15 research outputs found
Propuesta estratégica de mejora en la implementación de los estándares mínimos del Sistema de Gestión de la Seguridad y Salud en el Trabajo (SG- SST) en la empresa Fondar para el segundo semestre del 2019 y principios del 2020
- Author
- Publication venue
- Publication date
- 10/12/2019
- Field of study
Matriz de evaluación del sistema de gestión de seguridad y salud en el trabajo, diagrama de GanttEl presente proyecto comprende el estudio del decreto 1443 del 31 de julio de 2014; que ordeno las directrices de obligatorio cumplimiento para implementar el Sistema de Gestión de la Seguridad y Salud en el Trabajo (SG-SST) el cual debe cumplir la empresa de economía solidaria FONDAR, a partir de ese momento el Fondo de Empleados direcciono un trabajo detallado para cumplir con lo ordenado por el gobierno; teniendo en cuenta la actualización de los estándares mínimos de acuerdo a la resolución No. 0312 del 13 de febrero de 2019, sin embargo al revisar en la práctica el desarrollo de los estándares mínimos que debe cumplir, se evidencio que FONDAR no ha trabajado de la manera correcta el ítem de capacitación en SST y por ende está fallando en el ítem que detalla su plan anual de trabajo.
Es por ello que buscamos guiar a la empresa FONDAR para que logre realizar una buena implementación de estos estándares y de esta manera evitar sanciones en la inspección, vigilancia y control que realizará el Ministerio de Trabajo a partir del mes de Noviembre de 2019; aunque la empresa ya tiene un gran porcentaje del trabajo realizado, es importante en este momento hacer un proceso de seguimiento y plan de mejora de acuerdo a lo que ellos ya tienen planteado, proceso que se ha llevado a cabo generando una autoevaluación conforme a los estándares mínimos y en el cual se observó la problemática anteriormente descrita y de acuerdo a esta misma se generará un plan de mejora para solventar esta situación, es muy importante para la consecución de esta actividad poder contar con todos los colaboradores de FONDAR y para ello se elaborará una propuesta que brinde un cronograma de capacitación el cual se pueda ejecutar y que permita cumplir con el plan anual del Sistema de Gestión de SST.
Para alcanzar este proyecto es necesario plantear el problema observado, revisar sus antecedentes y analizar de forma cualitativa que está generando esta falencia, así como también analizar el marco teórico y legal, mostrando una metodología de investigación cualitativa la cual se llevara a cabo de acuerdo al análisis que se realizó de la implementación inicial del SG - SST en la empresa, la implementación de la tabla de valores y calificación de los estándares mínimos de SG -SST, de acuerdo a la matriz utilizada para tal fin logrando describir como fue la transición de la empresa desde el decreto 1443 a la nueva resolución 0312, obteniendo de esta manera un análisis detallado de los resultados obtenidos y generando con estos un plan de mejora y los diferentes cronogramas con los que debe trabajar la empresa para alcanzar a un 100% la implementación y evaluación de su Sistema de Gestión de la Seguridad y Salud en el Trabajo (SG-SST) para ser aplicado a partir del mes de Noviembre, evitando sanciones y demás perjuicios para la organización.This project includes the study of Decree 1443 of July 31, 2014; I order the mandatory compliance guidelines to implement the Occupational Health and Safety Management System (SG-SST) which must be met by the solidarity economy company FONDAR, from that moment the Employee Fund directed a detailed work to comply with the orders of the government; taking into account the update of the minimum standards according to resolution No. 0312 of February 13, 2019, however, when reviewing in practice the development of the minimum standards that must be met, it was evidenced that FONDAR has not worked on the Correctly, the training item in OSH and therefore is failing in the item that details your annual work plan.
That is why we seek to guide the company FONDAR to achieve a good implementation of these standards and thus avoid sanctions in the inspection, surveillance and control that will be carried out by the Ministry of Labor from the month of November 2019; Although the company already has a large percentage of the work done, it is important at this time to carry out a monitoring process and improvement plan according to what they have already proposed, a process that has been carried out generating a self-assessment according to the standards minimum and in which the above-described problem was observed and according to this one an improvement plan will be generated to solve this situation, it is very important for the achievement of this activity to be able to count on all the employees of FONDAR and for this it will be prepared a proposal that provides a training schedule which can be executed and that allows to comply with the annual plan of the OSH Management System.
To achieve this project it is necessary to raise the observed problem, review its background and analyze in a qualitative way that this flaw is generating, as well as analyze the theoretical and legal framework, showing a qualitative research methodology which will be carried out according to the analysis that was carried out of the initial implementation of the SG-SST in the company, the implementation of the table of values and qualification of the minimum standards of SG-SST, according to the matrix used for this purpose managing to describe how the transition of the company from decree 1443 to the new resolution 0312, thus obtaining a detailed analysis of the results obtained and generating with them an improvement plan and the different schedules with which the company must work to achieve 100% implementation and evaluation of its Occupational Health and Safety Management System (SG-SST) to be applied as of the month November, avoiding penalties and other damages for the organization
Covid-19: consecuencias y desafíos en la economía colombiana. Una mirada desde las universidades
- Author
- Abadía Luz Karime
- Alfaro Laura
- Alonso Santiago
- Andia Tatiana
- Arango Lozano Lucía
- Araújo Inácio F.
- Arellano Morales Matheo
- Becerra Oscar
- Bernal Gloria
- Blattman Christopher
- Bonet-Morón Jaime
- Bonilla Mejía Leonardo
- Bonilla-Mejía Leonardo
- Botero Jesús
- Carranza-Romero Juan Esteban
- Carranza-Romero Juan Esteban
- Cerero David
- Cerón-Ordoñez Julieth
- Cortes Darwin
- Criado Leonel
- Cárdenas Rubio Jeisson Arley
- Diartt Carolina
- Duncan Gustavo
- Eslava Marcela
- Espinosa Espinosa Aarón
- Flórez Luz A
- Fuentes Vélez Mariana
- Gallegos Andrés
- Galvis Aponte Luis
- Garcia-Suaza Andres
- González Esquivel Felipe
- González-Auhing Marcos
- Gómez Silvia
- Haddad Eduardo A.
- Hermida Didier
- Hernández Sebastián
- Jaramillo Jassir Ivan Daniel
- Lasso Valderrama Francisco
- Lessing Benjamin
- Londoño Diana Isabel
- Londoño Diana Isabel
- López González Cristina
- López González Mauricio
- Mantilla Cesar
- Martín Juan D.
- Martínez Juan F.
- Mesa-Mejía Juan Pablo
- Molano Andrés
- Montaña Doncel Jaime
- Montañez Diego
- Montoya Helena
- Morales Leonardo Fabio
- Ortiz Santiago
- Perez-Valbuena Gerson Javier
- Perobelli Fernando S.
- Pulido Mahecha Karen L.
- Pulido José
- Pérez Pulgarín Stiven
- Quintero Fragozo Camilo
- Riascos Álvaro J.
- Ricciulli-Marin Diana
- Rodriguez-Lesmes Paul
- Rodriguez-Lesmes Paul
- Rodríguez A. Sandra
- Rodríguez Puello Gabriel
- Sierra Lya Paola
- Sánchez Salazar Cristian Andrés
- Torres Gorrón Jhon Edwar
- Torres Gómez Edwin Esteban
- Vidal Pavel
- Villamizar Villegas Mauricio
- Zambrano Andrés
- Zuleta Hernando
- Álvarez Andrés
- Publication venue
- 'Colegio Mayor de Nuestra Senora del Rosario'
- Publication date
- 28/04/2022
- Field of study
Este libro reúne diferentes hallazgos, perspectivas y efectos ante un fenómeno que, más de un año después, todavía representa un reto científico, médico y social para todos. Igualmente, esta obra representa el objetivo de la Red Investigadores de Economía: aunar esfuerzos para encontrar respuestas y para fortalecer la investigación en el país, aumentar la difusión de trabajos de calidad y propiciar el encuentro entre académicos, universidades y el Banco de la República. Las investigaciones expuestas en este libro pasaron por un proceso de selección por parte del comité científico, asegurando que hubiese una pluralidad de miradas y de instituciones educativas, además del Banco, donde se relacionaran los efectos de la pandemia y la actividad económica en el país, las consecuencias sociales y regionales. El texto está dividido en cuatro partes. En la primera se hace un análisis macroeconómico de los efectos de la pandemia; para ello se examinan los efectos de la emergencia sanitaria a nivel nacional y regional mediante modelos macroeconómicos que permiten obtener respuestas ante preguntas muy relevantes. La segunda sección trata sobre el impacto en el mercado laboral, el efecto del Covid-19 en la distribución del ingreso y el efecto de corto plazo en el mercado urbano. La tercera parte aborda los efectos de la pandemia en los agentes económicos y en otros mercados. Ello incluye la exposición del empleo al Covid-19, la vulnerabilidad económica de los hogares en el país y su respuesta en el consumo, patrones de actividad laboral y salud mental, efectos en la educación, inseguridad alimentaria de la población migrante, entre otros. Por último, el cuarto segmento hace un énfasis especial en los efectos diferenciales entre las regiones del país y la heterogeneidad de dicho impacto; para ello se analizan temas de informalidad, vulnerabilidad, fuerza de trabajo disponible, entre otros, en distintas regiones del país
Surgeons' perspectives on artificial intelligence to support clinical decision-making in trauma and emergency contexts: results from an international survey
- Author
- Abbott Kenneth Lyle
- Abdelmalik Abubaker
- Abebe Nebyou Seyoum
- Abu-Zidan Fikri
- Adam Yousif Abdallah Yousif
- Adamou Harissou
- Adamovich Dmitry Mikhailovich
- Agnoletti Vanni
- Agresta Ferdinando
- Agrusa antonino
- Akin Emrah
- Al-Shehari Mohammed Mohammed
- Alessiani Mario
- Alexandrino Henrique
- Ali Syed Muhammad
- Almeida Pedro Miguel
- Altomare Michele
- Amico Francesco
- Ammendola Michele
- Andreuccetti Jacopo
- Anestiadou Elissavet
- Angelos Peter
- Annicchiarico Alfredo
- Ansaloni Luca
- Antonelli Amedeo
- Aparicio-Sanchez Daniel
- Ardito antonella
- Argenio Giulio
- Arteaga Alejandro Sanchez
- Arvieux Catherine Claude
- Askevold Ingolf Harald
- Atanasov Boyko Tchavdarov
- Augustin Goran
- Awad Selmy Sabry
- Bacchiocchi Giulia
- Bagnoli Carlo
- Bahouth Hany
- Baili Efstratia
- Bains Lovenish
- Baiocchi Gian Luca
- Bala Miklosh
- Balagué Carmen
- Balalis Dimitrios
- Balch Jeremy
- Baldini Edoardo
- Baraket oussama
- Baral Suman
- Barone Mirko
- Barranquero Alberto Gonzãlez
- Barreras Jorge Arturo
- Bass Gary Alan
- Bayhan Zulfu
- Bayo Heura Llaquet
- Bellanova Giovanni
- Ben-Ishay Offir
- Bert Fabrizio
- Bianchi Valentina
- Biancuzzi Helena
- Bidoli Chiara
- Biffl Walter
- Bignell Mark Brian
- Biloslavo Alan
- Bini Roberto
- Bissacco Daniele
- Boati Paolo
- Boddaert Guillaume
- Bogdanic Branko
- Bombardini Cristina
- Bonavina Luigi
- Bonomo Luca
- Bottari Andrea
- Bouliaris Konstantinos
- Brachini Gioia
- Brillantino Antonio
- Brisinda Giuseppe
- Bulanauca Maloni Mamada
- Buonomo Luis Antonio
- Burcharth Jakob
- Buscemi Salvatore
- Butturini Giovanni
- Calabretto Francesca
- Calini Giacomo
- Calu Valentin
- Campanile Fabio Cesare
- Campo Dall′Orto Riccardo
- Campos-Serra Andrea
- Campostrini Stefano
- Capoglu Recayi
- Carvas Joao Miguel
- Cascella Marco
- Casoni Pattacini Gianmaria
- Catena Fausto
- Celentano Valerio
- Centonze Danilo Corrado
- Ceresoli Marco
- Chatzipetris Dimitrios
- Chessa Antonella
- Chiarello Maria Michela
- Chirica Mircea
- Chooklin Serge
- Chouliaras Christos
- Chowdhury Sharfuddin
- Cianci Pasquale
- Cillara Nicola
- Cimbanassi Stefania
- Cioffi Stefano Piero Bernardo
- Cobianchi Lorenzo
- Coccolini Federico
- Colak Elif
- Colás Ruiz Enrique
- Conti Luigi
- Coppola Alessandro
- Cordeiro Fonseca Vinicius
- Correia De Sa Tiago
- Cozza Valerio
- Curro’ Giuseppe
- Dabekaussen Kirsten Felicia Ann-Sophie Aimee
- Dal Mas Francesca
- Damaskos Dimitrios
- Dantas Costa Silvia
- Das Koray
- Davies Richard Justin
- de Almeida Filipe Ramalho
- De Beaux Andrew Charles
- De Lebrusant Fernandez Sara Patricia
- De Luca Alessandro
- De Simone Belinda
- De Stefano Francesca
- Degrate Luca
- Demetrashvili Zaza
- Demetriades Andreas Kyriacou
- Denicolai Stefano
- Detanac Dzemail Smail
- Dezi Agnese
- Di Buono Giuseppe
- Di Carlo Isidoro
- Di Lascio Pierpaolo
- Di Martino Marcello
- Di Saverio Salomone
- Diaconescu Bogdan
- Diaz Jose J.
- Dibra Rigers
- Dimitrov Evgeni Nikolaev
- Dinuzzi Vincenza Paola
- Dios-Barbeito Sandra
- Diyani Jehangir Farman Ali
- Dogjani Agron
- Domanin Maurizio
- Duran Munoz-Cruzado Virginia
- D’Acapito Fabrizio
- D’Ambrosio Giancarlo
- D’Oria Mario
- East Barbora
- Ekelund Mikael
- Ekwen Gerald Takem
- Elbaih Adel Hamed
- Elhadi Muhammed
- Enninghorst Natalie
- Ernisova Mairam
- Escalera-Antezana Juan Pablo
- Esposito Giuseppe
- Esposito Sofia
- Estaire Mercedes
- Farè Camilla Nikita
- Farre Roser
- Favi Francesco
- Ferrario di Tor Vajana Antonjacopo
- Ferrario Luca
- Filisetti Claudia
- Fleres Francesco
- Forero-Torres Alexander
- Forfori Francesco
- Fortuna Laura
- Fradelos Evangelos
- Fraga Gustavo P.
- Fransvea Pietro
- Frassini Simone
- Frazzetta Giuseppe
- Frigerio Isabella
- Frountzas Maximos
- Fugazzola Paola
- Gachabayov Mahir
- Galeiras Rita
- Garcia Vazquez Alain A.
- Gargarella Simone
- Garzali Ibrahim Umar
- Ghannam Wagih Mommtaz
- Ghazi Faiz Najmuddin
- Gillman Lawrence Marshall
- Gioco Rossella
- Giordano Alessio
- Giordano Luca
- Giove Carlo
- Giraudo Giorgio
- Giuffrida Mario
- Giulii Capponi Michela
- Gois Emanuel
- Gomes Carlos Augusto
- Gomes Felipe Couto
- Gonsaga Ricardo Alessandro Teixeira
- Gonsaga Ricardo Alessandro Teixeira
- Gonullu Emre
- Goosen Jacques
- Goranovic Tatjana
- Gracia-Roman Raquel
- Graziano Giorgio Maria Paolo
- Griffiths Ewen Alexander
- Guagni Tommaso
- Hadzhiev Dimitar Bozhidarov
- Haidar Muad Gamil
- Hamid Hytham K. S.
- Hardcastle Timothy Craig
- Hayati Firdaus
- Healey Andrew James
- Hecker Andreas
- Hecker Matthias
- Hernandez Garcia Edgar Fernando
- Hodonou Adrien Montcho
- Huaman Eduardo Cancio
- Huerta Martin
- Ibrahim Aini Fahriza
- Ibrahim Basil Mohamed Salabeldin
- Ietto Giuseppe
- Inama Marco
- Ioannidis Orestis
- Isik Arda
- Ismail Azzain Mahadi Hamid
- Ismail Nizar
- Jailani Ruhi Fadzlyana
- Jang Ji Young
- Kaafarani Haytham M.
- Kalfountzos Christos
- Kalipershad Sujala Niatarika Rajsain
- Kaouras Emmanouil
- Kaplan Lewis Jay
- Kara Yasin
- Karamagioli Evika
- Karamarkovia Aleksandar
- Katsaros Ioannis
- Kavalakat Alfie J.
- Kechagias Aristotelis
- Kenig Jakub
- Kessel Boris Juli
- Khan Jim S.
- Khokha Vladimir
- Kim Jae Il
- Kirkpatrick Andrew Wallace
- Klappenbach Roberto
- Kluger Yoram
- Kobe Yoshiro
- Kok Kenneth Yuh Yen
- Kong Victor
- Korkolis Dimitris P.
- Koukoulis Georgios
- Kovacevic Bojan
- Kruger Vitor Favali
- Kryvoruchko Igor A.
- Kurihara Hayato
- Kuriyama Akira
- Landaluce-Olavarria Aitor
- Lapolla Pierfrancesco
- Leppäniemi Ari
- Licari Leo
- Lisi Giorgio
- Litvin Andrey
- Lizarazu Aintzane
- Loftus Tyler J.
- Lohse Helmut Alfredo Segovia
- Lohsiriwat Varut
- Lopes Moreira Claudia Cristina
- Lostoridis Eftychios
- Luppi Davide
- Lymperis Efstratios Kofopoulos
- Maegele Marc
- Maggiore Daniele
- Magnone Stefano
- Maier Ronald V.
- Major Piotr
- Manangi Mallikarjuna
- manetti andrea
- Mantoglu Baris
- Marafante Chiara
- Mariani Federico
- Marinis Athanasios
- Mariot Evandro Antonio Sbalcheiro
- Marseglia Gianluigi
- Marseglia Giuseppe Roberto
- Martellucci Jacopo
- Martines Gennaro
- Martino Costanza
- Mascagni Pietro
- Massalou Damien
- Massaro Maurizio
- Matías-García Belen
- Mazzarella Gennaro
- Mazzarolo Giorgio
- Melo Renato Bessa
- Mendoza-Moreno Fernando
- Meric Serhat
- Meyer Jeremy
- Miceli Luca
- Michalopoulos Nikolaos V.
- Mihai Vasilescu Alin
- Milana Flavio
- Mingoli Andrea
- Mishra Tushar S.
- Modenese Mirko
- Mohamed Musab Isam Eldin Abbas
- Mohamed Muyed
- Mohamedahmed Ali Yasen
- Mohammed Mohammed Jibreel Suliman
- Mohan Rajashekar
- Moore Ernest E.
- Morales-Garcia Dieter
- Muhrbeck MÃ¥ns
- Mulita Francesk
- Mustafa Sami Mohamed Siddig
- Muttillo Edoardo Maria
- Naimzada Mukhammad David
- Navsaria Pradeep H.
- Negoi Ionut
- Nespoli Luca
- Nguyen Christine
- Nidaw Melkamu Kibret
- Nigri Giuseppe
- Nikolopoulos Ioannis
- null null
- Ogundipe Habeeb Damilola
- Oliveri Cristina
- Olmi Stefano
- Ong Ernest Cun Wang
- Orecchia Luca
- Osipov Aleksei V.
- Othman Muhammad Faeid
- O’Connor Donal Brendan
- Pace Marco
- Pacilli Mario
- Pagani Leonardo
- Palomba Giuseppe
- Pantalone Desire’
- Panyko Arpad
- Paolillo Ciro
- Papa Mario Virgilio
- Papaconstantinou Dimitrios
- Papadoliopoulou Maria
- Papadopoulos Aristeidis
- Papis Davide
- Pararas Nikolaos
- Parreira Jose Gustavo
- Parry Neil Geordie
- Pata Francesco
- Patel Tapan
- Paterson-Brown Simon
- Pavone Giovanna
- Pecchini Francesca
- Pegoraro Veronica
- Pellino Gianluca
- Pelloni Maria
- Peloso Andrea
- Perea Del Pozo Eduardo
- Pereira Bruno Monteiro
- Pereira Rita Goncalves
- Perez Aintzane Lizarazu
- Perez Aleix Martinez
- Perra Teresa
- Perrone Gennaro
- Pesce Antonio
- Petagna Lorenzo
- Petracca Giovanni
- Pérez Silvia
- Phupong Vorapong
- Picardi Biagio
- Picciariello Arcangelo
- Piccoli Micaela
- Piccolo Daniele
- Picetti Edoardo
- Pikoulis Pikoulis Emmanouil
- Pintar Tadeja
- Pirozzolo Giovanni
- Piscioneri Francesco
- Pizzocaro Erica
- Podda Mauro
- Porcu Alberto
- Previtali Pietro
- Privitera Francesca
- Punzo Clelia
- Quaresima Silvia
- Quiodettis Martha Alexa
- Qvist Niels
- Radulescu Raluca Bievel
- Rahim Razrim
- Ramely Rosnelifaizur Bin
- Rasa Huseyin Kemal
- Reichert Martin
- Reinisch-Liese Alexander
- Renne Angela
- Riccetti Camilla
- Rodriguez-Luna Maria Rita
- Roizblatt Daniel
- Romanzi Andrea
- Romeo Luigi
- Roscio Francesco Pietro Maria
- Rosnelifaizur Ramely Bin
- Rossi Stefano
- Rubiano Andres M.
- Ruiz-Ucar Elena
- Ruta Federico
- Sakakushev Boris Evgeniev
- Salamea Juan Carlos
- Sall Ibrahima
- Samarakoon Lasitha Bhagya
- Sammartano Fabrizio
- Sanchez-Cordero Sergi
- Santoanastaso Domenico Pietro Maria
- Sartelli Massimo
- Sasia Diego
- SATO NORIO
- Savchuk Artem
- Sawyer Robert Grant
- Scaioli Giacomo
- SCHIZAS DIMITRIOS
- Sebastiani Simone
- Seeliger Barbara
- Seretis Charalampos
- Sermonesi Giacomo
- Serradilla-Martin Mario
- Shelat Vishal G.
- Shlyapnikov Sergei
- Sidiropoulos Theodoros
- Simoes Romeo Lages
- Siragusa Leandro
- Siribumrungwong Boonying
- Slavchev Mihail
- Solaini Leonardo
- soldini gabriele
- Sopuev Andrey
- Soreide Kjetil
- SOVATZIDIS APOSTOLOS
- Stahel Philip Frank
- Strickland Matt
- Sultan Mohamed Arif Hameed
- Sydorchuk Larysa
- Sydorchuk Ruslan
- Syed Syed Muhammad Ali Muhammad
- Tallon-Aguilar Luis
- Tamburini Andrea Marco
- Tamini Nicolò
- Tan Edward C. T. H.
- Tan Jih Huei
- Tarasconi Antonio
- Tartaglia Dario
- Tartaglia Giuseppe
- Tartaglia Nicola
- Taylor John Vincent
- Tebala Giovanni Domenico
- Teuben Michel
- Theodorou Alexis
- Tolonen Matti
- Tomasicchio Giovanni
- Toro Adriana
- Torre Beatrice
- Tovar Luna Agustãn.
- Triantafyllou Tania
- Trigiante Trigiante Giuseppe
- Tripepi Marzia
- Trostchansky Julio
- Tsekouras Konstantinos
- Turrado-Rodriguez Victor
- Tutino Roberta
- Uccelli Matteo
- Uchikov Petar Angelov
- Ugarte-Sierra Bakarne
- Ukkonen Mika Tapani
- V. Gustavo Miguel Machain
- Vailas Michail
- Vassiliu Panteleimon G.
- Vazquez Alain Garcia
- Vazquez Rita Galeiras
- Velmahos George
- Venturi Alessandro
- Verde Juan Ezequiel
- Verde Juan Manuel
- Veroux Massimiliano
- Viganò Jacopo
- Vilallonga Ramon
- Visconti Diego
- Vittori Alessandro
- Waledziak Maciej
- Wannatoop Tongporn
- Widmer Lukas Werner
- Wilson Michael Samuel James
- Woltz Sarah
- Wong Ting Hway
- Xenaki Sofia
- Yu Byungchul
- Yule Steven
- Zachariah Sanoop Koshy
- Zacharis Georgios
- Zaghi Claudia
- Zakaria Andee Dzulkarnaen
- Zambrano Diego A.
- Zampitis Nikolaos
- Zampogna Biagio
- Zanghì Simone
- Zantedeschi Maristella
- Zapsalis Konstantinos
- Zattoni Fabio
- Zese Monica
- Publication venue
- Publication date
- 01/01/2023
- Field of study
Background: Artificial intelligence (AI) is gaining traction in medicine and surgery. AI-based applications can offer tools to examine high-volume data to inform predictive analytics that supports complex decision-making processes. Time-sensitive trauma and emergency contexts are often challenging. The study aims to investigate trauma and emergency surgeons' knowledge and perception of using AI-based tools in clinical decision-making processes. Methods: An online survey grounded on literature regarding AI-enabled surgical decision-making aids was created by a multidisciplinary committee and endorsed by the World Society of Emergency Surgery (WSES). The survey was advertised to 917 WSES members through the society's website and Twitter profile. Results: 650 surgeons from 71 countries in five continents participated in the survey. Results depict the presence of technology enthusiasts and skeptics and surgeons' preference toward more classical decision-making aids like clinical guidelines, traditional training, and the support of their multidisciplinary colleagues. A lack of knowledge about several AI-related aspects emerges and is associated with mistrust. Discussion: The trauma and emergency surgical community is divided into those who firmly believe in the potential of AI and those who do not understand or trust AI-enabled surgical decision-making aids. Academic societies and surgical training programs should promote a foundational, working knowledge of clinical AI
Time for a paradigm shift in shared decision-making in trauma and emergency surgery? Results from an international survey
- Author
- Aapoäÿlu Recayi
- Abbott Kenneth Lyle
- Abdelmalik Abubaker
- Abebe Nebyou Seyoum
- Abu-Zidan Fikri
- Adam Yousif Abdallah Yousif
- Adamou Harissou
- Adamovich Dmitry Mikhailovich
- Agnoletti Vanni
- Agresta Ferdinando
- Agrusa Antonino
- Akin Emrah
- Al-Shehari Mohammed Mohammed
- Alessiani Mario
- Alexandrino Henrique
- Ali Syed Muhammad
- Almeida Pedro Miguel
- Altomare Michele
- Amico Francesco
- Ammendola Michele
- Andreuccetti Jacopo
- Anestiadou Elissavet
- Annicchiarico Alfredo
- Ansaloni Luca
- Antonelli Amedeo
- Aparicio-Sanchez Daniel
- Ardito Antonella
- Argenio Giulio
- Arteaga Alejandro Sanchez
- Arvieux Catherine
- Arvieux Catherine Claude
- Askevold Ingolf Harald
- Atanasov Boyko Tchavdarov
- Atanasov Boyko Tchavdarov
- Augustin Goran
- Awad Selmy Sabry
- Bacchiocchi Giulia
- Bagnoli Carlo
- Bahouth Hany
- Baili Efstratia
- Bains Lovenish
- Baiocchi Gian Luca
- Bala Miklosh
- Balaguà© Carmen
- Balalis Dimitrios
- Baldini Edoardo
- Baraket oussama
- Baral Suman
- Barone Mirko
- Barreras Jorge Arturo
- Bass Gary Alan
- Bayhan Zulfu
- Bayo Heura Llaquet
- Bellanova Giovanni
- Ben-Ishay Offir
- Bert Fabrizio
- Bianchi Valentina
- Biancuzzi Helena
- Bidoli Chiara
- Biffl Walter
- Bignell Mark Brian
- Biloslavo Alan
- Bini Roberto
- Bissacco Daniele
- Boati Paoll
- Boddaert Guillaume
- Bogdanic Branko
- Bombardini Cristina
- Bonavina Luigi
- Bonomo Luca
- Bottari Andrea
- Bouliaris Konstantinos
- Brachini Gioia
- Brillantino Antonio
- Brisinda Giuseppe
- Bulanauca Maloni Mamada
- Buonomo Luis Antonio
- Burcharth Jakob
- Buscemi Salvatore
- Butturini Giovanni
- Calabretto Francesca
- Calini Giacomo
- Calu Valentin
- Campanile Fabio Cesare
- Campo Dall’Orto Riccardo
- Campos-Serra Andrea
- Campostrini Stefano
- Capponi Michela Giulii
- Carlo Isidoro-D. I.
- Carvas Joao Miguel
- Cascella Marco
- Catena Fausto
- Celentano Valerio
- Centonze Danilo Corrado
- Ceresoli Marco
- Chatzipetris Dimitrios
- Chessa Antonella
- Chiarello Maria Michela
- Chirica Mircea
- Chooklin Serge
- Chouliaras Christos
- Chowdhury Sharfuddin
- Cianci Pasquale
- Cillara Nicola
- Cimbanassi Stefania
- Cioffi Stefano Piero Bernardo
- Cobianchi Lorenzo
- Colak Elif
- Colãis-Ruiz Enrique
- Conti Luigi
- Coppola Alessandro
- Costa Silvia Dantas
- Cozza Valerio
- Curro’ Giuseppe
- Dabekaussen Kirsten Felicia Ann-Sophie Aimee
- Dal Mas Francesca
- Damaskos Dimitrios
- Das Koray
- Davies Richard Justin
- de Almeida Filipe Ramalho
- de Beaux Andrew Charles
- De Lebrusant Fernandez Sara Patricia
- De Luca Alessandro
- de Sa Tiago Correia
- De Simone Belinda
- De Stefano Francesca
- Degrate Luca
- del Pozo Eduardo Perea
- Demetrashvili Zaza
- Demetriades Andreas Kyriacou
- Denicolai Stefano
- Detanac Dzemail Smail
- Dezi Agnese
- Di Buono Giuseppe
- Di Lascio Pierpaolo
- Di Martino Marcello
- Di Saverio Salomone
- Diaconescu Bogdan
- Diaz Jose J.
- Dibra Rigers
- Dimitrov Evgeni Nikolaev
- Dinuzzi Vincenza Paola
- Dios-Barbeito Sandra
- Diyani Jehangir Farman Ali
- Dogjani Agron
- Domanin Maurizio
- D’acapito Fabrizio
- D’Ambrosio Giancarlo
- D’Oria Mario
- East Barbora
- Ekelund Mikael
- Ekwen Gerald Takem
- Elbaih Adel Hamed
- Elhadi Muhammed
- Enninghorst Natalie
- Ernisova Mairam
- Escalera-Antezana Juan Pablo
- Esposito Giuseppe
- Esposito Sofia
- Estaire-Gãmez Mercedes
- Farã Camilla Nikita
- Farre Roser
- Farre Silvia Pãrez
- Favi Francesco
- Ferrario di Tor Vajana Antonjacopo
- Ferrario Luca
- Filisetti Claudia
- Fleres Francesco
- Fonseca Vinicius Cordeiro
- Forero-Torres Alexander
- Forfori Francesco
- Fortuna Laura
- Fradelos Evangelos
- Fraga Gustavo P.
- Fransvea Pietro
- Frassini Simone
- Frazzetta Giuseppe
- Frigerio Isabella
- Frountzas Maximos
- Fugazzola Paola
- Gachabayov Mahir
- Galeiras Rita
- Garcãa Belen Matãas
- Garcia Vazquez Alain
- Garcia Edgar Fernando Hernandez
- Gargarella Simone
- Garzali Ibrahim Umar
- Ghannam Wagih Mommtaz
- Ghazi Faiz Najmuddin
- Gillman Lawrence Marshall
- Gioco Rossella
- Giordano Alessio
- Giordano Luca
- Giove Carlo
- Giraudo Giorgio
- Giuffrida Mario
- Gois Emanuel
- Gomes Carlos Augusto
- Gomes Felipe Couto
- Gonsaga Ricardo Alessandro Teixeira
- Gonsaga Ricardo Alessandro Teixeira
- Gonullu Emre
- Gonzãlez Barranquero Alberto
- Goosen Jacques
- Goranovic Tatjana
- Gracia-Roman Raquel
- Graziano Giorgio Maria Paolo
- Griffiths Ewen Alexander
- Guagni Tommaso
- Hadzhiev Dimitar Bozhidarov
- Haidar Muad Gamil
- Hamid Hytham K. S.
- Hardcastle Timothy Craig
- Hayati Firdaus
- Healey Andrew James
- Hecker Andreas
- Hecker Matthias
- hodonou Adrien Montcho
- huaman Eduardo cancio
- Huerta Martin
- Ibrahim Aini Fahriza
- Ibrahim Basil Mohamed Salabeldin
- Ietto Giuseppe
- Inama Marco
- Ioannidis Orestis
- Isik Arda
- Ismail Azzain Mahadi Hamid
- Ismail Nizar
- Jailani RUHI Fadzlyana
- Jang Ji Young
- Kaafarani Haytham M.
- Kalfountzos Christos
- Kalipershad Sujala Niatarika Rajsain
- Kaouras Emmanouil
- Kaplan Lewis Jay
- Kara Yasin
- Karamagioli Evika
- Karamarkovia Aleksandar
- Katsaros Ioannis
- Kavalakat Alfie J.
- Kechagias Aristotelis
- Kenig Jakub
- Kessel Boris Juli
- Khan Jim S.
- Khokha Vladimir
- Kim Jae Il
- Kirkpatrick Andrew Wallace
- Klappenbach Roberto
- Kobe Yoshiro
- Kok Kenneth Yuh Yen
- Kong Victor
- Korkolis Dimitris P.
- Koukoulis Georgios
- Kovacevic Bojan
- Kruger Vitor Favali
- Kryvoruchko Igor A.
- Kurihara Hayato
- Kuriyama Akira
- Landaluce-Olavarria Aitor
- Lapolla Pierfrancesco
- Licari Leo
- Lisi Giorgio
- Litvin Andrey
- Lizarazu Aintzane
- Loftus Tyler J.
- Lohse Helmut Alfredo Segovia
- Lohsiriwat Varut
- Lostoridis Eftychios
- Luna Agustãn Tovar
- Luppi Davide
- Lymperis Efstratios Kofopoulos
- Maegele Marc
- Maggiore Daniele
- Magnone Stefano
- Maier Ronald V.
- Maier Ronald V.
- Major Piotr
- Manangi Mallikarjuna
- manetti andrea
- Mantoglu Baris
- Marafante Chiara
- Mariani Federico
- Marinis Athanasios
- Mariot EvandroAntonio Sbalcheiro
- Marseglia Giuseppe Roberto
- Martãnez-Pãrez Aleix
- Martellucci Jacopo
- Martines Gennaro
- Martino Costanza
- Mascagni Pietro
- Massalou Damien
- Massaro Maurizio
- Matãas-Garcãa Belãn
- Mazzarella Gennaro
- Mazzarolo Giorgio
- Melo Renato Bessa
- Mendoza-Moreno Fernando
- Meric Serhat
- Meyer Jeremy
- Miceli Luca
- Michalopoulos Nikolaos V.
- Mihai Vasilescu Alin
- Milana Flavio
- Mingoli Andrea
- Mishra Tushar S.
- Mohamed Musab Isam Eldin Abbas
- Mohamed Muyed
- Mohamedahmed Ali Yasen
- Mohammed Mohammed Jibreel Suliman
- Mohan Rajashekar
- Moore Ernest E.
- Morales-Garcia Dieter
- Moreira Claudia Cristina Lopes
- Muhrbeck Mãns
- Mulita Francesk
- Munoz-Cruzado Virginia Duran
- Mustafa Sami Mohamed Siddig
- Muttillo Edoardo Maria
- Naimzada Mukhammad David
- Navsaria Pradeep H.
- Negoi Ionut
- Nespoli Luca
- Nguyen Christine
- Nidaw Melkamu Kibret
- Nigri Giuseppe
- Nikolopoulos Ioannis
- null null
- Ogundipe Habeeb Damilola
- Oliveri Cristina
- Olmi Stefano
- Ong Ernest Cun Wang
- Orecchia Luca
- Osipov Aleksei V.
- Othman Muhammad Faeid
- O’Connor Donal Brendan
- Pace Marco
- Pacilli Mario
- Pagani Leonardo
- Palomba Giuseppe
- Pantalone Desire’
- Panyko Arpad
- Paolillo Ciro
- Papa Mario Virgilio
- Papaconstantinou Dimitrios
- Papadoliopoulou Maria
- Papadopoulos Aristeidis
- Papis Davide
- Pararas Nikolaos
- Parreira Jose Gustavo
- Parry Neil Geordie
- Pata Francesco
- Patel Tapan
- Paterson-Brown Simon
- Pattacini Gianmaria Casoni
- Pavone Giovanna
- Pecchini Francesca
- Pegoraro Veronica
- Pellino Gianluca
- Pelloni Maria
- Peloso Andrea
- Pereira Bruno Monteiro
- Pereira Rita Goncalves
- perez Aintzane Lizarazu
- Perez Aleix Martinez
- Perra Teresa
- Perrone Gennaro
- Pesce Antonio
- Petagna Lorenzo
- Petracca Giovanni
- Phupong Vorapong
- Picardi Biagio
- Picciariello Arcangelo
- Piccoli Micaela
- Piccolo Daniele
- Picetti Edoardo
- Pikoulis Pikoulis Emmanouil
- Pintar Tadeja
- Pirozzolo Giovanni
- Piscioneri Francesco
- Pizzocaro Erica
- Podda Mauro
- Porcu Alberto
- Previtali Pietro
- Privitera Francesca
- Punzo Clelia
- Quaresima Silvia
- Quiodettis Martha Alexa
- Qvist Niels
- Radulescu Raluca Bievel
- Rahim Razrim
- Ramely Rosnelifaizur Bin
- Rasa Huseyin Kemal
- Reichert Martin
- Reinisch-Liese Alexander
- Reitano Elisa
- Renne Angela
- Riccetti Camilla
- Rodriguez-Luna Maria Rita
- Roizblatt Daniel
- Romanzi Andrea
- Romeo Luigi
- Roscio Francesco Pietro Maria
- Rosnelifaizur Ramely Bin
- Rossi Stefano
- Rubiano Andres M.
- Ruiz-Úcar Elena
- Ruta Federico
- Sakakushev Boris Evgeniev
- Salamea Juan Carlos
- Sall Ibrahima
- Samarakoon Lasitha Bhagya
- Sammartano Fabrizio
- Sanchez-Cordero Sergi
- Santoanastaso Domenico Pietro Maria
- Sasia Diego
- Sato Norio
- Savchuk Artem
- Sawyer Robert Grant
- Scaioli Giacomo
- Schizas Dimitrios
- Sebastiani Simone
- Seeliger Barbara
- Seretis Charalampos
- Sermonesi Giacomo
- Serradilla-Martin Mario
- Shelat Vishal G.
- Shlyapnikov Sergei
- Sidiropoulos Theodoros
- Simoes Romeo Lages
- Siragusa Leandro
- Siribumrungwong Boonying
- Slavchev Mihail
- Solaini Leonardo
- soldini gabriele
- Sopuev Andrey
- Soreide Kjetil
- Sovatzidis Apostolos
- Stahel Philip Frank
- Strickland Matt
- Sultan Mohamed Arif Hameed
- Sydorchuk Larysa
- Sydorchuk Ruslan
- Syed Ali Muhammad
- Syed Syed Muhammad Ali Muhammad
- Tallon-Aguilar Luis
- Tamburini Andrea Marco
- Tamini Nicolò
- Tan Edward C. T. H.
- Tan Jih Huei
- Tarasconi Antonio
- Tartaglia Dario
- Tartaglia Giuseppe
- Tartaglia Nicola
- Taylor John Vincent
- Tebala Giovanni Domenico
- Teuben Michel
- Theodorou Alexis
- Tolonen Matti
- Tomasicchio Giovanni
- Toro Adriana
- Torre Beatrice
- Triantafyllou Tania
- Trigiante Trigiante Giuseppe
- Tripepi Marzia
- Trostchansky Julio
- Tsekouras Konstantinos
- Turrado-Rodriguez Victor
- Tutino Roberta
- Uccelli Matteo
- Uchikov Petar Angelov
- Ugarte-Sierra Bakarne
- Ukkonen Mika Tapani
- V. Gustavo Miguel Machain
- Vailas Michail
- Vassiliu Panteleimon G.
- Vazquez Alain Garcia
- Vazquez Rita Galeiras
- Venturi Alessandro
- Verde Juan Ezequiel
- Verde Juan Manuel
- Veroux Massimiliano
- Viganò Jacopo
- Vilallonga Ramon
- Visconti Diego
- Vittori Alessandro
- Waledziak Maciej
- Wannatoop Tongporn
- Widmer Lukas Werner
- Wilson Michael Samuel James
- Woltz Sarah
- Wong Ting Hway
- Xenaki Sofia
- Yu Byungchul
- Yule Steven
- Zachariah Sanoop Koshy
- Zacharis Georgios
- Zaghi Claudia
- Zakaria Andee Dzulkarnaen
- Zambrano Diego A.
- Zampitis Nikolaos
- Zampogna Biagio
- Zanghã Simone
- Zantedeschi Maristella
- Zapsalis Konstantinos
- Zattoni Fabio
- Zese Monica
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/2023
- Field of study
Background
Shared decision-making (SDM) between clinicians and patients is one of the pillars of the modern patient-centric philosophy of care. This study aims to explore SDM in the discipline of trauma and emergency surgery, investigating its interpretation as well as the barriers and facilitators for its implementation among surgeons.
Methods
Grounding on the literature on the topics of the understanding, barriers, and facilitators of SDM in trauma and emergency surgery, a survey was created by a multidisciplinary committee and endorsed by the World Society of Emergency Surgery (WSES). The survey was sent to all 917 WSES members, advertised through the society’s website, and shared on the society’s Twitter profile.
Results
A total of 650 trauma and emergency surgeons from 71 countries in five continents participated in the initiative. Less than half of the surgeons understood SDM, and 30% still saw the value in exclusively engaging multidisciplinary provider teams without involving the patient. Several barriers to effectively partnering with the patient in the decision-making process were identified, such as the lack of time and the need to concentrate on making medical teams work smoothly.
Discussion
Our investigation underlines how only a minority of trauma and emergency surgeons understand SDM, and perhaps, the value of SDM is not fully accepted in trauma and emergency situations. The inclusion of SDM practices in clinical guidelines may represent the most feasible and advocated solutions
Correction: Surgeons’ perspectives on artificial intelligence to support clinical decision-making in trauma and emergency contexts: results from an international survey
- Author
- Abbott Kenneth Lyle
- Abdelmalik Abubaker
- Abebe Nebyou Seyoum
- Abu-Zidan Fikri
- Adam Yousif Abdallah Yousif
- Adamou Harissou
- Adamovich Dmitry Mikhailovich
- Agnoletti Vanni
- Agresta Ferdinando
- Agrusa antonino
- Akin Emrah
- Al-Shehari Mohammed Mohammed
- Alessiani Mario
- Alexandrino Henrique
- Ali Syed Muhammad
- Almeida Pedro Miguel
- Altomare Michele
- Amico Francesco
- Ammendola Michele
- Andreuccetti Jacopo
- Anestiadou Elissavet
- Angelos Peter
- Annicchiarico Alfredo
- Ansaloni Luca
- Antonelli Amedeo
- Aparicio-Sanchez Daniel
- Ardito antonella
- Argenio Giulio
- Arteaga Alejandro Sanchez
- Arvieux Catherine Claude
- Askevold Ingolf Harald
- Atanasov Boyko Tchavdarov
- Augustin Goran
- Awad Selmy Sabry
- Bacchiocchi Giulia
- Bagnoli Carlo
- Bahouth Hany
- Baili Efstratia
- Bains Lovenish
- Baiocchi Gian Luca
- Bala Miklosh
- Balagué Carmen
- Balalis Dimitrios
- Balch Jeremy
- Baldini Edoardo
- Baraket oussama
- Baral Suman
- Barone Mirko
- Barranquero Alberto Gonzãlez
- Barreras Jorge Arturo
- Bass Gary Alan
- Bayhan Zulfu
- Bayo Heura Llaquet
- Bellanova Giovanni
- Ben-Ishay Offir
- Bert Fabrizio
- Bianchi Valentina
- Biancuzzi Helena
- Bidoli Chiara
- Biffl Walter
- Bignell Mark Brian
- Biloslavo Alan
- Bini Roberto
- Boati Paolo
- Boddaert Guillaume
- Bogdanic Branko
- Bombardini Cristina
- Bonavina Luigi
- Bonomo Luca
- Bottari Andrea
- Bouliaris Konstantinos
- Brachini Gioia
- Brillantino Antonio
- Brisinda Giuseppe
- Bulanauca Maloni Mamada
- Buonomo Luis Antonio
- Burcharth Jakob
- Buscemi Salvatore
- Butturini Giovanni
- Calabretto Francesca
- Calini Giacomo
- Calu Valentin
- Campanile Fabio Cesare
- Campo Dall′Orto Riccardo
- Campos-Serra Andrea
- Campostrini Stefano
- Capoglu Recayi
- Carvas Joao Miguel
- Cascella Marco
- Casoni Pattacini Gianmaria
- Catena Fausto
- Celentano Valerio
- Centonze Danilo Corrado
- Ceresoli Marco
- Chatzipetris Dimitrios
- Chessa Antonella
- Chiarello Maria Michela
- Chirica Mircea
- Chooklin Serge
- Chouliaras Christos
- Chowdhury Sharfuddin
- Cianci Pasquale
- Cillara Nicola
- Cimbanassi Stefania
- Cioffi Stefano Piero Bernardo
- Cobianchi Lorenzo
- Coccolini Federico
- Colak Elif
- Colás Ruiz Enrique
- Conti Luigi
- Coppola Alessandro
- Cordeiro Fonseca Vinicius
- Correia De Sa Tiago
- Cozza Valerio
- Curro’ Giuseppe
- Dabekaussen Kirsten Felicia Ann-Sophie Aimee
- Dal Mas Francesca
- Damaskos Dimitrios
- Dantas Costa Silvia
- Das Koray
- Davies Richard Justin
- de Almeida Filipe Ramalho
- De Beaux Andrew Charles
- De Lebrusant Fernandez Sara Patricia
- De Luca Alessandro
- De Simone Belinda
- De Stefano Francesca
- Degrate Luca
- Demetrashvili Zaza
- Demetriades Andreas Kyriacou
- Denicolai Stefano
- Detanac Dzemail Smail
- Dezi Agnese
- Di Buono Giuseppe
- Di Carlo Isidoro
- Di Lascio Pierpaolo
- Di Martino Marcello
- Di Saverio Salomone
- Diaconescu Bogdan
- Diaz Jose J.
- Dibra Rigers
- Dimitrov Evgeni Nikolaev
- Dinuzzi Vincenza Paola
- Dios-Barbeito Sandra
- Diyani Jehangir Farman Ali
- Dogjani Agron
- Domanin Maurizio
- Duran Munoz-Cruzado Virginia
- D’Acapito Fabrizio
- D’Ambrosio Giancarlo
- D’Oria Mario
- East Barbora
- Ekelund Mikael
- Ekwen Gerald Takem
- Elbaih Adel Hamed
- Elhadi Muhammed
- Enninghorst Natalie
- Ernisova Mairam
- Escalera-Antezana Juan Pablo
- Esposito Giuseppe
- Esposito Sofia
- Estaire Mercedes
- Farè Camilla Nikita
- Farre Roser
- Favi Francesco
- Ferrario di Tor Vajana Antonjacopo
- Ferrario Luca
- Filisetti Claudia
- Fleres Francesco
- Forero-Torres Alexander
- Forfori Francesco
- Fortuna Laura
- Fradelos Evangelos
- Fraga Gustavo P.
- Fransvea Pietro
- Frassini Simone
- Frazzetta Giuseppe
- Frigerio Isabella
- Frountzas Maximos
- Fugazzola Paola
- Gachabayov Mahir
- Galeiras Rita
- Garcia Vazquez Alain A.
- Gargarella Simone
- Garzali Ibrahim Umar
- Ghannam Wagih Mommtaz
- Ghazi Faiz Najmuddin
- Gillman Lawrence Marshall
- Gioco Rossella
- Giordano Alessio
- Giordano Luca
- Giove Carlo
- Giraudo Giorgio
- Giuffrida Mario
- Giulii Capponi Michela
- Gois Emanuel
- Gomes Carlos Augusto
- Gomes Felipe Couto
- Gonsaga Ricardo Alessandro Teixeira
- Gonsaga Ricardo Alessandro Teixeira
- Gonullu Emre
- Goosen Jacques
- Goranovic Tatjana
- Gracia-Roman Raquel
- Graziano Giorgio Maria Paolo
- Griffiths Ewen Alexander
- Guagni Tommaso
- Hadzhiev Dimitar Bozhidarov
- Haidar Muad Gamil
- Hamid Hytham K. S.
- Hardcastle Timothy Craig
- Hayati Firdaus
- Healey Andrew James
- Hecker Andreas
- Hecker Matthias
- Hernandez Garcia Edgar Fernando
- Hodonou Adrien Montcho
- Huaman Eduardo Cancio
- Huerta Martin
- Ibrahim Aini Fahriza
- Ibrahim Basil Mohamed Salabeldin
- Ietto Giuseppe
- Inama Marco
- Ioannidis Orestis
- Isik Arda
- Ismail Azzain Mahadi Hamid
- Ismail Nizar
- Jailani Ruhi Fadzlyana
- Jang Ji Young
- Kaafarani Haytham M.
- Kalfountzos Christos
- Kalipershad Sujala Niatarika Rajsain
- Kaouras Emmanouil
- Kaplan Lewis Jay
- Kara Yasin
- Karamagioli Evika
- Karamarkovia Aleksandar
- Katsaros Ioannis
- Kavalakat Alfie J.
- Kechagias Aristotelis
- Kenig Jakub
- Kessel Boris Juli
- Khan Jim S.
- Khokha Vladimir
- Kim Jae Il
- Kirkpatrick Andrew Wallace
- Klappenbach Roberto
- Kluger Yoram
- Kobe Yoshiro
- Kok Kenneth Yuh Yen
- Kong Victor
- Korkolis Dimitris P.
- Koukoulis Georgios
- Kovacevic Bojan
- Kruger Vitor Favali
- Kryvoruchko Igor A.
- Kurihara Hayato
- Kuriyama Akira
- Landaluce-Olavarria Aitor
- Lapolla Pierfrancesco
- Leppäniemi Ari
- Licari Leo
- Lisi Giorgio
- Litvin Andrey
- Lizarazu Aintzane
- Loftus Tyler J.
- Lohse Helmut Alfredo Segovia
- Lohsiriwat Varut
- Lopes Moreira Claudia Cristina
- Lostoridis Eftychios
- Luppi Davide
- Lymperis Efstratios Kofopoulos
- Maegele Marc
- Maggiore Daniele
- Magnone Stefano
- Maier Ronald V.
- Major Piotr
- Manangi Mallikarjuna
- manetti andrea
- Mantoglu Baris
- Marafante Chiara
- Mariani Federico
- Marinis Athanasios
- Mariot Evandro Antonio Sbalcheiro
- Marseglia Gianluigi
- Marseglia Giuseppe Roberto
- Martellucci Jacopo
- Martines Gennaro
- Martino Costanza
- Mascagni Pietro
- Massalou Damien
- Massaro Maurizio
- Matías-García Belen
- Mazzarella Gennaro
- Mazzarolo Giorgio
- Melo Renato Bessa
- Mendoza-Moreno Fernando
- Meric Serhat
- Meyer Jeremy
- Miceli Luca
- Michalopoulos Nikolaos V.
- Mihai Vasilescu Alin
- Milana Flavio
- Mingoli Andrea
- Mishra Tushar S.
- Modenese Mirko
- Mohamed Musab Isam Eldin Abbas
- Mohamed Muyed
- Mohamedahmed Ali Yasen
- Mohammed Mohammed Jibreel Suliman
- Mohan Rajashekar
- Moore Ernest E.
- Morales-Garcia Dieter
- Muhrbeck MÃ¥ns
- Mulita Francesk
- Mustafa Sami Mohamed Siddig
- Muttillo Edoardo Maria
- Naimzada Mukhammad David
- Navsaria Pradeep H.
- Negoi Ionut
- Nespoli Luca
- Nguyen Christine
- Nidaw Melkamu Kibret
- Nigri Giuseppe
- Nikolopoulos Ioannis
- null null
- Ogundipe Habeeb Damilola
- Oliveri Cristina
- Olmi Stefano
- Ong Ernest Cun Wang
- Orecchia Luca
- Osipov Aleksei V.
- Othman Muhammad Faeid
- O’Connor Donal Brendan
- Pace Marco
- Pacilli Mario
- Pagani Leonardo
- Palomba Giuseppe
- Pantalone Desire’
- Panyko Arpad
- Paolillo Ciro
- Papa Mario Virgilio
- Papaconstantinou Dimitrios
- Papadoliopoulou Maria
- Papadopoulos Aristeidis
- Papis Davide
- Pararas Nikolaos
- Parreira Jose Gustavo
- Parry Neil Geordie
- Pata Francesco
- Patel Tapan
- Paterson-Brown Simon
- Pavone Giovanna
- Pecchini Francesca
- Pegoraro Veronica
- Pellino Gianluca
- Pelloni Maria
- Peloso Andrea
- Perea Del Pozo Eduardo
- Pereira Bruno Monteiro
- Pereira Rita Goncalves
- Perez Aintzane Lizarazu
- Perez Aleix Martinez
- Perra Teresa
- Perrone Gennaro
- Pesce Antonio
- Petagna Lorenzo
- Petracca Giovanni
- Pérez Silvia
- Phupong Vorapong
- Picardi Biagio
- Picciariello Arcangelo
- Piccoli Micaela
- Piccolo Daniele
- Picetti Edoardo
- Pikoulis Pikoulis Emmanouil
- Pintar Tadeja
- Pirozzolo Giovanni
- Piscioneri Francesco
- Pizzocaro Erica
- Podda Mauro
- Porcu Alberto
- Previtali Pietro
- Privitera Francesca
- Punzo Clelia
- Quaresima Silvia
- Quiodettis Martha Alexa
- Qvist Niels
- Radulescu Raluca Bievel
- Rahim Razrim
- Ramely Rosnelifaizur Bin
- Rasa Huseyin Kemal
- Reichert Martin
- Reinisch-Liese Alexander
- Renne Angela
- Riccetti Camilla
- Rodriguez-Luna Maria Rita
- Roizblatt Daniel
- Romanzi Andrea
- Romeo Luigi
- Roscio Francesco Pietro Maria
- Rosnelifaizur Ramely Bin
- Rossi Stefano
- Rubiano Andres M.
- Ruiz-Ucar Elena
- Ruta Federico
- Sakakushev Boris Evgeniev
- Salamea Juan Carlos
- Sall Ibrahima
- Samarakoon Lasitha Bhagya
- Sammartano Fabrizio
- Sanchez-Cordero Sergi
- Santoanastaso Domenico Pietro Maria
- Sartelli Massimo
- Sasia Diego
- SATO NORIO
- Savchuk Artem
- Sawyer Robert Grant
- Scaioli Giacomo
- SCHIZAS DIMITRIOS
- Sebastiani Simone
- Seeliger Barbara
- Seretis Charalampos
- Sermonesi Giacomo
- Serradilla-Martin Mario
- Shelat Vishal G.
- Shlyapnikov Sergei
- Sidiropoulos Theodoros
- Simoes Romeo Lages
- Siragusa Leandro
- Siribumrungwong Boonying
- Slavchev Mihail
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- soldini gabriele
- Sopuev Andrey
- Soreide Kjetil
- SOVATZIDIS APOSTOLOS
- Stahel Philip Frank
- Strickland Matt
- Sultan Mohamed Arif Hameed
- Sydorchuk Larysa
- Sydorchuk Ruslan
- Syed Syed Muhammad Ali Muhammad
- Tallon-Aguilar Luis
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- V. Gustavo Miguel Machain
- Vailas Michail
- Vassiliu Panteleimon G.
- Vazquez Alain Garcia
- Vazquez Rita Galeiras
- Velmahos George
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- Zacharis Georgios
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- Zambrano Diego A.
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- Zantedeschi Maristella
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- Zattoni Fabio
- Zese Monica
- Publication venue
- Publication date
- 01/01/2023
- Field of study
Liver injury in hospitalized patients with COVID-19: An International observational cohort study
- Author
- Abby Hurd
- Abdulrahman Al-Fares
- Abhijit Duggal
- Abigail Beane
- Adam Hall
- Adam Nowinski
- Adhikari Neill K. J.
- Adrian Streinu-Cercel
- Adrien Auvet
- Adrien Lemaignen
- Adrienne Chan
- Agnès Meybeck
- Agnès Sommet
- Agostinho Monteiro
- Ahmad Afiq Ramli
- Ahmad Kashfi Haji Ab Rahman
- Ahmed Farooq
- Aidan Burrell
- Ailbhe Hayes
- Aine McCarthy
- Aisling Gavin
- Aisling Murphy
- Akram Zaaqoq
- Al-Awwab Dabaliz
- Al-Fares Abdulrahman
- Alan Hartman
- Alasdair Nazerali-Maitland
- Albert Groenendijk
- Albert Sotto
- Alberto Uribe
- Alberto Zanella
- Albertus Beishuizen
- Aldo Rafael
- Aldric Manuel
- Alejandro Martín-Quiros
- Aleksander Rygh Holten
- Aleksandr Beljantsev
- Alessandra Notari
- Alex Nagrebetsky
- Alexa Debard
- Alexander Daniel Cornet
- Alexander J. Mentzer
- Alexander King
- Alexandra Bedossa
- Alexandra Coelho
- Alexandra Sperry
- Alexandre Ducancelle
- Alexandre Gaymard
- Alexandre Hoctin
- Alexandros Cavayas
- Ali Ait Hssain
- Ali Hachemi
- Alicia Gonzalez
- Alif Adlan Mohd Thabit
- Aline-Marie Florence
- Alison M. Meynert
- Alistair Nichol
- Allison McGeer
- Alpha Diallo
- Alphonsine Diouf
- Amal Abrous
- Amanda Corley
- Amanda Palacios
- Amanda Rojek
- Amandine Gagneux-Brunon
- Amar Bhatt
- Amélie Valran
- Ami Stuart
- Amina Meziane
- Amirul Asyraf
- Amna Faheem
- Amy Lester-Grant
- Amy Stone
- Ana Chora Sousa
- Ana da Silva Filipe
- Ana Freitas Ribeiro
- Ana Isabel de Pinho Oliveira
- Ana L Rios
- Ana Martins
- Ana Motos
- Ana Raquel Maia
- Anant Kataria
- Anatoliy Gavrylov
- Anca Streinu-Cercel
- Anders Tveita
- Andra-Maris Post
- Andrea Angheben
- Andrea Cortegiani
- Andrea Dell’Amore
- Andrea Kelly
- Andrea Rossanese
- Andrea Villoldo
- Andreas Lind
- Andrew Acker
- Andrew Dagens
- Andrew Hershey
- Andrew Law
- Andrew Udy
- Andrey Svistunov
- André Cabie
- André Roberto
- Andriy Bal
- Angela Alberti
- 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-Hélène Boivin
- Anne-Sophie Boureau
- Anne-Sophie Resseguier
- Annelies Verbon
- Annemarie B. Docherty
- Annmarie O Callaghan
- Annmarie O’Callaghan
- Ansley Hamer
- Anthony L. Loschner
- Anthony Lemeur
- Anthony Nghi
- Antoine Cheret
- Antoine Khalil
- Antoine Kimmoun
- Antoine Merckx
- Anton Prinssen
- Antoni Torres
- Antonia Ho
- Antonio Arcadipane
- Antonio Pesenti
- António Mesquita
- Aquiles Henriquez
- Ardiyan Apriyana
- Arfan Ikram
- Argin G
- Arianne Joy Corpuz
- Arie Zainul Fatoni
- Arnaud Scherpereel
- Arsène Kpangon
- Arthur Garan
- Ary Serpa Neto
- Asad Usman
- Asfia Sultana
- Asgar Rishu
- Asim Rana
- Asma Moin
- Audrey Barrelet
- Aurélie Papadopoulos
- Aurélie Veislinger
- Aurélie Wiedemann
- Aurore Bousquet
- Axelle Braconnier
- Azlan Mat Soom
- Bailey Cassandra
- Bairbre McNicholas
- Bambang Pujo Semedi
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- Baruch Joaquin
- Basri Mat Nor
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- Beatrice Alex
- Beatriz Amorim Beltrão
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- Benedict Sim Lim Heng
- Benigno Ferreira
- Benjamin Bach
- Benjamin Lefèvre
- Benjamin Smood
- Benjamine Sarton
- Benoit Visseaux
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- Benoît Thill
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- Calvin Wong
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- Catherine Blier
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- Catherine Chirouze
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- Pavan Kumar Vecham
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- Su Hwan Lee
- Subbarao Elapavaluru
- Sudhir Krishnan
- Sue Smith
- Suhaila Abdul Wahab
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- Suresh Kumar Chidambaram
- Surya Otto Wijaya
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- Susanne Dudman
- Sushil Khanal
- Suvintheran Thangavelu
- Suzanne Bennett
- Suzette Willems
- Syamin Asyraf Shahidan
- Sybille Bevilcaqua
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- Sylvie Behilill
- Sylvie LeGac
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- Sylvie Van Der Werf
- Synne Jenum
- Sze Kye Teoh
- Taccone Fabio Silvio
- Tae Song
- Tahira Jamal Mohamed
- Takako Akimoto
- Taku Tanaka
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- Tan Pei Wen
- Tarek Elshazly
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- Teck Fung Wong
- Teresa Lawrence
- Terese Hammond
- Tharmini Ravi
- Thavamany Kaleesvran
- Théo Trioux
- 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
- Timothy M. Uyeki
- Ting Soo Chow
- Tiphaine Goulenok
- Tirupakuzhi Vijayaraghavan Bharath Kumar
- Tjard Schermer
- Todd C. Lee
- Tom Drake
- Tom Fletcher
- Tom Solomon
- Toni Duculan
- Tony Trapani
- Toshiki Yokoyama
- Triona Downer
- Tristan Gigante
- Trude Steinsvik
- Tze Vee Soh
- Tze Yuan Tee
- Vadim Tieroshyn
- Valentine Campana
- Valentine Piquard
- Valeria Balan
- Valérie Gaborieau
- Valérie Garrait
- Valérie Gissot
- Valla Sahraei
- Vanessa Sancho-Shimizu
- Vanina Meysonnier
- Ventzislava Petrov-Sanchez
- Vera Irawany
- Véronique Lemee
- Vicente Souza-Dantas
- Victor Fomin
- Victoria Manda
- Victoria Shaw
- Vincent Dinot
- Vincent Dubee
- Vincent Enouf
- Vincent Langlois
- Vincent Le Moing
- Vincent Peigne
- Vincent Pestre
- Vincent Thibault
- Vinothini Krishnan
- Virginie Williams
- Vladislav Mihnovit
- Waasila Jassat
- Walter Picard
- Wei Han Hoh
- Wei Shen Lim
- Wendy S. Barclay
- William A. Paxton
- William Dechert
- William Greenhalf
- Wilna Oosthuyzen
- Wim Dieperink
- Xavier Duval
- 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
- Younes Ait Tamlihat
- Younes Kerroumi
- Yun Sii Ing
- Yuri Kida
- Yusing Gu
- Yves Levy
- Zhang Duan Tham
- Zul Amali Che Kamaruddin
- Zulfiqar Sandhu
- Publication venue
- PUBLIC LIBRARY SCIENCE
- Publication date
- 01/10/2023
- Field of study
Background: Using a large dataset, we evaluated prevalence and severity of alterations in liver enzymes in COVID-19 and association with patient-centred outcomes.MethodsWe included hospitalized patients with confirmed or suspected SARS-CoV-2 infection from the International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) database. Key exposure was baseline liver enzymes (AST, ALT, bilirubin). Patients were assigned Liver Injury Classification score based on 3 components of enzymes at admission: Normal; Stage I) Liver injury: any component between 1-3x upper limit of normal (ULN); Stage II) Severe liver injury: any component & GE;3x ULN. Outcomes were hospital mortality, utilization of selected resources, complications, and durations of hospital and ICU stay. Analyses used logistic regression with associations expressed as adjusted odds ratios (OR) with 95% confidence intervals (CI).ResultsOf 17,531 included patients, 46.2% (8099) and 8.2% (1430) of patients had stage 1 and 2 liver injury respectively. Compared to normal, stages 1 and 2 were associated with higher odds of mortality (OR 1.53 [1.37-1.71]; OR 2.50 [2.10-2.96]), ICU admission (OR 1.63 [1.48-1.79]; OR 1.90 [1.62-2.23]), and invasive mechanical ventilation (OR 1.43 [1.27-1.70]; OR 1.95 (1.55-2.45). Stages 1 and 2 were also associated with higher odds of developing sepsis (OR 1.38 [1.27-1.50]; OR 1.46 [1.25-1.70]), acute kidney injury (OR 1.13 [1.00-1.27]; OR 1.59 [1.32-1.91]), and acute respiratory distress syndrome (OR 1.38 [1.22-1.55]; OR 1.80 [1.49-2.17]).ConclusionsLiver enzyme abnormalities are common among COVID-19 patients and associated with worse outcomes
The value of open-source clinical science in pandemic response: lessons from ISARIC
- Author
- Aasiyah Rashan
- Aasmine Kaur
- Abdulrahman Al-Fares
- Abhijit Duggal
- Adam Betz
- Adam Hall
- Adam Nowinski
- Adrian Ceccato
- Adrian Streinu-Cercel
- Adrian Tey
- Adrien Auvet
- Adrien Lemaignen
- Adrienne Chan
- Agamemnon Bakakos
- Agn??s Meybeck
- Agn??s Sommet
- Agnieszka Oldakowska
- Agostinho Monteiro
- Ahmad Afiq Ramli
- Ahmad Kashfi Haji Ab Rahman
- Ahmed Farooq
- Aidan Burrell
- Ailbhe Cullen
- Ailbhe Hayes
- Aine McCarthy
- Aine McElroy
- Aisha Kalsoom Mufti
- Aisling Gavin
- Aisling Murphy
- Aisling Murphy
- Akram Zaaqoq
- Al-Awwab Dabaliz
- Alan Hartman
- Alasdair Nazerali-Maitland
- Albert Groenendijk
- Alberto Cucino
- Alberto Sotto
- Alberto Uribe
- Alberto Zanella
- Albertus Beishuizen
- Aldo Rafael
- Aldric Manuel
- Alejandro Martin-Quiros
- Aleksander Rygh Holten
- Aleksandr Beljantsev
- Alessandra Martinelli
- Alessandra Notari
- Alex Browne
- Alex Nagrebetsky
- Alexa Debard
- Alexander Daniel Cornet
- Alexander J. Mentzer
- Alexander King
- Alexander Zoufaly
- Alexandra Bedossa
- Alexandra Coelho
- Alexandra Sperry
- Alexandre Ducancelle
- Alexandre Gaymard
- Alexandre Hoctin
- Alexandros Cavayas
- Ali Abbas
- Ali Ait Hssain
- Ali Hachemi
- Ali Liaquat
- Ali Raza
- Ali Rehan
- Alice Bogaarts
- Alicia Gonzalez
- Alif Adlan Mohd Thabit
- Alina Kalicinska
- Alison M. Meynert
- Alistair Nichol
- Allison McGeer
- Alpha Diallo
- Alphonsine Diouf
- AM Udara Lakshan Attanyake
- Am??lie Valran
- Amanda Corley
- Amanda Palacios
- Amanda Rojek
- Amandine Gagneux-Brunon
- Amar Bhatt
- Ami Stuart
- Amina Meziane
- Amirul Asyraf
- Amna Faheem
- Amy Lester-Grant
- Amy Stone
- Ana Aroca
- Ana Catarino
- Ana Chora Sousa
- Ana da Silva Filipe
- Ana Freitas Ribeiro
- Ana Isabel de Pinho Oliveira
- Ana L Rios
- Ana Luiza Valle
- Ana Marques
- Ana Martins
- Ana Motos
- Ana Raquel Maia
- Anant Kataria
- Anatoliy Gavrylov
- Anca Streinu-Cercel
- Anders Benjamin Kildal
- Anders Tveita
- Andr?? Cabie
- Andr?? Dias
- Andr?? Roberto
- Andr??s Orquera
- Andra-Maris Post
- Andre Real
- Andrea Angheben
- Andrea Cortegiani
- Andrea Dell'Amore
- Andrea Kelly
- Andrea Rossanese
- Andrea Villoldo
- Andreas Lind
- Andrew Acker
- Andrew Dagens
- Andrew Hershey
- Andrew Udy
- Andrey A Svistunov
- Andriy Bal
- Andy Dong
- Andy Law
- Aneela Altaf
- Angel Asensio
- Angel Sanchez-Miralles
- Anika Atique
- Anilawati Mat Jelani
- Anissa Chair
- Anja Grosse Lordemann
- Anjellica Chen
- Anna Beltrame
- Anna Ciullo
- Anna Greti Everding
- Anna Jung
- Anne Conrad
- Anne Guillaumot
- Anne Margarita Dyrhol-Riise
- Anne McCarthy
- Anne Opavsky
- Anne-H??l??ne Boivin
- Anne-Marie Guerguerian
- Anne-Sophie Boureau
- Anne-Sophie Resseguier
- Annelies Verbon
- Annemarie B. Docherty
- Annmarie O'Callaghan
- Ansley Hamer
- Ant??nio Mesquita
- Anthony Gordon
- Anthony L. Loschner
- Anthony Lemeur
- Anthony Nghi
- Antoine Cheret
- Antoine Khalil
- Antoine Kimmoun
- Antoine Merckx
- Anton Prinssen
- Antoni Torres
- Antonia Ho
- Antonio Arcadipane
- Antonio Lalueza
- Antonio Loforte
- Antonio Pesenti
- Anuraj Shankar
- Aoife Driscoll
- Aoife Kelly
- Aquiles Henriquez
- Arabella Fahy
- Ardiyan Apriyana
- Arianne Joy Corpuz
- Arie Zainul Fatoni
- Arjen M Dondorp
- Arnaud Scherpereel
- Ars??ne Kpangon
- Arsalan Rahutullah
- Arshad Taqi
- Arthur Garan
- Ary Serpa Neto
- Asad Usman
- Asami Ito
- Asfia Sultana
- Asgar Rishu
- Ashok Kumar
- Asim Rana
- Asma Moin
- Astarini Hidayah
- Atif Siddiqui
- Attaur Rehman
- Audrey Barrelet
- Aur??lie Papadopoulos
- Aur??lie Veislinger
- Aur??lie Wiedemann
- Aurelius Bonfasius
- Aurore Bousquet
- Axelle Braconnier
- Azlan Mat Soom
- Azrina Ralib
- B. P. Sanka Ruwan Sri Darshana
- B??n??dicte Lefebvre
- B??n??dicte Rossignol
- Bailey Cassandra
- Bairbre McNicholas
- Bambang Pujo Semedi
- Barbara Wanjiru Citarella
- Basanta Gauli
- Basri Mat Nor
- Beatrice Alex
- Beatriz Amorim Beltr??o
- Ben Morton
- Benedict Sim Lim Heng
- Benigno Ferreira
- Benjamin Bach
- Benjamin Lefevre
- Benjamin Smood
- Benjamine Sarton
- Beno??t Roze
- Beno??t Thill
- Benoit Visseaux
- Bernard Cholley
- Bernardo Neves
- Bernhard Roessler
- Bertrand Dussol
- Bharath Kumar Tirupakuzhi Vijayaraghavan
- Bianca Boxma
- Bianca DeBenedictis
- Biing Horng Lee
- Bipin Karki
- Birgitte Stiksrud
- Blake Mergler
- Blandine Rammaert
- Bouchra Loufti
- Brenda Molloy
- Brenda Reeve
- Brian Marsh
- Brigid Flynn
- Brigitte Elharrar
- Briseida Parra
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- Bruno Pastene
- Bruno Sarmento Banheiro
- Bryan Whelan
- Budha Charan Singh
- C??cile Goujard
- C??cile Mear-Passard
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- C??dric Joseph
- C??dric Laou??nan
- C??line Dorival
- C??line Ficko
- C??line Michelanglei
- C??sar Vieira
- Caitriona Cody
- Calvin Wong
- Cameron J. Fairfield
- Camile Bouisse
- Camille Couffignal
- Caren Friedrich
- Carine Roy
- Carla Eira
- Carlo Giaquinto
- Carlos Alexandre Antunes de Brito
- Carlos Lumbreras Bermejo
- Carlos M. Luna
- Carlos Pimentel
- Carmen Infante Dominguez
- Carola Pierobon
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- Chloe Donohue
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- Christel Arnold-Day
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- Christiana Kartsonaki
- Christl A. Donnelly
- Christophe Fraser
- Christophe Rapp
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- Dafsah Juzar
- Dag Henrik Reikvam
- Daisuke Kasugai
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- Derbrenn OConnor
- Desy Rusmawatiningtyas
- Detlef Kindgen-Milles
- Devachandran Jayakumar
- Devika Dixit
- Dewi Guellec
- Diana Adri??o
- Diana P??voas
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- Diane Ponscarme
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- Diego Bastos
- Diego de Mendoza
- Diego Fernando Bautista Rincon
- Diego Franch-Llasat
- Diego Rolando Morocho Tutillo
- Dimitra Melia Myrodia
- Dinesh Kuriakose
- Diogo Borges
- Diogo Lopes
- Diptesh Aryal
- Djura Piersma
- Domenico Luca Grieco
- Dominic So
- Dominique Deplanque
- Dominique Luton
- Dori-Ann Martin
- Dorothea Rosenberger
- Dorothy Breen
- Doug Robb
- Dounia Bouhmani
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- Dr Marianne Fraher
- Dubravka Supic
- Duc Nguyen
- Duong Bich Thuy
- Dyah Kanyawati
- Dzawani Muhamad
- Ebenezer Rabindrarajan
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- Filipe Cardoso
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- Fiona Griffiths
- Fionnuala O Brien
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- Fivzia Herekar
- Fl??vio Marino
- Florence Jego
- Florent Peelman
- Florentia Kaguelidou
- Fr??d??rick D???Aragon
- Fran??ois Angoulvant
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- Fran??ois Goehringer
- Fran??ois Lamontagne
- Fran??ois Lellouche
- Fran??ois Martin Carrier
- Fran??ois T??oul??
- Fran??ois-Xavier Catherine
- Fran??ois-Xavier Ferrand
- Fran??ois-Xavier Lescure
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- Frank Manetta
- Frank Olav Pettersen
- Fredrik Muller
- Gabriel Macheda
- Gabriel Suen
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- Gail Carson
- Galyna Kutsyna
- Gamage Dona Dilanthi Priyadarshani
- Gan Ee Xian
- Ganesh Kumar
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- Gayle Carney
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- Gezy Giwangkancana
- Ghulam Rasheed
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- Gianluigi Li Bassi
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- Giri Shan Rajahram
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- Giuseppe Foti
- Gloria Crowl
- Gr??gory Corvaisier
- Graham S. Cooke
- Grainne HigginsOKeeffe
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- Gregory Purcell
- Gretchen Lemmink
- Gry Kloumann Bekken
- Gugapriyaa Muyandy
- Guillame Louis
- Guillaume Lingas
- Guillaume Martin-Blondel
- Guillermo Giordano
- Guillermo Maestro de la Calle
- Guylaine Castor-Alexandre
- Gwena??l Le Moal
- Gwenha??l Colin
- Gyan Sandhu
- H M Upulee Pabasara
- H??l??ne Esperou
- H??l??ne Salvator
- Ha Sha Lene
- Haixia Shi
- Hajnal-Gabriela Illes
- Hanan Fateena
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- Hem Paneru
- Heng Gee Lee
- Henk Vanoverschelde
- Henrique Mateus Fernandes
- Henry Castrill??n
- Hernando Torres-Zevallos
- Herv?? Le Nagard
- Hiba Zayyad
- Hikombo Hitoto
- Himed Musaab
- Hiroaki Hiraiwa
- Hiroaki Shimizu
- Hiroyuki Tanaka
- Hiu Jian Chua
- Hodane Yonis
- Hoi Ping Shum
- Holger Neb
- Hon Shen Png
- Hongru Ren
- Hubert Tessier-Grenier
- Huda Alfoudri
- Huda Taqdees
- Hugo In??cio
- Hugo Miranda-Maldonado
- Hugo Mouquet
- Hugues Aumaitre
- Hugues Cordel
- Hussain Tanveer
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- Hwa Jin Cho
- Iam Claire E. Sarmiento
- Ida Carroll
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- Ikram Houas
- Ilka Engelmann
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- Imrana Khalid
- In??s Carqueja
- Indrek R??tsep
- Ingrid G. Bustos
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- Issrah Jawad
- Ithan D. Peltan
- Ivo Castro
- J Kevin Baird
- J. Kenneth Baillie
- J. Perren Cobb
- J??r??me Dimet
- J??r??mie Guedj
- J??r??mie Pasquier
- Jack Song Chia
- Jacky Y. Suen
- Jacobien Ellerbroek
- Jade Ghosn
- Jae Burm Kim
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- Jean Christophe Lucet
- Jean Foley
- Jean-Beno??t Arlet
- Jean-Charles Gagnard
- Jean-Charles Preiser
- Jean-Christophe Goffard
- Jean-Daniel Lelievre
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- Jean-Fran??ois Timsit
- Jean-Luc Diehl
- Jean-Marc Chapplain
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- Jimmy Mullaert
- Jin Yi Goh
- Jo Dalton
- Jo??o Alves
- Jo??o Cam
- Jo??o Estev??o
- Jo??o Martins
- Jo??o Melo Alves
- Jo??o Oliveira
- Jo??o Teixeira
- Joan G??mez-Junyent
- Joana Ferr??o
- Joanne Downey
- Joao Joao Mendes
- Joaqu??n Baruch
- Jodat Saleem
- Jodat Saleem
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- Johannes Gebauer
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- John F. Fraser
- John G. Laffey
- John Marshall
- Johnny McKeown
- Jolanta Popielska
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- Jonathan Crump
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- Jonathan Samuel Ch??vez I??iguez
- Jordan Zhien Yang Toh
- Jordi Rello
- Jordi Riera
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- Jorge Fernandes
- Jorge Paulos
- Jos?? Casimiro
- Jos?? Ernesto Vidal
- Jos?? Luis Bernal Sobrino
- Jos?? Miguel Cisneros Herreros
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- Jose I Nunez
- Jose M. Mandei
- Jose Pedro Cidade
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- Kalynn Kennon
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- Lars Heggelund
- Lars S. Maier
- Laur??ne Azemar
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- Lysa Tagherset
- M Azhari Taufik
- M??lanie Roriz
- M??rio Ferraz
- Ma??der Pagadoy
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- Madiha Hashmi
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- Maggie Mechlin
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- Malcolm G. Semple
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- Mamoru Komatsu
- Mangala Narasimhan
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- Manuel Rosa-Calatrava
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- Marco Giani
- Mare Pejkovska
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- Maria Joao Silva
- Maria Lawrensia Tampubolon
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- Maria Ryan
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- Masaki Yamazaki
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- No??mie Tissot
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- Noelia Garc??a Barrio
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- Rog??rio Silva
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- Ruth N. Jorge Garc??a
- Ryadh Pokeerbux
- Ryan Kennedy
- Ryan Khoo
- Ryan S. Thwaites
- Ryuzo Abe
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- S??lvia Ferreira
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- Shaikh Sharjeel
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- Sharma Keshav
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- Sheharyar Ashraf
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- 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
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- Simon Forsyth
- Simon-Djamel Thiberville
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- Sobia Masood
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- Sudhir Krishnan
- Sue Smith
- Suhaila Abdul Wahab
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- 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
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
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- 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
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- Aryal Diptesh
- Asaki Motohiro
- Asensio Angel
- Ashley Elizabeth
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- Asyraf Amirul
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- Lemmink Gretchen
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- Lennon Jenny
- Leone Marc
- Leone Michela
- Lepiller Quentin
- Lescure François-Xavier
- Lesens Olivier
- Lesouhaitier Mathieu
- Lester-Grant Amy
- Levy Bruno
- Levy Yves
- Levy-Marchal Claire
- Lewandowska Katarzyna
- León Rafael
- Li Bassi Gianluigi
- Liang Janet
- Liaquat Ali
- Liegeon Geoffrey
- Lim Kah Chuan
- Lim Wei Shen
- Lima Chantre
- Lina Bruno
- Lina Lim
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- Lissauer Samantha
- Liu Keibun
- Livrozet Marine
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- Lolong Navy
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- Lopez-Colon Dalia
- Loschner Anthony L.
- Loubet Paul
- Loufti Bouchra
- Louis Guillame
- Lourenco Silvia
- Lovelace-Macon Lara
- Low Lee Lee
- Lowik Marije
- Loy Jia Shyi
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- Lumbreras Bermejo Carlos
- Luna Carlos M.
- Lungu Olguta
- Luong Liem
- Luque Nestor
- Luton Dominique
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- Lyons Ruth
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- Mahieu Rafael
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- Maillet Mylène
- Maitre Thomas
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- Mandei Jose M.
- Mandelbrot Laurent
- Manetta Frank
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- McElroy Aine
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- N Namra
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- Nekliudov Nikita A.
- Nelwan Erni
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- O Brien Fionnuala
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- Oh Tak-Hyuk
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- Oldakowska Agnieszka
- Oliveira João
- Oliveira Larissa
- Olliaro Piero L.
- Ong David S. Y.
- Ong Jee Yan
- Oosthuyzen Wilna
- Opavsky Anne
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- Orozco-Chamorro Claudia Milena
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- Oziol Eric
- 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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- Pereira Rui
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- Povoa Pedro
- Powis Jeff
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- Preiser Jean-Charles
- Prinssen Anton
- Pritchard Mark G.
- Priyadarshani Gamage Dona Dilanthi
- Proença Lucia
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- Quirós González V. ctor
- Quist-Paulsen Else
- Quraishi Mohammed
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- Rainieri Fernando
- Rajahram Giri Shan
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- Rana Asim
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- Rashan Aasiyah
- Rashan Thalha
- Rasheed Ghulam
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- Ravi Tharmini
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- Redl Sarah
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- Rehan Ali
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- Riera Jordi
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- Rishu Asgar
- Rispal Patrick
- Risso Karine
- Rivera Nuñez Maria Angelica
- Rizer Nicholas
- Robb Doug
- Robba Chiara
- Roberto André
- Roberts Stephanie
- Robertson David L.
- Robineau Olivier
- Roche-Campo Ferran
- Rodari Paola
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- Rodriguez Abreu Julia
- Roessler Bernhard
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- Roriz M. lanie
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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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- Scott-Brown James
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- Seitz Tamara
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- Shiekh Mohiuddin
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- Sri Darshana B. P. Sanka Ruwan
- Sriskandan Shiranee
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- Steinsvik Trude
- Stienstra Ymkje
- Stiksrud Birgitte
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- 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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- Burrell Aidan
- Bustos Ingrid G.
- Butnaru Denis
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- Callaghan Annmarie O
- Callahan Mia
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- Cooke Graham S.
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- Daniel Corinne
- Dankwa Emmanuelle A
- Dantas Jorge
- Darshana B. P. Sanka Ruwan Sri
- de Brito Carlos Alexandre Antunes
- de Castro Maisa Guimarães
- de Jong Menno
- de Loughry Gillian
- de Mendoza Diego
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- de Silva Thushan
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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
- Donohue Chloe
- Donohue Sean
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- Fairfield Cameron J.
- Fakar Zul
- Falher Georges Le
- Faria Pedro
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- Fernandes Jorge
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- Finlayson William
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- Foster Denise
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- Fourn Erwan
- Fowler Robert A.
- Fraher Marianne
- Franch-Llasat Diego
- Fraser Christophe
- Fraser John F
- Freire Marcela Vieira
- Friedrich Caren
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- Fry Stéphanie
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- G Argin
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- Gamble Carrol
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- ghisulal praveen kumar
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- Graf Jeronimo
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- Grasselli Giacomo
- Green Christopher A.
- Greene Courtney
- Greenhalf William
- Greffe Segolène
- Greve Frank van Someren
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- Gu Yusing
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- Habraken Hannah
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- Hall Matthew
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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
- Harrison Samuel Bernard Ekow
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- Hough Catherine L.
- Houltham Stuart
- Hssain Ali Ait
- Hsu Jimmy Ming-Yang
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- Huo Stella
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- Ikram M. Arfan
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- Inácio Hugo
- Ing Yun Sii
- Iñiguez Jonathan Samuel Chávez
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- Jaworsky Denise
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- Jimenez Juan Fernado Masa
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- Kamarudin Nadiah
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- Kandel Chris
- Kang Kong Yeow
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- Karsies Todd
- Kartsonaki Christiana
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- Kasugai Daisuke
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- Kay Christy
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- Keating Seán
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- Kennon Kalynn
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- Kernan Maeve
- Kerroumi Younes
- 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
- Kida Yuri
- Kiiza Peter
- Kildal Anders Benjamin
- 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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- L'Her Erwan
- Lachatre Marie
- Lacoste Marie
- Laffey John G.
- Lafhej Nadhem
- Lagrange Marie
- Laine Fabrice
- Lairez Olivier
- Lambert Marc
- Lamontagne François
- Langelot-Richard Marie
- Langlois Vincent
- Lantang Eka Yudha
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- Laribi Samira
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- Lawrence Cassie
- Lawrence Teresa
- Le Minh
- Leal Ema
- Leathlobhair Niamh Ni
- Lee Biing Horng
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- Lee Jennifer
- Lee Su Hwan
- Lee Todd C.
- Lee Yi Lin
- Leeming Gary
- Lefebvre Bénédicte
- Lefebvre Laurent
- Lefèvre Benjamin
- LeGac Sylvie
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- Lellouche François
- Lemaignen Adrien
- Lemee Véronique
- Lemeur Anthony
- Lemmink Gretchen
- Lene Ha Sha
- Lennon Jenny
- Leone Marc
- Leone Michela
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- Lesens Olivier
- Lesouhaitier Mathieu
- Lester-Grant Amy
- Letizia Andrew
- Letrou Sophie
- Levy Bruno
- Levy Yves
- Levy-Marchal Claire
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- Liang Janet
- Liegeon Geoffrey
- Lim Kah Chuan
- Lim Wei Shen
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- Lina Bruno
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- Liu Keibun
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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
- Luong Liem
- Luque Nestor
- Luton Dominique
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- Mahieu Rafael
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- Maia Ana Raquel
- Maier Lars S.
- Maillet Mylène
- Maitre Thomas
- Majori Maria
- Malaque Ceila Maria Sant‘Ana
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- Manda Victoria
- Mandei Jose M.
- Mandelbrot Laurent
- Manetta Frank
- Mankikian Julie
- Manning Edmund
- Manuel Aldric
- Maréchal Marion Le
- Marino Daniel
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- Marques Ana
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- Martelli Celina Turchi
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- Martin Emily
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- Martinez F. Eduardo
- Martinot Martin
- Martins Ana
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- Marzukie Marsilla
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- McDermott Sherry
- McDonald Sarah E.
- McElroy Aine
- McElwee Samuel
- McEneany Victoria
- McEvoy Natalie
- McGeer Allison
- McKay Chris
- McKeown Johnny
- McLean Kenneth A.
- McNally Paul
- McNicholas Bairbre
- McPartlan Elaine
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- Menon Kusum
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- Mentzer Alexander J.
- Mercier Emmanuelle
- Mercier Noémie
- Merckx Antoine
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- Mergler Blake
- Merson Laura
- Merson Laura
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- Mestre Soizic Le
- Meta Roberta
- Metwally Osama
- Meybeck Agnès
- Meyer Dan
- Meynert Alison M.
- Meysonnier Vanina
- Meziane Amina
- Mezidi Mehdi
- Michelanglei Céline
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- Mihelis Efstathia
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- Mohamed Nik Nur Eliza
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- Moore Shona C.
- Morlaes Louis Gerbaud
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- Muh Ng Yong
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- Müller Fredrik
- Müller Karl Erik
- Myrodia Dimitra Melia
- Nagard Hervé Le
- Nagpal Dave
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- Netten Carolien van
- Neumann Emily
- Ng Pauline Yeung
- Nghi Anthony
- Nguyen Duc
- Nichol Alistair D
- Nitayavardhana Prompak
- Nonas Stephanie
- Noordin Nurul Amani Mohd
- Nor Basri Mat
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- Norman Lisa
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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
- Oña Edwin Fernando Paredes
- Oosthuyzen Wilna
- Opavsky Anne
- Openshaw Peter
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- Oziol Eric
- Pagadoy Maïder
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- Palacios Amanda
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- Patrier Juliette
- Patrizi Laura
- 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
- Pejkovska Mare
- Pelosi Paolo
- Peltan Ithan D.
- Pereira Rui
- Perez Daniel
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- Pesenti Antonio
- Pestre Vincent
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- Petrovic Michele
- Pettersen Frank Olav
- Peytavin Gilles
- Pharand Scott
- Phonemixay Ooyanong
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- Pius Riinu
- Plantier Laurent
- Png Hon Shen
- Poissy Julien
- Pokeerbux Ryadh
- Pokorska-Spiewak Maria
- Poli Sergio
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- Ponscarme Diane
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- Ticinesi Andrea
- Tierney Paul
- Tieroshyn Vadim
- Timashev Peter S
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- Varrone Michael
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- Veeran Shaminee
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- Wahab Noor Hidayu
- Wahab Suhaila Abdul
- Wahid Nadirah Abdul
- Wainstein Marina
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- Wei Jia
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- Wen Tan Pei
- Werf Sylvie Van Der
- Wesselius Sanne
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- Wong Xin Ci
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- Xian Gan Ee
- Xian Lim Saio
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- 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
ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19
- Author
- A M Udara Lakshan Attanyake
- Aasiyah Rashan
- Aasiyah Rashan 9
- Aasmine Kaur
- Abdulrahman Al-Fares
- Abhijit Duggal
- Abi Beane 10
- Abid Khatak
- Abigail Beane
- Adam Ali
- Adam Betz
- Adam Hall
- Adam Nowinski
- Adrian Ceccato
- Adrian Streinu-Cercel
- Adrian Tey
- Adrien Auvet
- Adrien Lemaignen
- Adrienne Chan
- Aftab Imtiaz
- Agamemnon Bakakos
- Agnieszka Oldakowska
- Agnès Meybeck
- Agnès Sommet
- Agostinho Monteiro
- Ahmad Afiq Ramli
- Ahmad Kashfi Haji Ab Rahman
- Ahmed Farooq
- Aidan Burrell
- Ailbhe Cullen
- Ailbhe Hayes
- Aine McCarthy
- Aine McElroy
- Aisha Kalsoom Mufti
- Aisling Gavin
- Aisling Murphy
- Akram Zaaqoq
- Al-Awwab Dabaliz
- Alan Hartman
- Alasdair Nazerali-Maitland
- Albert Groenendijk
- Alberto Cucino
- Alberto Sotto
- Alberto Uribe
- Alberto Zanella
- Albertus Beishuizen
- Aldo Rafael
- Aldric Manuel
- Alejandro Martin-Quiros
- Aleksander Rygh Holten
- Aleksandr Beljantsev
- Alessandra Martinelli
- Alessandra Notari
- Alex Browne
- Alexa Debard
- Alexander Daniel Cornet
- Alexander J Mentzer
- Alexander King
- Alexander Zoufaly
- Alexandra Bedossa
- Alexandra Coelho
- Alexandra Sperry
- Alexandre Ducancelle
- Alexandre Gaymard
- Alexandre Hoctin
- Alexandros Cavayas
- Alfredo Antonio Chetta
- Ali Abbas
- Ali Ait Hssain
- Ali Hachemi
- Ali Liaquat
- Ali Raza
- Alice Bogaarts
- Alicia Gonzalez
- Alif Adlan Mohd Thabit
- Alina Kalicinska
- Alison M Meynert
- Alistair Nichol
- Allegra Chatterjee
- Allison McGeer
- Alpha Diallo
- Alphonsine Diouf
- Amanda Corley
- Amanda Palacios
- Amanda Rojek
- Amanda Rojek 5
- Amandine Gagneux-Brunon
- Amar Bhatt
- Ami Stuart
- Amiel A Dror
- Amin Khawaja
- Amina Meziane
- Amirul Asyraf
- Amna Faheem
- Amy Hackmann
- Amy Lester-Grant
- Amy Stone
- Amélie Valran
- Ana Aroca
- Ana Catarino
- Ana Chora Sousa
- Ana da Silva Filipe
- Ana Freitas Ribeiro
- Ana Isabel de Pinho Oliveira
- Ana L Rios
- Ana Luiza Valle
- Ana Marques
- Ana Martins
- Ana Motos
- Ana Raquel Maia
- Anais Rampello
- Anand Thakur
- Anant Kataria
- Anatoliy Gavrylov
- Anca Streinu-Cercel
- Anders Benjamin Kildal
- Anders Benteson Nygaard
- Anders Tveita
- Andra-Maris Post
- Andre Real
- Andrea Angheben
- Andrea Cortegiani
- Andrea Dell'Amore
- Andrea Dias
- Andrea Kelly
- Andrea Rossanese
- Andrea Ticinesi
- Andrea Villoldo
- Andreas Lind
- Andrew Acker
- Andrew Dagens
- Andrew Dagens 5
- Andrew Hershey
- Andrew Law
- Andrew Letizia
- Andrew Udy
- Andrey A Svistunov
- Andriy Bal
- André Cabie
- André Dias
- André Roberto
- Andrés Orquera
- Andy Dong
- Andy Law
- Aneela Altaf
- Angel Asensio
- Angel Sanchez-Miralles
- Angela Alberti
- Anika Atique
- Anilawati Mat Jelani
- Anissa Chair
- Anja Grosse Lordemann
- Anjellica Chen
- Ankana Satya
- Anna Beltrame
- Anna Ciullo
- Anna Greti Everding
- Anna Jung
- Anne Conrad
- Anne Guillaumot
- Anne Margarita Dyrhol-Riise
- Anne McCarthy
- Anne Opavsky
- Anne-Hélène Boivin
- Anne-Marie Guerguerian
- Anne-Sophie Boureau
- Anne-Sophie Resseguier
- Annelies Verbon
- Annemarie B Docherty
- Annmarie O Callaghan
- Annmarie O'Callaghan
- Ansley Hamer
- Anthony L Loschner
- Anthony Lemeur
- Anthony Nghi
- Antoine Cheret
- Antoine Khalil
- Antoine Kimmoun
- Antoine Merckx
- Anton Prinssen
- Antoni Torres
- Antonia Ho
- Antonia Ricchiuto
- Antonio Arcadipane
- Antonio Lalueza
- Antonio Loforte
- Antonio Pesenti
- António Mesquita
- Anuraj Shankar
- Aoife Driscoll
- Aoife Kelly
- Aquiles Henriquez-Trujillo
- Arabella Fahy
- Ardiyan Apriyana
- Arianne Joy Corpuz
- Arie Zainul Fatoni
- Arjen M Dondorp
- Arnaud Scherpereel
- Arne Søraas
- Arsalan Rahutullah
- Arshad Taqi
- Arsène Kpangon
- Arthur Garan
- Ary Serpa Neto
- Asad Usman
- Asami Ito
- Asfia Sultana
- Asgar Rishu
- Ashraf Sheharyar
- Asim Rana
- Asma Moin
- Astarini Hidayah
- Atif Siddiqui
- Attaur Rehman
- Audrey Barrelet
- Audrey Dubot-Pérès
- Aurelius Bonfasius
- Aurore Bousquet
- Aurélie Papadopoulos
- Aurélie Veislinger
- Aurélie Wiedemann
- Axelle Braconnier
- Ayodhia Pitaloka
- Azlan Mat Soom
- B P Sanka Ruwan Sri Darshana
- Bailey Cassandra
- Bairbre McNicholas
- Bambang Pujo Semedi
- Barbara Wanjiru Citarella
- Barbara Wanjiru Citarella 5
- Basanta Gauli
- Basri Mat Nor
- Bato Hammarström
- Beathe Kiland Granerud
- Beatrice Alex
- Beatriz Amorim Beltrão
- Ben Morton
- Benedict Sim Lim Heng
- Benigno Ferreira
- Benjamin Bach
- Benjamin Lefevre
- Benjamin Smood
- Benjamine Sarton
- Benoit Visseaux
- Benoît Roze
- Benoît Thill
- Bernard Cholley
- Bernardo Neves
- Bernhard Roessler
- Bertrand Dussol
- Bharath Kumar Tirupakuzhi Vijayaraghavan
- Bianca Boxma
- Bianca DeBenedictis
- Biing Horng Lee
- Birgitte Stiksrud
- Blake Mergler
- Blandine Rammaert
- Bouchra Loufti
- Bountoy Sibounheuang
- Brenda Molloy
- Brenda Reeve
- Brian Marsh
- Brigid Flynn
- Brigitte Elharrar
- Briseida Parra
- Bronner P Gonçalves
- Bronner P Gonçalves 5
- Bruno Levy
- Bruno Lina
- Bruno Pastene
- Bruno Sarmento Banheiro
- Bryan Whelan
- Budha Charan Singh
- Bénédicte Lefebvre
- Bénédicte Rossignol
- Caitriona Cody
- Calvin Wong
- Cameron J Fairfield
- Camile Bouisse
- Camilla Lund Søraas
- Camille Couffignal
- Caren Friedrich
- Carine Roy
- Carla Eira
- Carlo Ferrari
- Carlo Giaquinto
- Carlos Alexandre Antunes de Brito
- Carlos Lumbreras Bermejo
- Carlos M Luna
- Carlos Pimentel
- Carlotta Mutti
- Carmen Infante Dominguez
- Carola Pierobon
- Carolien van Netten
- Caroline Kosgei
- Caroline Martins Rego
- Caroline Mudara
- Caroline Semaille
- Carolline Araujo
- Carrol Gamble
- Cassidy Codan
- Cassie Lawrence
- Catarina Pires
- Catarina Silva
- Caterina Caminiti
- 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
- Cheryl Bartone
- 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
- Christiana Kartsonaki
- Christiana Kartsonaki 5
- Christl A Donnelly
- Christophe Fraser
- Christophe Rapp
- Christopher A Green
- Christy Kay
- Claire Andrejak
- Claire Foley
- Claire Kelly
- Claire Levy-Marchal
- Claire Roger
- Clara Flateau
- Clara Mouton Perrot
- Clare Jackson
- Clarice Tanaka
- Clark D Russell
- Clark D Russell 8
- Clark Owyang
- 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
- Coca Necsoi
- Coilin Smyth
- Colin McArthur
- Colin McCloskey
- Coline Jaud-Fischer
- Colleen Curran
- Conar O'Neil
- Coralie Khan
- Coralie Tardivon
- Corine Delsing
- Corinne Daniel
- Cornelius Rau
- Courtney Greene
- Craig French
- 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
- Daisuke Kasugai
- Dalia Lopez-Colon
- Damien Bouhour
- Dan Meyer
- Daniel Glikman
- Daniel Haber
- Daniel Herr
- Daniel Ivulich
- Daniel Marino
- Daniel Mathieu
- Daniel Munblit
- Daniel Perez
- Daniel Vidali Fryer 6
- Daniela Guerreiro
- Danielle Jaafar
- Danilo Buonsenso
- Danoy Chommanam
- 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 S Y Ong
- 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
- Diego Rolando Morocho Tutillo
- Dimitra Melia Myrodia
- Dinesh Kuriakose
- Diogo Borges
- Diogo Lopes
- Diptesh Aryal
- Djura Piersma
- Domenico Luca Grieco
- Dominic So
- Dominique Deplanque
- Dominique Luton
- Dori-Ann Martin
- Dorothea Rosenberger
- Dorothy Breen
- Dounia Bouhmani
- Douwe F Postma
- Dr Rajesh Mohan Shetty
- Drashti Patel
- Dubravka Supic
- Duc Nguyen
- Duong Bich Thuy
- Dwi Utomo Nusantara
- Dyah Kanyawati
- Dzawani Muhamad
- Ebenezer Rabindrarajan
- Edel Meaney
- Eder Caceres
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- Edouard Soum
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- Egle Saviciute
- Eibhilin Higgins
- Eka Airlangga
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- Elaine Conway
- Elaine Gilroy
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- Sarah E McDonald
- Sarah Isgett
- Sarah MacDonald
- Sarah Moore
- Sarah Redl
- Sarah Stabler
- Sarah Syahrin
- Sarah Tubiana
- Saye Khoo
- Scott Pharand
- Seamus Daly
- Sean Donohue
- Sebastian Vencken
- 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
- Stephen R Knight
- 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
- Syed Muneeb
- Sylvain Diamantis
- Sylvie Behilill
- Sylvie LeGac
- Sylvie Lion-Daolio
- Sylvie Van Der Werf
- Synne Jenum
- Sze Kye Teoh
- Sébastien Preau
- Sérgio Gaião
- Séverine Ansart
- Sílvia Ferreira
- T Eoin West
- 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