2 research outputs found
Influence of teacher characteristics on students' academic achievement among secondary schools
- Publication venue
- International Institute for Science, Technology & Education (IISTE)
- Publication date
- 01/01/2013
- Field of study
The purpose of this study was to establish the relationship between teacher characteristics and students' academic achievement. The study was guided by Education Production Function theory (EPF) which connects student academic achievement to teacher characteristics. The study was conducted in Nandi District, Kenya and the target population comprised of teachers of all 26 public secondary schools. The study applied a causal comparative research design. A questionnaire was used for data collection. Data was analyzed using descriptive and inferential statistical techniques. The study findings suggest that there was no significant relationship between teacher qualification and student academic achievement
At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods
- Author
- Abdukahil Sheryl Ann
- Abdulkadir Nurul Najmee
- Abe Ryuzo
- Abel Laurent
- Abreu Julia Rodriguez
- Abrous Amal
- Absil Lara
- Acker Andrew
- Adachi Shingo
- Adam Elisabeth
- Adriano Enrico
- Adrião Diana
- Ageel Saleh Al
- Ahmed Shakeel
- Aiello Marina
- Ainscough Kate
- Airlangga Eka
- Aisa Tharwat
- Akimoto Takako
- Akmal Ernita
- Al-dabbous Tala
- Al-Fares Abdulrahman
- Alalqam Razi
- Alberti Angela
- Alegesan Senthilkumar
- Alegre Cynthia
- Alessi Marta
- Alex Beatrice
- Alexandre Kévin
- Alfoudri Huda
- Ali Adam
- Ali Imran
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Alves João
- Alves João Melo
- Alves Rita
- Amaral Maria
- Amira Nur
- Ammerlaan Heidi
- Ampaw Phoebe
- Andini Roberto
- Andréjak Claire
- Angheben Andrea
- Angoulvant François
- Ansart Séverine
- Anthonidass Sivanesen
- Antonelli Massimo
- Anwar Kazi Rubayet
- Apriyana Ardiyan
- Arabi Yaseen
- Aragao Irene
- Arancibia Francisco
- Araujo Carolline
- Arcadipane Antonio
- Archambault Patrick
- Arenz Lukas
- Arlet Jean-Benoît
- Arnold-Day Christel
- Arora Lovkesh
- Arora Rakesh
- Artaud-Macari Elise
- Aryal Diptesh
- Asaki Motohiro
- Asensio Angel
- Ashley Elizabeth A.
- Ashraf Muhammad
- Assie Jean Baptiste
- Asyraf Amirul
- Atique Anika
- Attanyake AM Udara Lakshan
- Auchabie Johann
- Auger Christelle Chantalat
- Aumaitre Hugues
- Auvet Adrien
- Azemar Laurène
- Azoulay Cecile
- Bach Benjamin
- Bachelet Delphine
- Badr Claudine
- Baig Nadia
- Baillie J. Kenneth
- Baird J Kevin
- Bak Erica
- Bakakos Agamemnon
- Bakar Nazreen Abu
- Bal Andriy
- Balakrishnan Mohanaprasanth
- Balan Valeria
- Banheiro Bruno Sarmento
- Bani-Sadr Firouzé
- Barbalho Renata
- Barbosa Nicholas Yuri
- Barclay Wendy S.
- Barnett Saef Umar
- Barnikel Michaela
- Barrasa Helena
- Barrelet Audrey
- Barrigoto Cleide
- Bartoli Marie
- Baruch Joaquín
- Basmaci Romain
- Basri Muhammad Fadhli Hassin
- Bassi Gianluigi Li
- Battaglini Denise
- Bauer Jules
- Beane Abigail
- Bedossa Alexandra
- Bee Ker Hong
- Begum Husna
- Behilill Sylvie
- Beishuizen Albertus
- Bekken Gry Kloumann
- Beljantsev Aleksandr
- Bellemare David
- Beltrame Anna
- Beltrão Beatriz Amorim
- Beluze Marine
- Benech Nicolas
- Benjiman Lionel Eric
- Benkerrou Dehbia
- Bennett Suzanne
- Bento Luís
- Berdal Jan-Erik
- Berge Marcel van den
- Bergeaud Delphine
- Bergin Hazel
- Bertoli Giulia
- Bertolino Lorenzo
- Bessis Simon
- Betz Adam
- Bevilcaqua Sybille
- Bezulier Karine
- Bhatt Amar
- Bhavsar Krishna
- Bianco Claudia
- Bidin Farah Nadiah
- Bihan Clément Le
- Bisoffi Zeno
- Bissuel François
- Biston Patrick
- Bitker Laurent
- Bitton Jonathan
- Blanco-Schweizer Pablo
- Blier Catherine
- Bloos Frank
- Blot Mathieu
- Blumberg Lucille
- Boccia Filomena
- Bodenes Laetitia
- Bogaert Debby
- Boivin Anne-Hélène
- Bolaños Isabela
- Bolze Pierre-Adrien
- Bompart François
- Bonelli Patrizia
- Bonfasius Aurelius
- Borges Diogo
- Borie Raphaël
- Bosse Hans Martin
- Botelho-Nevers Elisabeth
- Bouadma Lila
- Bouchaud Olivier
- Bouchez Sabelline
- Bouhmani Dounia
- Bouhour Damien
- Bouiller Kévin
- Bouillet Laurence
- Bouisse Camile
- Bounphiengsy Thipsavanh
- Bountthasavong Latsaniphone
- Boureau Anne-Sophie
- Bourke John
- Bouscambert Maude
- Bousquet Aurore
- Bouziotis Jason
- Boxma Bianca
- Boyer-Besseyre Marielle
- Boylan Maria
- Bozza Fernando Augusto
- Braconnier Axelle
- Braga Cynthia
- Brandenburger Timo
- Brazzi Luca
- Breen Dorothy
- Breen Patrick
- Brewster David
- Brickell Kathy
- Brien Fionnuala O
- Bris Cyril Le
- Browne Alex
- Browne Shaunagh
- Brozzi Nicolas
- Brusse-Keizer Marjolein
- Buchtele Nina
- Bugaeva Polina
- Buisson Marielle
- Buonsenso Danilo
- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid G.
- Butnaru Denis
- Cabie André
- Cabral Susana
- Cabrita Joana Alves
- Caceres Eder
- Cadoz Cyril
- Callaghan Annmarie O
- Callahan Mia
- Calligy Kate
- Calvache Jose Andres
- Caminiti Caterina
- Camões João
- Campana Valentine
- Campbell Paul
- Campisi Josie
- Canepa Cecilia
- Cantero Mireia
- Caraux-Paz Pauline
- Cardellino Chiara Simona
- Cardoso Filipa
- Cardoso Filipe
- Cardoso Nelson
- Cardoso Sofia
- Carelli Simone
- Carlacci Francesca
- Carlier Nicolas
- Carmoi Thierry
- Carney Gayle
- Carqueja Inês
- Carret Marie-Christine
- Carrier François Martin
- Carroll Ida
- Carson Gail
- Carvalho Leonor
- Casanova Maire-Laure
- Cascão Mariana
- Casey Siobhan
- Casimiro José
- Cassandra Bailey
- Castanheira Nidyanara
- Castañeda Silvia
- Castor-Alexandre Guylaine
- Castro Ivo
- Catarino Ana
- Catherine François-Xavier
- Cattaneo Paolo
- Cavalin Roberta
- Cavalli Giulio Giovanni
- Cavayas Alexandros
- Cárcel Sheila
- Ceccato Adrian
- Cely Lina Morales
- Cerkovnik Shelby
- Cervantes-Gonzalez Minerva
- Chair Anissa
- Chakveatze Catherine
- Chaleunphon Bounthavy
- Chan Adrienne
- Chand Meera
- Chapplain Jean-Marc
- Charpentier Charlotte
- Chas Julie
- Chatterjee Allegra
- Chau Nguyen Van Vinh
- Chen Anjellica
- Chenard Léo
- Cheng Matthew Pellan
- Cheret Antoine
- Chetta Alfredo Antonio
- Chia Jack Song
- Chiarabini Thibault
- Chica Julian
- Chidambaram Suresh Kumar
- Chirouze Catherine
- Chiumello Davide
- Cho Hwa Jin
- Cho Sung-Min
- Choileain Orna Ni
- Cholley Bernard
- Chommanam Danoy
- Chopin Marie-Charlotte
- Chow Ting Soo
- Chow Yock Ping
- Christy Nathaniel
- Chua Hiu Jian
- Chua Jonathan
- Cidade Jose Pedro
- Citarella Barbara Wanjiru
- Citarella Barbara Wanjiru
- Ciullo Anna
- Clarke Emma
- Clarke Jennifer
- Clifton Lei
- Clohisey Sara
- Codan Cassidy
- Cody Caitriona
- Coelho Alexandra
- Coles Jennifer
- Coles Megan
- Colin Gwenhaël
- Collins Michael
- Colombo Sebastiano Maria
- Combs Pamela
- Connor Marie
- Conrad Anne
- Contreras Sofía
- Conway Elaine
- Cooke Graham S.
- Copland Mary
- Cordel Hugues
- Corley Amanda
- Cornelis Sabine
- Cornet Alexander Daniel
- Corpuz Arianne Joy
- Cortegiani Andrea
- Corvaisier Grégory
- Costigan Emma
- Couffignal Camille
- Couffin-Cadiergues Sandrine
- Courtois Roxane
- Cousse Stéphanie
- Cregan Rachel
- Cristella Cosimo
- Croonen Sabine
- Crowl Gloria
- Crump Jonathan
- Cruz Claudina
- Csete Marc
- Cullen Ailbhe
- Cummings Matthew
- Curley Ger
- Curlier Elodie
- Curran Colleen
- Curto Elena Gallego
- Custodio Paula
- D'Aragon Frédérick
- D'Orleans Charles Crepy
- D'Ortenzio Eric
- da Silva Filipe Ana
- Da Silva Fernanda Dias
- Da Silveira Charlene
- Dabaliz Al-Awwab
- Dagens Andrew
- Dahly Darren
- Dalton Heidi
- Dalton Jo
- Daly Seamus
- Damas Juliana
- Daneman Nick
- Daniel Corinne
- Dankwa Emmanuelle A
- Dantas Jorge
- Darshana B. P. Sanka Ruwan Sri
- de Brito Carlos Alexandre Antunes
- de Castro Maisa Guimarães
- de Jong Menno
- de Loughry Gillian
- de Mendoza Diego
- De Montmollin Etienne
- de Oliveira França Rafael Freitas
- de Piero Maria
- de Pinho Oliveira Ana Isabel
- De Rosa Rosanna
- De Rose Cristina
- de Silva Thushan
- de Velde Stijn Van
- de Vries Peter
- Deacon Jillian
- Dean David
- Debard Alexa
- Debray Marie-Pierre
- DeCastro Nathalie
- Dechert William
- Deconninck Lauren
- Decours Romain
- Defous Eve
- Delacroix Isabelle
- Delaveuve Eric
- Delavigne Karen
- Delfos Nathalie M.
- Deligiannis Ionna
- Dell'Amore Andrea
- Delmas Christelle
- Delobel Pierre
- Delsing Corine
- Demonchy Elisa
- Denis Emmanuelle
- Deplanque Dominique
- Depuydt Pieter
- Desai Mehul
- Descamps Diane
- Desvallées Mathilde
- Devouge Eglantine Ferrand
- Dewayanti Santi
- Dhanger Pathik
- Diallo Alpha
- Diamantis Sylvain
- Dias Andrea
- Dias André
- Diaz Juan Jose
- Diaz Priscila
- Diaz Rodrigo
- Didier Kévin
- Diehl Jean-Luc
- Dieperink Wim
- Dimet Jérôme
- Dinot Vincent
- Diop Fara
- Diouf Alphonsine
- Dishon Yael
- Djossou Félix
- Docherty Annemarie B.
- Doherty Helen
- Dominguez Carmen Infante
- Dondorp Arjen M
- Dong Andy
- Donnelly Christl A.
- Donnelly Maria
- Donohue Chloe
- Donohue Sean
- Donohue Yoann
- Doran Peter
- Dorival Céline
- Douangdala Phouvieng
- Douglas James Joshua
- Douma Renee
- Dournon Nathalie
- Dow Denisse Bazan
- Downer Triona
- Downey Joanne
- Downing Mark
- Drake Tom
- Driscoll Aoife
- Dryden Murray
- Dubee Vincent
- Dubos François
- Dubot-Pérès Audrey
- Ducancelle Alexandre
- Duculan Toni
- Dudman Susanne
- Duggal Abhijit
- Dunand Paul
- Dunning Jake
- Duplaix Mathilde
- Durante-Mangoni Emanuele
- Durham Lucian
- Dussol Bertrand
- Duthoit Juliette
- Duval Xavier
- Dyrhol-Riise Anne Margarita
- Ean Sim Choon
- Echeverria-Villalobos Marco
- Economopoulos Giorgio
- Egan Siobhan
- Eira Carla
- Elapavaluru Subbarao
- Elharrar Brigitte
- Ellerbroek Jacobien
- Eloy Philippine
- Elshazly Tarek
- Elyazar Iqbal
- Enderle Isabelle
- Endo Tomoyuki
- Eng Chan Chee
- Engelmann Ilka
- Enouf Vincent
- Epaulard Olivier
- Escher Martina
- Esperatti Mariano
- Esperou Hélène
- Esposito-Farese Marina
- Estevão João
- Etienne Manuel
- Ettalhaoui Nadia
- Everding Anna Greti
- Evers Mirjam
- Fabre Isabelle
- Fabre Marc
- Faheem Amna
- Fahy Arabella
- Fairfield Cameron J.
- Fakar Zul
- Falher Georges Le
- Faria Pedro
- Fateena Hanan
- Fatoni Arie Zainul
- Faure Karine
- Favory Raphaël
- Fayed Mohamed
- Feely Niamh
- Feeney Laura
- Feltz Machteld Van der
- Fernandes Jorge
- Fernandes Marília Andreia
- Fernandes Susana
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- Ferrari Carlo
- Ferraz Mário
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- Ferreira Bernardo
- Ferreira Isabel
- Ferreira Sílvia
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- Ferriere Nicolas
- Fevre Lucie Le
- Ficko Céline
- Figueiredo-Mello Claudia
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- Fiorda Juan
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- Flateau Clara
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- Foley Jean
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- Fonseca Tatiana
- Fontela Patricia
- Forsyth Simon
- Foster Denise
- Foti Giuseppe
- Fourn Erwan
- Fowler Robert A.
- Fraher Marianne
- Franch-Llasat Diego
- Fraser Christophe
- Fraser John F
- Freire Marcela Vieira
- Friedrich Caren
- Fritz Ricardo
- Fry Stéphanie
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- Fukuda Masahiro
- G Argin
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- Gaci Rostane
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- Gagnard Jean-Charles
- Gagneux-Brunon Amandine
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- Gandonniere Charlotte Salmon
- Gani Yasmin
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- Garcia-Diaz Julia
- Garcia-Gallo Esteban
- García Ruth N. Jorge
- Garimella Navya
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- Garot Denis
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- Goco Geraldine
- Goehringer François
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- Goh Jin Yi
- Golob Jonathan
- Gomes Rui
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- Graf Jeronimo
- Granado Rolando Claure-Del
- Grandin Edward Wilson
- Granerud Beathe Kiland
- Granier Pascal
- Grasselli Giacomo
- Green Christopher A.
- Greene Courtney
- Greenhalf William
- Greffe Segolène
- Greve Frank van Someren
- Grieco Domenico Luca
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- Griffiths Fiona
- Grigoras Ioana
- Groenendijk Albert
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- Gu Yusing
- Guedj Jérémie
- Guego Martin
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- Haber Daniel
- Habraken Hannah
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- Hall Matthew
- Halpin Sophie
- Hamer Ansley
- Hamers Raph L.
- Hamidfar Rebecca
- Hammond Naomi
- Hammond Terese
- Han Lim Yuen
- Haniffa Rashan
- Hao Kok Wei
- Hardwick Hayley
- Harrison Ewen M.
- Harrison Janet
- Harrison Samuel Bernard Ekow
- Hartman Alan
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- Hennessy Martina
- Henriquez-Trujillo Aquiles
- Hentzien Maxime
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- Hernandez-Montfort Jaime
- Herreros José Miguel Cisneros
- Hershey Andrew
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- Hidayah Astarini
- Higgins Dawn
- Higgins Eibhlin
- Higgins Rupert
- Hinchion Rita
- Hing Nicholas Yee Liang
- Hingrat Quentin Le
- Hinton Samuel
- Hiraiwa Hiroaki
- Hirkani Haider
- Hitoto Hikombo
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- Hoiting Oscar
- Holt Rebecca
- Holten Aleksander Rygh
- Holter Jan Cato
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- Horcajada Juan Pablo
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- Hoshino Kota
- Houas Ikram
- Hough Catherine L.
- Houltham Stuart
- Hssain Ali Ait
- Hsu Jimmy Ming-Yang
- Hulot Jean-Sébastien
- Humaid Felwa Bin
- Huo Stella
- Hurd Abby
- Ijaz Samreen
- Ikram M. Arfan
- Illana Carlos Cañada
- Illes Hajnal-Gabriela
- Imbert Patrick
- Inácio Hugo
- Ing Yun Sii
- Iñiguez Jonathan Samuel Chávez
- Iosifidis Elias
- Ippolito Mariachiara
- Irawany Vera
- Isgett Sarah
- Isidoro Tiago
- Ismail Nadiah
- Isnard Margaux
- Itai Junji
- Ito Asami
- Ivulich Daniel
- Jaafar Danielle
- Jaafoura Salma
- Jabot Julien
- Jackson Clare
- Jamieson Nina
- Janes Victoria
- Jaquet Pierre
- Jassat Waasila
- Jaud-Fischer Coline
- Jaureguiberry Stéphane
- Javidfar Jeffrey
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- Jelani Anilawati Mat
- Jenum Synne
- Jimbo-Sotomayor Ruth
- Jimenez Juan Fernado Masa
- Joe Ong Yiaw
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- Jung Hanna
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- Karpayah Pratap
- Karsies Todd
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- Kartsonaki Christiana
- Kasugai Daisuke
- Kataria Anant
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- Kaur Aasmine
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- Keane Hannah
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- Kerroumi Younes
- Keshav Sharma
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- Khalil Antoine
- Khan Coralie
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- Khoo Denisa
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- Knight Stephen R
- Kobbe Robin
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- Kosgei Caroline
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- Krishnan Vinothini
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- Lefebvre Laurent
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- Letizia Andrew
- Letrou Sophie
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- Lopez-Revilla Jose W.
- Lordemann Anja Grosse
- Loschner Anthony L.
- Loubet Paul
- Loufti Bouchra
- Louis Guillame
- Lourenco Silvia
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- Low Lee Lee
- Lowik Marije
- Loy Jia Shyi
- Lucet Jean Christophe
- Luna Carlos M.
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- Lyons Ruth
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- Machado Sara
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- Madiha Hashmi
- Maglietta Giuseppe
- Mahieu Rafael
- Mahy Sophie
- Maia Ana Raquel
- Maier Lars S.
- Maillet Mylène
- Maitre Thomas
- Majori Maria
- Malaque Ceila Maria Sant‘Ana
- Malfertheiner Maximilian
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- Maltez Fernando
- Malvy Denis
- Mammi Patrizia
- Manda Victoria
- Mandei Jose M.
- Mandelbrot Laurent
- Manetta Frank
- Mankikian Julie
- Manning Edmund
- Manuel Aldric
- Maréchal Marion Le
- Marino Daniel
- Marino Flávio
- Markowicz Samuel
- Marques Ana
- Marquis Catherine
- Marsh Brian
- Marshal Megan
- Marshall John
- Martelli Celina Turchi
- Martin Dori-Ann
- Martin Emily
- Martin-Blondel Guillaume
- Martin-Loeches Ignacio
- Martinez F. Eduardo
- Martinot Martin
- Martins Ana
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- Martucci Gennaro
- Martynenko Olga
- Marwali Eva Miranda
- Marzukie Marsilla
- Maslove David
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- Mathieu Daniel
- Mattei Mathieu
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- McArthur Colin
- McCanny Peter
- McCarthy Aine
- McCarthy Anne
- McCloskey Colin
- McConnochie Rachael
- McDermott Sherry
- McDonald Sarah E.
- McElroy Aine
- McElwee Samuel
- McEneany Victoria
- McEvoy Natalie
- McGeer Allison
- McKay Chris
- McKeown Johnny
- McLean Kenneth A.
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- McPartlan Elaine
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- Varrone Michael
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- Veeran Shaminee
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- Wahab Suhaila Abdul
- Wahid Nadirah Abdul
- Wainstein Marina
- Webb Steve
- Wei Jia
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- Wen Tan Pei
- Werf Sylvie Van Der
- Wesselius Sanne
- West T. Eoin
- Wham Murray
- Whelan Bryan
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- Wiedemann Aurélie
- Wijaya Surya Otto
- Wille Keith
- Willems Sue
- Williams Patricia J
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- Willigen Hugo Van
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- Wong Xin Ci
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- Wright Natalie
- Xian Gan Ee
- Xian Lim Saio
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- Xynogalas Ioannis
- Yacoub Sophie
- Yakop Siti Rohani Binti Mohd
- Yamazaki Masaki
- Yarad Elizabeth
- Yazdanpanah Yazdan
- Yelnik Cécile
- Yeoh Chian Hui
- Yerkovich Stephanie
- Yiaye Touxiong
- Yiu Ng Wing
- Yokoyama Toshiki
- Yonis Hodane
- Yousif Obada
- Yuliarto Saptadi
- Zaaqoq Akram
- Zabbe Marion
- Zabert Gustavo E
- Zacharowski Kai
- Zahid Masliza
- Zahran Maram
- Zaidan Nor Zaila Binti
- Zambon Maria
- Zambrano Miguel
- Zanella Alberto
- Zawadka Konrad
- Zaynah Nurul
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- Publication date
- 16/07/2024
- Field of study
By September 2022, more than 600 million cases of SARS-CoV-2 infection have been reported globally, resulting in over 6.5 million deaths. COVID-19 mortality risk estimators are often, however, developed with small unrepresentative samples and with methodological limitations. It is highly important to develop predictive tools for pulmonary embolism (PE) in COVID-19 patients as one of the most severe preventable complications of COVID-19. Early recognition can help provide life-saving targeted anti-coagulation therapy right at admission. Using a dataset of more than 800,000 COVID-19 patients from an international cohort, we propose a cost-sensitive gradient-boosted machine learning model that predicts occurrence of PE and death at admission. Logistic regression, Cox proportional hazards models, and Shapley values were used to identify key predictors for PE and death. Our prediction model had a test AUROC of 75.9% and 74.2%, and sensitivities of 67.5% and 72.7% for PE and all-cause mortality respectively on a highly diverse and held-out test set. The PE prediction model was also evaluated on patients in UK and Spain separately with test results of 74.5% AUROC, 63.5% sensitivity and 78.9% AUROC, 95.7% sensitivity. Age, sex, region of admission, comorbidities (chronic cardiac and pulmonary disease, dementia, diabetes, hypertension, cancer, obesity, smoking), and symptoms (any, confusion, chest pain, fatigue, headache, fever, muscle or joint pain, shortness of breath) were the most important clinical predictors at admission. Age, overall presence of symptoms, shortness of breath, and hypertension were found to be key predictors for PE using our extreme gradient boosted model. This analysis based on the, until now, largest global dataset for this set of problems can inform hospital prioritisation policy and guide long term clinical research and decision-making for COVID-19 patients globally. Our machine learning model developed from an international cohort can serve to better regulate hospital risk prioritisation of at-risk patients