowski Pawel
- Twillert Gitte Van
- Uchiyama Makoto
- Udayanga PG Ishara
- Udy Andrew
- Ullrich Roman
- Uribe Alberto
- Usman Asad
- Uva Maria Sousa
- Uyeki Timothy M.
- Vajdovics Cristinava
- Val-Flores Luís
- Valentini Piero
- Valk Paul van der
- Valran Amélie
- Valzano Ilaria
- van Someren Greve Frank
- Vanel Noémie
- Vanoverschelde Henk
- Varghese Pooja
- Varrone Michael
- Vasconcelos Malte Kohns
- Vasudayan Shoban Raj
- Vauchy Charline
- Vecham Pavan Kumar
- Veen Ilonka van
- Veeran Shaminee
- Veislinger Aurélie
- Vekens Nicky Van Der
- Vencken Sebastian
- Ventura Sara
- Verbon Annelies
- Vickers James
- Vidal José Ernesto
- Vieira César
- Villanueva Joy Ann
- Villar Judit
- Villeneuve Pierre-Marc
- Villoldo Andrea
- Vishwanathan Gayatri
- Visseaux Benoit
- Visser Hannah
- Vitiello Chiara
- Vongsouvath Manivanh
- Vonkeman Harald
- Voort Peter Van der
- Vuotto Fanny
- Wahab Noor Hidayu
- Wahab Suhaila Abdul
- Wahid Nadirah Abdul
- Wainstein Marina
- Webb Steve
- Wei Jia
- Weil Katharina
- Wen Tan Pei
- Werf Sylvie Van Der
- Wesselius Sanne
- West T. Eoin
- Wham Murray
- Whelan Bryan
- Wicky Paul Henri
- Wiedemann Aurélie
- Wijaya Surya Otto
- Wille Keith
- Willems Sue
- Williams Patricia J
- Williams Virginie
- Willigen Hugo Van
- Wils Evert-Jan
- Wong Calvin
- Wong Teck Fung
- Wong Xin Ci
- Wong Xin Ci
- Wong Yew Sing
- Wright Natalie
- Xian Gan Ee
- Xian Lim Saio
- Xuan Kuan Pei
- Xynogalas Ioannis
- Yacoub Sophie
- Yakop Siti Rohani Binti Mohd
- Yamazaki Masaki
- Yarad Elizabeth
- Yazdanpanah Yazdan
- Yelnik Cécile
- Yeoh Chian Hui
- Yerkovich Stephanie
- Yiaye Touxiong
- Yiu Ng Wing
- Yokoyama Toshiki
- Yonis Hodane
- 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
Respiratory support in patients with severe COVID-19 in the International Severe Acute Respiratory and Emerging Infection (ISARIC) COVID-19 study: a prospective, multinational, observational study
- Author
- Abbas Ali
- Abdukahil Sheryl Ann
- Abe Ryuzo
- Abel Laurent
- Abreu Julia Rodriguez
- Absil Lara
- Acharya Subhash
- Acker Andrew
- Adrião Diana
- Ahmed Shakeel
- Ainscough Kate
- Aisa Tharwat
- Akimoto Takako
- Akmal Ernita
- Al Ageel Saleh
- Al Qasim Eman
- Al-dabbous Tala
- Al-Fares Abdulrahman
- Alalqam Razi
- Alegesan Senthilkumar
- Alegre Cynthia
- Alessi Marta
- Alex Beatrice
- Alexandre Kévin
- Alfoudri Huda
- Ali Imran
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Altaf Aneela
- Alves João
- Alves João Melo
- Alves Rita
- Amaral Maria
- Ampaw Phoebe
- Andini Roberto
- Andréjak Claire
- Angheben Andrea
- Angoulvant François
- Ansart Séverine
- Antonelli Massimo
- Apriyana Ardiyan
- Arabi Yaseen
- Aragao Irene
- Araujo Carolline
- Arcadipane Antonio
- Archambault Patrick
- Arenz Lukas
- Arlet Jean-Benoît
- Arnold-Day Christel
- Arora Lovkesh
- Arora Rakesh
- Artaud-Macari Elise
- Aryal Diptesh
- Aryal Diptesh
- Asensio Angel
- Asif Namra
- Asim Mohammad
- Assie Jean Baptiste
- Atif Minahel
- Atique Anika
- Attanyake A. M. 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
- Bak Erica
- Bakakos Agamemnon
- Bal Andriy
- Balan Valeria
- Balazote Pablo Serrano
- Banheiro Bruno Sarmento
- Bani-Sadr Firouzé
- Barbalho Renata
- Barclay Wendy S.
- Barnikel Michaela
- Barrasa Helena
- Barrelet Audrey
- Barrigoto Cleide
- Barrio Noelia García
- Bartoli Marie
- Baruch Joaquín
- Basmaci Romain
- Bassi Gianluigi Li
- Battaglini Denise
- Bauer Jules
- Beane Abigail
- Bedossa Alexandra
- Begum Husna
- Behilill Sylvie
- Beishuizen Albertus
- Bekken Gry Kloumann
- Beljantsev Aleksandr
- Bellemare David
- Beltrame Anna
- Beluze Marine
- Benech Nicolas
- Benkerrou Dehbia
- Bennett Suzanne
- Bento Luís
- Berdal Jan-Erik
- Bergeaud Delphine
- Bergin Hazel
- Bermejo Carlos Lumbreras
- Bermúdez Juan Luis Cruz
- Bertoli Giulia
- Bertolino Lorenzo
- Bessis Simon
- Bevilcaqua Sybille
- Bezulier Karine
- Bhatt Amar
- Bhavsar Krishna
- Bianco Claudia
- Bissuel François
- Bitker Laurent
- Bitton Jonathan
- Blanco-Schweizer Pablo
- Blier Catherine
- Bloos Frank
- Blot Mathieu
- Boccia Filomena
- Bodenes Laetitia
- Bogaert Debby
- Boivin Anne-Hélène
- Bolze Pierre-Adrien
- Bompart François
- 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
- Boureau Anne-Sophie
- Bourke John
- Bouscambert Maude
- Bousquet Aurore
- Bouziotis Jason
- Boxma Bianca
- Boyer-Besseyre Marielle
- Boylan Maria
- Bozza Fernando
- Braconnier Axelle
- Braga Cynthia
- Brandenburger Timo
- Brazzi Luca
- Breen Dorothy
- Breen Patrick
- Brickell Kathy
- Brien Fionnuala O.
- Browne Alex
- Browne Shaunagh
- Brusse-Keizer Marjolein
- Buchtele Nina
- Buesaquillo Christian
- Bugaeva Polina
- Buisson Marielle
- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid G.
- Butnaru Denis
- Cabie André
- Cabral Susana
- Cabrita Joana Alves
- Caceres Eder
- Cadoz Cyril
- Callaghan Annmarie O.
- Calligy Kate
- Calvache Jose Andres
- Campana Valentine
- Campbell Paul
- Camões João
- Canepa Cecilia
- Cantero Mireia
- Caraux-Paz Pauline
- Cardellino Chiara Simona
- Cardoso Filipa
- Cardoso Filipe
- Cardoso Nelson
- Cardoso Sofia
- Carelli Simone
- Carlier Nicolas
- Carmoi Thierry
- Carney Gayle
- Carqueja Inês
- Carret Marie-Christine
- Carrier François Martin
- Carroll Ida
- Carson Gail
- Casanova Maire-Laure
- Cascão Mariana
- Casey Siobhan
- Casimiro José
- Cassandra Bailey
- Castanheira Nidyanara
- Castañeda Silvia
- Castor-Alexandre Guylaine
- Castrillón Henry
- Castro Ivo
- Catarino Ana
- Catherine François-Xavier
- Cattaneo Paolo
- Cavalin Roberta
- Cavalli Giulio Giovanni
- Cavayas Alexandros
- Ceccato Adrian
- Cely Lina Morales
- Cervantes-Gonzalez Minerva
- Chair Anissa
- Chakveatze Catherine
- Chan Adrienne
- Chand Meera
- Chapplain Jean-Marc
- Chas Julie
- Chaudry Mobin
- Chen Anjellica
- Chen Yih-Sharng
- Cheng Matthew Pellan
- Cheret Antoine
- Chia Jack Song
- Chiarabini Thibault
- Chica Julian
- Chirouze Catherine
- Chiumello Davide
- Cho Sung-Min
- Choileain Orna Ni
- Cholley Bernard
- Chopin Marie-Charlotte
- Cidade Jose Pedro
- Citarella Barbara Wanjiru
- Ciullo Anna
- Clarke Emma
- Clarke Jennifer
- Clohisey Sara
- Cobb Perren J.
- Codan Cassidy
- Cody Caitriona
- Coelho Alexandra
- 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
- Croonen Sabine
- Crowl Gloria
- Crump Jonathan
- Cruz Claudina
- Csete Marc
- Cullen Ailbhe
- Cummings Matthew J.
- Curley Ger
- Curlier Elodie
- Curran Colleen
- Custodio Paula
- Cárcel Sheila
- da Silva Filipe Ana
- 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 la Calle Guillermo Maestro
- de Loughry Gillian
- de Mendoza Diego
- De Montmollin Etienne
- de Oliveira França Rafael Freitas
- de Pinho Oliveira Ana Isabel
- De Rosa Rosanna
- de Silva Thushan
- 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
- Dell’Amore Andrea
- Delmas Christelle
- Delobel Pierre
- Delsing Corine
- Demonchy Elisa
- Denis Emmanuelle
- Deplanque Dominique
- Depuydt Pieter
- Descamps Diane
- Desvallées Mathilde
- Devouge Eglantine Ferrand
- Dewayanti Santi
- Dhanger Pathik
- Diallo Alpha
- Diamantis Sylvain
- 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.
- Donnelly Christl A.
- Donnelly Maria
- Donohue Chloe
- Donohue Sean
- Donohue Yoann
- Doran Peter
- Dorival Céline
- Douglas James Joshua
- Dournon Nathalie
- Dow Denisse Bazan
- Downer Triona
- Downey Joanne
- Downing Mark
- Drake Tom
- Driscoll Aoife
- Dubee Vincent
- Dubos François
- Ducancelle Alexandre
- Dudman Susanne
- Dunand Paul
- Dunning Jake
- Duplaix Mathilde
- Duque Sara
- Durante-Mangoni Emanuele
- Durham Lucian
- Dussol Bertrand
- Duthoit Juliette
- Duval Xavier
- Dyrhol-Riise Anne Margarita
- D’Aragon Frédérick
- D’Ortenzio Eric
- Echeverria-Villalobos Marco
- Egan Siobhan
- Eira Carla
- Elapavaluru Subbarao
- Elharrar Brigitte
- Ellerbroek Jacobien
- Eloy Philippine
- Elshazly Tarek
- Enderle Isabelle
- Endo Tomoyuki
- 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
- Fareed Komal
- Faria Pedro
- Farooq Ahmed
- Fatoni Arie Zainul
- Faure Karine
- Favory Raphaël
- Fayed Mohamed
- Feely Niamh
- Feeney Laura
- Fernandes Jorge
- Fernandes Marília Andreia
- Fernandes Susana
- Ferrand François-Xavier
- Ferraz Mário
- Ferreira Benigno
- Ferreira Bernardo
- Ferreira Isabel
- Ferreira Sílvia
- Ferrer-Roca Ricard
- Ferriere Nicolas
- Ferrão Joana
- Ficko Céline
- Figueiredo-Mello Claudia
- Fiorda Juan
- Flament Thomas
- Flateau Clara
- Fletcher Tom
- Florio Letizia Lucia
- Flynn Deirdre
- 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
- French Craig
- Friedrich Caren
- Fry Stéphanie
- Fuentes Nora
- Fuentes Yuli V.
- 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
- Garan Arthur
- Garcia Rebekha
- Garcia-Gallo Esteban
- Garcês Rui Caetano
- García Ruth N. Jorge
- Garimella Navya
- Garot Denis
- Garrait Valérie
- Gauli Basanta
- Gault Nathalie
- Gavin Aisling
- Gavrylov Anatoliy
- Gaymard Alexandre
- Gebauer Johannes
- Geraud Eva
- Germano Nuno
- Ghosn Jade
- Giani Marco
- 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
- Golob Jonathan
- Gominet Marie
- Gonzalez Alicia
- González Víctor Quirós
- Gonçalves Bronner P.
- Gordon Patricia
- Gorenne Isabelle
- Goubert Laure
- Goujard Cécile
- Goulenok Tiphaine
- Grable Margarite
- Graf Jeronimo
- Grandin Edward Wilson
- Granerud Beathe Kiland
- Granier Pascal
- Grasselli Giacomo
- Green Christopher A.
- Greene Courtney
- Greenhalf William
- Greffe Segolène
- Grieco Domenico Luca
- Griffee Matthew
- Griffiths Fiona
- 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
- Gómez-Junyent Joan
- Haalboom Marieke
- Haber Daniel
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- Semaille Caroline
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- Semple Malcolm G.
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- Streinu-Cercel Adrian
- Streinu-Cercel Anca
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- Stuart David
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- Suen Jacky Y.
- Sultana Asfia
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- Supic Dubravka
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- Sztajnbok Jaques
- Szuldrzynski Konstanty
- Tabrizi Shirin
- Taccone Fabio S.
- Tagherset Lysa
- Taleb Sara
- Talsma Jelmer
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- Tampubolon Maria Lawrensia
- Tanaka Hiroyuki
- Taqdees Huda
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- Tattevin Pierre
- Taufik M. Azhari
- Tawfik Hassan
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- Teixeira João
- Tejada Sofia
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- Terzi Nicolas
- Tessier-Grenier Hubert
- Tey Adrian
- Thakur Anand
- Thibault Vincent
- Thiberville Simon-Djamel
- Thill Benoît
- Thompson Shaun
- Thomson David
- Thomson Emma C.
- Thwaites Ryan S.
- Tierney Paul
- Tieroshyn Vadim
- Timashev Peter S.
- Timsit Jean-François
- Tissot Noémie
- Toki Maria
- Tonby Kristian
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- Towers Michael
- Trapani Tony
- Treoux Théo
- Tromeur Cécile
- Trontzas Ioannis
- Trouillon Tiffany
- Truong Jeanne
- Tual Christelle
- Tubiana Sarah
- Tuite Helen
- Turmel Jean-Marie
- Turtle Lance C. W.
- Twardowski Pawel
- Téoulé François
- Uchiyama Makoto
- Udayanga P. G. Ishara
- Udy Andrew
- Ullrich Roman
- Uribe Alberto
- Usman Asad
- Uva Maria Sousa
- Uyeki Timothy M.
- Vajdovics Cristinava
- Val-Flores Luís
- Valran Amélie
- Van de Velde Stijn
- van den Berge Marcel
- van der Palen Job
- van der Valk Paul
- Van Der Vekens Nicky
- Van der Voort Peter
- Van Der Werf Sylvie
- van Gulik Laura
- Van Hattem Jarne
- van Netten Carolien
- van Veen Ilonka
- Vanel Noémie
- Vanoverschelde Henk
- Varghese Pooja
- Vasconcelos Malte Kohns
- Vauchy Charline
- Vecham Pavan Kumar
- Veislinger Aurélie
- Vencken Sebastian
- Ventura Sara
- Verbon Annelies
- Vickers James
- Vidal José Ernesto
- Vieira César
- Vijayan Deepak
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Villanueva Joy Ann
- Villar Judit
- Villeneuve Pierre-Marc
- Villoldo Andrea
- Visseaux Benoit
- Visser Hannah
- Vitiello Chiara
- Vonkeman Harald
- Vuotto Fanny
- Wang Chih-Hsien
- Webb Steve
- Wei Jia
- Weil Katharina
- 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
- Wong Calvin
- Xynogalas Ioannis
- Yamazaki Masaki
- Yazdanpanah Yazdan
- Yelnik Cécile
- Yerkovich Stephanie
- Yiu Ng Wing
- Yokoyama Toshiki
- Yonis Hodane
- Yousif Obada
- Yuliarto Saptadi
- Zaaqoq Akram
- Zabbe Marion
- Zahran Maram
- Zambon Maria
- Zanella Alberto
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 13/09/2022
- Field of study
Background: Up to 30% of hospitalised patients with COVID-19 require advanced respiratory support, including high-flow nasal cannulas (HFNC), non-invasive mechanical ventilation (NIV), or invasive mechanical ventilation (IMV). We aimed to describe the clinical characteristics, outcomes and risk factors for failing non-invasive respiratory support in patients treated with severe COVID-19 during the first two years of the pandemic in high-income countries (HICs) and low middle-income countries (LMICs).
Methods: This is a multinational, multicentre, prospective cohort study embedded in the ISARIC-WHO COVID-19 Clinical Characterisation Protocol. Patients with laboratory-confirmed SARS-CoV-2 infection who required hospital admission were recruited prospectively. Patients treated with HFNC, NIV, or IMV within the first 24 h of hospital admission were included in this study. Descriptive statistics, random forest, and logistic regression analyses were used to describe clinical characteristics and compare clinical outcomes among patients treated with the different types of advanced respiratory support.
Results: A total of 66,565 patients were included in this study. Overall, 82.6% of patients were treated in HIC, and 40.6% were admitted to the hospital during the first pandemic wave. During the first 24 h after hospital admission, patients in HICs were more frequently treated with HFNC (48.0%), followed by NIV (38.6%) and IMV (13.4%). In contrast, patients admitted in lower- and middle-income countries (LMICs) were less frequently treated with HFNC (16.1%) and the majority received IMV (59.1%). The failure rate of non-invasive respiratory support (i.e. HFNC or NIV) was 15.5%, of which 71.2% were from HIC and 28.8% from LMIC. The variables most strongly associated with non-invasive ventilation failure, defined as progression to IMV, were high leukocyte counts at hospital admission (OR [95%CI]; 5.86 [4.83-7.10]), treatment in an LMIC (OR [95%CI]; 2.04 [1.97-2.11]), and tachypnoea at hospital admission (OR [95%CI]; 1.16 [1.14-1.18]). Patients who failed HFNC/NIV had a higher 28-day fatality ratio (OR [95%CI]; 1.27 [1.25-1.30]).
Conclusions: In the present international cohort, the most frequently used advanced respiratory support was the HFNC. However, IMV was used more often in LMIC. Higher leucocyte count, tachypnoea, and treatment in LMIC were risk factors for HFNC/NIV failure. HFNC/NIV failure was related to worse clinical outcomes, such as 28-day mortality. Trial registration This is a prospective observational study; therefore, no health care interventions were applied to participants, and trial registration is not applicable
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
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- Maria Ryan
- Maria Sousa Uva
- Maria Toki
- Maria Zambon
- Mariachiara Ippolito
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- Nathalie Gagné
- Nathalie Gault
- Nathalie M Delfos
- Nathalie Pansu
- Nathan Peiffer-Smadja
- Nathaniel Christy
- Naveed Latif
- Navy Lolong
- Navya Garimella
- Nawal Salahuddin
- Nazal Saleh
- Nazreen Abu Bakar
- Neerusha Kaisbain
- Nelson Cardoso
- Nestor Luque
- Neurinda Permata Kusumastuti
- Ng Yong Muh
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- Nguyen Van Vinh Chau
- Niamh Feely
- Niamh Kelly
- Niamh Ni Leathlobhair
- Nicholas Rizer
- Nicholas Sedillot
- Nicholas Yee Liang Hing
- Nicholas Yuri Barbosa
- Nick Daneman
- Nicky Van Der Vekens
- Nicolas Benech
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- Nicolas Carlier
- Nicolas Ferriere
- Nicolas Terzi
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- Nidyanara Castanheira
- Nik Nur Eliza Mohamed
- Nikita A Nekliudov
- Nilar Lwin
- Nina Buchtele
- Nina Jamieson
- Nisreen Shiban
- Nobuaki Shime
- Nobuya Kitamura
- Noelia García Barrio
- Noor Hidayu Wahab
- Nor Arisah Misnan
- Nor Zaila Binti Zaidan
- Nora Fuentes
- Noémie Mercier
- Noémie Tissot
- Noémie Vanel
- Nuno Germano
- Nuno Martins
- Nur Amira
- Nurnaningsih Nurnaningsih
- Nurul Amani Mohd Noordin
- Nurul Faten Izzati Norharizam
- Nurul Hidayah Mohammad Roslan
- Nurul Najmee Abdulkadir
- Nurul Zaynah
- Oana Sandulescu
- Obada Yousif
- Odile Launay
- Ogechukwu Menkiti
- Oksana Kruglova
- Olavi Maasikas
- Oleksa Rewa
- Olga Martynenko
- Olguta Lungu
- Olivier Bouchaud
- Olivier Epaulard
- Olivier Lairez
- Olivier Lesens
- Olivier Picone
- Olivier Robineau
- Olivier Sanchez
- Olivier Terrier
- Omar Mehkri
- Ong Yiaw Joe
- Ooyanong Phonemixay
- Oriane Puéchal
- Orna Ni Choileain
- Oryane Mabiala
- Osama Khalid
- Osama Metwally
- Oscar Hoiting
- Ouifiya Kafif
- P G Ishara Udayanga
- Pablo Blanco-Schweizer
- Pablo Serrano Balazote
- Paddy Mallon
- Pamela Combs
- Paola Rodari
- Paolo Cattaneo
- Paolo Parducci
- Paolo Pelosi
- Parthena Savvidou
- Pascal Granier
- Pathik Dhanger
- Patricia Fontela
- Patricia Gordon
- Patricia Lizotte
- Patricia Patricio
- Patrick Archambault
- Patrick Biston
- Patrick Breen
- Patrick Imbert
- Patrick Rispal
- Patrick Rossignol
- Patrizia Bonelli
- Patrizia Mammi
- Paul Campbell
- Paul Dunand
- Paul Henri Wicky
- Paul Klenerman
- Paul Le Turnier
- Paul Loubet
- Paul McNally
- Paul Otiku
- Paul Tierney
- Paul van der Valk
- Paula Custodio
- Pauline Caraux-Paz
- Pauline Yeung Ng
- Pavan Kumar Vecham
- Pawel Twardowski
- Pedro Faria
- Pedro Povoa
- Perren J Cobb
- Peter de Vries
- Peter Doran
- Peter Horby
- Peter Kiiza
- Peter Openshaw
- Peter S Timashev
- Peter Van der Voort
- Petr Glybochko
- Phil Gallagher
- Philippe Jouvet
- Philippine Eloy
- Phillip Mason
- Phoebe Ampaw
- Phouvieng Douangdala
- Piero L Olliaro
- Piero L Olliaro 5
- Piero Valentini
- Pierre Delobel
- Pierre Jaquet
- Pierre Tattevin
- Pierre-Adrien Bolze
- Pierre-François Sandrine
- Pierre-Marc Villeneuve
- Pierre-Marie Roger
- Pieter Depuydt
- Piret Sillaots
- Pleun Terpstra
- Polina Bugaeva
- Pompini Agustina Sitompul
- Pooja Varghese
- Pramesh Sundar Shrestha
- Pranya Sakiyalak
- Prasan Kumar Panda
- Pratap Karpayah
- Pratheema Ramachandran
- Pratima Sharma
- Praveen Kumar Ghisulal
- Priscila Diaz
- Prompak Nitayavardhana
- Pulak Kedia
- Punam Singh
- Qabas Alkhafajee
- Quentin Le Hingrat
- Quentin Lepiller
- Quratul Ain Khan
- Rachael McConnochie
- Rachael Parke
- Rachel Cregan
- Rachida Ouissa
- Rafael Freitas de Oliveira França
- Rafael León
- Rafael Mahieu
- Rajavardhan Rangappa
- Rajyabardhan Pattnaik
- Rakesh Arora
- Rana Imran Sikander
- Raph L Hamers
- Raphaël Borie
- Raphaël Favory
- Raquel Pinto
- Rashan Haniffa
- Rashid Nasim Khan
- Rasidah Bt Senian
- Raul Neto
- Razi Alalqam
- Rebecca Hamidfar
- Rebecca Holt
- Rebekha Garcia
- Renata Barbalho
- Renato Reis
- Renaud Tamisier
- Renee Douma
- Ricard Ferrer-Roca
- Ricardo Fritz
- Richard S Tedder
- Riinu Pius
- Rima Song
- Rita Alves
- Rita Hinchion
- Ritika Ranjan
- Roar Bævre-Jensen
- Rob Klont
- Robert A Fowler
- Roberta Cavalin
- Roberta Meta
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- Roberto Andini
- Roberto Roncon-Albuquerque Jr
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- Rodrigo Diaz
- Rogério Silva
- Rohan Shetty
- Rolando Claure-Del Granado
- Romain Basmaci
- Romain Decours
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- Rosanna De Rosa
- Rosario Maria Torres Santos-Olmo
- Ross Hendry
- Rostane Gaci
- Roxane Courtois
- Rozanah Abd Rahman
- Rui Gomes
- Rui Pereira
- Rumaisah Satyawati
- Ruth Jimbo-Sotomayor
- Ruth Lyons
- Ruth N Jorge García
- Ryadh Pokeerbux
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- Ryan Khoo
- Ryan S Thwaites
- Ryuzo Abe
- Saad Nseir
- Sabelline Bouchez
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- Sabina Mason
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- Sadie Kelly 4
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- Saye Khoo
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- Seamus Daly
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- Sebastiano Maria Colombo
- Segolène Greffe
- Senthilkumar Alegesan
- Sergio Poli
- Seán Keating
- Shahdattul Mawarni Taib
- Shaikh Sharjeel
- Shakeel Ahmed
- Shaminee Veeran
- Sharma Keshav
- Shaun Thompson
- Shaunagh Browne
- Sheeba Hakak
- Sheila Cárcel
- Sherry McDermott
- Sheryl Ann Abdukahil
- Shingo Adachi
- Shinichiro Ohshimo
- Shiranee Sriskandan
- Shirin Tabrizi
- Shirley Sarfo-Mensah
- Shoban Raj Vasudayan
- Shona C Moore
- Shubha Kalyan Shrestha
- Sia Loong Tonnii
- Silje Bakken Jørgensen
- Silvia Castañeda
- Silvia Lourenco
- Sim Choon Ean
- Simon Bessis
- Simon Forsyth
- Simon-Djamel Thiberville
- Simone Carelli
- Simone Piva
- Simão Rodeia
- 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
- Sofia Cardoso
- Sofia Prapa
- Sofia Tejada
- Sofía Contreras
- Soizic Le Mestre
- Sommay Keomany
- Sonja Hjellegjerde Brunvoll
- Sophie Halpin
- Sophie Mahy
- Sophie O'Halloran
- Sophie Yacoub
- Sravya Pudota
- Sree Satyapriya
- Srinivas Murthy
- Srinivas Murthy 11
- Stanislas Rebaudet
- Steffi Ryckaert
- Stella Huo
- Stella Rousset
- Stephan Schroll
- Stephanie Nonas
- Stephanie Roberts
- Stephanie Yerkovich
- Stephanie-Susanne Stecher
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- Steve Webb
- Stijn Van de Velde
- Stuart Houltham
- Stéphane Jaureguiberry
- Stéphane Lasry
- Stéphane Sallaberry
- Stéphanie Cousse
- Stéphanie Fry
- Su Hwan Lee
- Subbarao Elapavaluru
- Subhash Acharya
- Sudhir Krishnan
- Sue Smith
- Sue Smith 5
- 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
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- Sylvain Diamantis
- Sylvie Behilill
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- Synne Jenum
- Sze Kye Teoh
- Sébastien Preau
- Sérgio Gaião
- Séverine Ansart
- Sílvia Ferreira
- T Eoin West
- 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
- Tarek Elshazly
- Tatiana Fonseca
- Tatsuya Kawasaki
- Tawnya Ogston
- Teck Fung Wong
- Teresa Lawrence
- Terese Hammond
- 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