1 research outputs found
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 S.A
- Abdulkadir N.N
- Abe R
- Abel L
- Abreu J.R
- Abrous A
- Absil L
- Acker A
- Adachi S
- Adam E
- Adriano E
- AdriĂŁo D
- Ageel S.A
- Ahmed S
- Aiello M
- Ainscough K
- Airlangga E
- Aisa T
- Akimoto T
- Akmal E
- Al-dabbous T
- Al-Fares A
- Alalqam R
- Alberti A
- Alegesan S
- Alegre C
- Alessi M
- Alex B
- Alexandre K
- Alfoudri H
- Ali A
- Ali I
- Alidjnou K.E
- Aliudin J
- Alkhafajee Q
- Allavena C
- Allou N
- Alves J
- Alves J.M
- Alves R
- Amaral M
- Amira N
- Ammerlaan H
- Ampaw P
- Andini R
- Andréjak C
- Angheben A
- Angoulvant F
- Ansart S
- Anthonidass S
- Antonelli M
- Anwar K.R
- Apriyana A
- Arabi Y
- Aragao I
- Arancibia F
- Araujo C
- Arcadipane A
- Archambault P
- Arenz L
- Arlet J.-B
- Arnold-Day C
- Arora L
- Arora R
- Artaud-Macari E
- Aryal D
- Asaki M
- Asensio A
- Ashley E.A
- Ashraf M
- Assie J.B
- Asyraf A
- Atique A
- Attanyake A.M.U.L
- Auchabie J
- Auger C.C
- Aumaitre H
- Auvet A
- Azemar L
- Azoulay C
- Bach B
- Bachelet D
- Badr C
- Baig N
- Baillie J.K
- Baird J.K
- Bak E
- Bakakos A
- Bakar N.A
- Bal A
- Balakrishnan M
- Balan V
- Banheiro B.S
- Bani-Sadr F
- Barbalho R
- Barbosa N.Y
- Barclay W.S
- Barnett S.U
- Barnikel M
- Barrasa H
- Barrelet A
- Barrigoto C
- Bartoli M
- Baruch J
- Basmaci R
- Basri M.F.H
- Bassi G.L
- Battaglini D
- Bauer J
- Beane A
- Bedossa A
- Bee K.H
- Begum H
- Behilill S
- Beishuizen A
- Bekken G.K
- Beljantsev A
- Bellemare D
- Beltrame A
- BeltrĂŁo B.A
- Beluze M
- Benech N
- Benjiman L.E
- Benkerrou D
- Bennett S
- Bento L
- Berdal J.-E
- Berge M.V.D
- Bergeaud D
- Bergin H
- Bertoli G
- Bertolino L
- Bessis S
- Betz A
- Bevilcaqua S
- Bezulier K
- Bhatt A
- Bhavsar K
- Bianco C
- Bidin F.N
- Bihan C.L
- Bisoffi Z
- Bissuel F
- Biston P
- Bitker L
- Bitton J
- Blanco-Schweizer P
- Blier C
- Bloos F
- Blot M
- Blumberg L
- Boccia F
- Bodenes L
- Bogaert D
- Boivin A.-H
- Bolaños I
- Bolze P.-A
- Bompart F
- Bonelli P
- Bonfasius A
- Borges D
- Borie R
- Bosse H.M
- Botelho-Nevers E
- Bouadma L
- Bouchaud O
- Bouchez S
- Bouhmani D
- Bouhour D
- Bouiller K
- Bouillet L
- Bouisse C
- Bounphiengsy T
- Bountthasavong L
- Boureau A.-S
- Bourke J
- Bouscambert M
- Bousquet A
- Bouziotis J
- Boxma B
- Boyer-Besseyre M
- Boylan M
- Bozza F.A
- Braconnier A
- Braga C
- Brandenburger T
- Brazzi L
- Breen D
- Breen P
- Brewster D
- Brickell K
- Brien F.O
- Bris C.L
- Browne A
- Browne S
- Brozzi N
- Brusse-Keizer M
- Buchtele N
- Bugaeva P
- Buisson M
- Buonsenso D
- Burhan E
- Burrell A
- Bustos I.G
- Butnaru D
- Cabie A
- Cabral S
- Cabrita J.A
- Caceres E
- Cadoz C
- Callaghan A.O
- Callahan M
- Calligy K
- Calvache J.A
- Caminiti C
- Campana V
- Campbell P
- Campisi J
- Camões J
- Canepa C
- Cantero M
- Caraux-Paz P
- Cardellino C.S
- Cardoso F
- Cardoso F
- Cardoso N
- Cardoso S
- Carelli S
- Carlacci F
- Carlier N
- Carmoi T
- Carney G
- Carqueja I
- Carret M.-C
- Carrier F.M
- Carroll I
- Carson G
- Carvalho L
- Casanova M.-L
- CascĂŁo M
- Casey S
- Casimiro J
- Cassandra B
- Castanheira N
- Castañeda S
- Castor-Alexandre G
- Castro I
- Catarino A
- Catherine F.-X
- Cattaneo P
- Cavalin R
- Cavalli G.G
- Cavayas A
- Ceccato A
- Cely L.M
- Cerkovnik S
- Cervantes-Gonzalez M
- Chair A
- Chakveatze C
- Chaleunphon B
- Chan A
- Chand M
- Chapplain J.-M
- Charpentier C
- Chas J
- Chatterjee A
- Chau N.V.V
- Chen A
- Chenard L
- Cheng M.P
- Cheret A
- Chetta A.A
- Chia J.S
- Chiarabini T
- Chica J
- Chidambaram S.K
- Chirouze C
- Chiumello D
- Cho H.J
- Cho S.-M
- Choileain O.N
- Cholley B
- Chommanam D
- Chopin M.-C
- Chow T.S
- Chow Y.P
- Christy N
- Chua H.J
- Chua J
- Cidade J.P
- Citarella B.W
- Citarella B.W
- Ciullo A
- Clarke E
- Clarke J
- Clifton L
- Clohisey S
- Codan C
- Cody C
- Coelho A
- Coles J
- Coles M
- Colin G
- Collins M
- Colombo S.M
- Combs P
- Connor M
- Conrad A
- Contreras S
- Conway E
- Cooke G.S
- Copland M
- Cordel H
- Corley A
- Cornelis S
- Cornet A.D
- Corpuz A.J
- Cortegiani A
- Corvaisier G
- Costigan E
- Couffignal C
- Couffin-Cadiergues S
- Courtois R
- Cousse S
- Cregan R
- Cristella C
- Croonen S
- Crowl G
- Crump J
- Cruz C
- Csete M
- Cullen A
- Cummings M
- Curley G
- Curlier E
- Curran C
- Curto E.G
- Custodio P
- Cárcel S
- Da Silva F.D
- da Silva Filipe A
- Da Silveira C
- Dabaliz A.-A
- Dagens A
- Dahly D
- Dalton H
- Dalton J
- Daly S
- Damas J
- Daneman N
- Daniel C
- Dankwa E.A
- Dantas J
- Darshana B.P.S.R.S
- de Brito C.A.A
- de Castro M.G
- de Jong M
- de Loughry G
- de Mendoza D
- De Montmollin E
- de Oliveira França R.F
- de Piero M
- de Pinho Oliveira A.I
- De Rosa R
- De Rose C
- de Silva T
- de Velde S.V
- de Vries P
- Deacon J
- Dean D
- Debard A
- Debray M.-P
- DeCastro N
- Dechert W
- Deconninck L
- Decours R
- Defous E
- Delacroix I
- Delaveuve E
- Delavigne K
- Delfos N.M
- Deligiannis I
- Dell’Amore A
- Delmas C
- Delobel P
- Delsing C
- Demonchy E
- Denis E
- Deplanque D
- Depuydt P
- Desai M
- Descamps D
- Desvallées M
- Devouge E.F
- Dewayanti S
- Dhanger P
- Diallo A
- Diamantis S
- Dias A
- Dias A
- Diaz J.J
- Diaz P
- Diaz R
- Didier K
- Diehl J.-L
- Dieperink W
- Dimet J
- Dinot V
- Diop F
- Diouf A
- Dishon Y
- Djossou F
- Docherty A.B
- Doherty H
- Dominguez C.I
- Dondorp A.M
- Dong A
- Donnelly C.A
- Donnelly M
- Donohue C
- Donohue S
- Donohue Y
- Doran P
- Dorival C
- Douangdala P
- Douglas J.J
- Douma R
- Dournon N
- Dow D.B
- Downer T
- Downey J
- Downing M
- Drake T
- Driscoll A
- Dryden M
- Dubee V
- Dubos F
- Dubot-Pérès A
- Ducancelle A
- Duculan T
- Dudman S
- Duggal A
- Dunand P
- Dunning J
- Duplaix M
- Durante-Mangoni E
- Durham L
- Duthoit J
- Duval X
- Dyrhol-Riise A.M
- D’Aragon F
- D’Orleans C.C
- D’Ortenzio E
- Ean S.C
- Echeverria-Villalobos M
- Economopoulos G
- Egan S
- Eira C
- Elapavaluru S
- Elharrar B
- Ellerbroek J
- Eloy P
- Elshazly T
- Elyazar I
- Enderle I
- Endo T
- Eng C.C
- Engelmann I
- Enouf V
- Epaulard O
- Escher M
- Esperatti M
- Esperou H
- Esposito-Farese M
- EstevĂŁo J
- Etienne M
- Ettalhaoui N
- Everding A.G
- Evers M
- Fabre I
- Fabre M
- Faheem A
- Fahy A
- Fairfield C.J
- Fakar Z
- Falher G.L
- Faria P
- Fateena H
- Fatoni A.Z
- Faure K
- Favory R
- Fayed M
- Feely N
- Feeney L
- Feltz M.V.D
- Fernandes J
- Fernandes M.A
- Fernandes S
- Ferrand F.-X
- Ferrari C
- Ferraz M
- Ferreira B
- Ferreira B
- Ferreira I
- Ferreira S
- Ferrer-Roca R
- Ferriere N
- FerrĂŁo J
- Fevre L.L
- Ficko C
- Figueiredo-Mello C
- Finlayson W
- Fiorda J
- Flament T
- Flateau C
- Fletcher T
- Florence A.-M
- Florio L.L
- Flynn B
- Flynn D
- Fogliazza F
- Foley C
- Foley J
- Fomin V
- Fonseca C.D
- Fonseca T
- Fontela P
- Forsyth S
- Foster D
- Foti G
- Fourn E
- Fowler R.A
- Fraher M
- Franch-Llasat D
- Fraser C
- Fraser J.F
- Freire M.V
- Friedrich C
- Fritz R
- Fry S
- Fuentes N
- Fukuda M
- G A
- Gaborieau V
- Gaci R
- Gagliardi M
- Gagnard J.-C
- Gagneux-Brunon A
- GaiĂŁo S
- Gallagher P
- Gamble C
- Gandonniere C.S
- Gani Y
- Garan A
- Garcia R
- Garcia-Diaz J
- Garcia-Gallo E
- GarcĂŞs R.C
- GarcĂa R.N.J
- Garimella N
- Garofalo F
- Garot D
- Garrait V
- Gault N
- Gavin A
- Gavrylov A
- Gaymard A
- Gebauer J
- Geraud E
- Germano N
- ghisulal P.K
- Ghosn J
- Giani M
- Giaquinto C
- Gibson J
- Gigante T
- Gilg M
- Gilroy E
- Giordano G
- Girvan M
- Gissot V
- Glikman D
- Glybochko P
- Gnall E
- Goco G
- Goehringer F
- Goepel S
- Goffard J.-C
- Goh J.Y
- Golob J
- Gomes R
- Gomez K
- Gominet M
- Gonzalez A
- Gordon P
- Gorenne I
- Goubert L
- Goujard C
- Goulenok T
- Grable M
- Graf J
- Granado R.C.-D
- Grandin E.W
- Granerud B.K
- Granier P
- Grasselli G
- Green C.A
- Greene C
- Greenhalf W
- Greffe S
- Greve F.V.S
- Grieco D.L
- Griffee M
- Griffiths F
- Grigoras I
- Groenendijk A
- Gruner H
- Gu Y
- Guedj J
- Guego M
- Guellec D
- Guerguerian A.-M
- Guerreiro D
- Guery R
- Guillaumot A
- Guilleminault L
- Guimard T
- Gulik L.V
- GĂłmez-Junyent J
- Haalboom M
- Haber D
- Habraken H
- Hachemi A
- Hadri N
- Hakak S
- Hall A
- Hall M
- Halpin S
- Hamer A
- Hamers R.L
- Hamidfar R
- Hammond N
- Hammond T
- Han L.Y
- Haniffa R
- Hao K.W
- Hardwick H
- Harrison E.M
- Harrison J
- Harrison S.B.E
- Hartman A
- Hashmi J
- Hattem J.V
- Hayes A
- Hays L
- Heerman J
- Heggelund L
- Hendry R
- Heng B.S.L
- Hennessy M
- Henriquez-Trujillo A
- Hentzien M
- Hernandez D
- Hernandez-Montfort J
- Herreros J.M.C
- Hershey A
- Hesstvedt L
- Hidayah A
- Higgins D
- Higgins E
- Higgins R
- Hinchion R
- Hing N.Y.L
- Hingrat Q.L
- Hinton S
- Hiraiwa H
- Hirkani H
- Hitoto H
- Ho A
- Ho Y.B
- Hoctin A
- Hoffmann I
- Hoh W.H
- Hoiting O
- Holt R
- Holten A.R
- Holter J.C
- Horby P
- Horcajada J.P
- Hoshino K
- Hoshino K
- Houas I
- Hough C.L
- Houltham S
- Hssain A.A
- Hsu J.M.-Y
- Hulot J.-S
- Humaid F.B
- Huo S
- Hurd A
- III Dussol B
- Ijaz S
- Ikram M.A
- Illana C.C
- Illes H.-G
- Imbert P
- Ing Y.S
- Inácio H
- Iosifidis E
- Ippolito M
- Irawany V
- Isgett S
- Isidoro T
- Ismail N
- Isnard M
- Itai J
- Ito A
- Ivulich D
- Iñiguez J.S.C
- Jaafar D
- Jaafoura S
- Jabot J
- Jackson C
- Jamieson N
- Janes V
- Jaquet P
- Jassat W
- Jaud-Fischer C
- Jaureguiberry S
- Javidfar J
- Jaworsky D
- Jego F
- Jelani A.M
- Jenum S
- Jimbo-Sotomayor R
- Jimenez J.F.M
- Joe O.Y
- Joseph C
- Joseph M
- Joshi S
- Jourdain M
- Jouvet P
- Jr Roriz M
- Jung A
- Jung H
- Juzar D
- Kafif O
- Kaguelidou F
- Kaisbain N
- Kaleesvran T
- Kali S
- Kalicinska A
- Kalomoiri S
- Kamaluddin M.A.A
- Kamaruddin Z.A.C
- Kamarudin M.N.B
- Kamarudin N
- Kandamby D.H
- Kandel C
- Kang K.Y
- Karpayah P
- Karsies T
- Kartsonaki C
- Kartsonaki C
- Kasugai D
- Kataria A
- Katz K
- Kaur A
- Kay C
- Keane H
- Keating S
- Kedia P
- Kelly A
- Kelly A
- Kelly C
- Kelly N
- Kelly S
- Kelly Y
- Kelsey M
- Kennedy R
- Kennon K
- Keomany S
- Kernan M
- Kerroumi Y
- Keshav S
- Kestelyn E
- Khalid I
- Khalil A
- Khan C
- Khan I
- Kherajani K
- Kho M.E
- Khoo D
- Khoo R
- Khoo S
- Kiat K.H
- Kida Y
- Kiiza P
- Kildal A.B
- Kim J.B
- Kimmoun A
- Kindgen-Milles D
- King A
- Kitamura N
- Klenerman P
- Klont R
- Knight S.R
- Kobbe R
- Kodippily C
- Komatsu M
- Korten I.S.A.R.I.C.C
- Kosgei C
- Kpangon A
- Krawczyk K
- Krishnan S
- Krishnan V
- Kruglova O
- Kumar D
- Kumar G
- Kuriakose D
- Kurtzman E
- Kusumastuti N.P
- Kutsogiannis D
- Kutsyna G
- Kyriakoulis K
- Lachatre M
- Lacoste M
- Laffey J.G
- Lafhej N
- Lagrange M
- Laine F
- Lairez O
- Lambert M
- Lamontagne F
- Langelot-Richard M
- Langlois V
- Lantang E.Y
- Lanza M
- Laouénan C
- Laribi S
- Lariviere D
- Lasry S
- Lath S
- Launay O
- Laureillard D
- Lavie-Badie Y
- Law A
- Lawrence C
- Lawrence T
- Le M
- Leal E
- Leathlobhair N.N
- Lee B.H
- Lee H.G
- Lee J
- Lee J
- Lee S.H
- Lee T.C
- Lee Y.L
- Leeming G
- Lefebvre B
- Lefebvre L
- Lefèvre B
- LeGac S
- Lelievre J.-D
- Lellouche F
- Lemaignen A
- Lemee V
- Lemeur A
- Lemmink G
- Lene H.S
- Lennon J
- Leone M
- Leone M
- Lescure F.-X
- Lesens O
- Lesouhaitier M
- Lester-Grant A
- Letizia A
- Letrou S
- Levy B
- Levy Y
- Levy-Marchal C
- Lewandowska K
- LeĂłn R
- Liang J
- Liegeon G
- Lim K.C
- Lim W.S
- Lima C
- Lina B
- Lina L
- Lind A
- Lingad M.K
- Lingas G
- Lion-Daolio S
- Lissauer S
- Liu K
- Livrozet M
- Lizotte P
- Loforte A
- Lolong N
- Loon L.C
- Lopes D
- Lopez-Colon D
- Lopez-Revilla J.W
- Lordemann A.G
- Loschner A.L
- Loubet P
- Loufti B
- Louis G
- Lourenco S
- Lovelace-Macon L
- Low L.L
- Lowik M
- Loy J.S
- Lucet J.C
- Luna C.M
- Lungu O
- Luong L
- Luque N
- Luton D
- Lwin N
- Lyons R
- L’Her E
- Maasikas O
- Mabiala O
- Machado M
- Machado S
- Macheda G
- Madiha H
- Maglietta G
- Mahieu R
- Mahy S
- Maia A.R
- Maier L.S
- Maillet M
- Maitre T
- Majori M
- Malaque C.M.S
- Malfertheiner M
- Malik N
- Mallon P
- Maltez F
- Malvy D
- Mammi P
- Manda V
- Mandei J.M
- Mandelbrot L
- Manetta F
- Mankikian J
- Manning E
- Manuel A
- Marino D
- Marino F
- Markowicz S
- Marques A
- Marquis C
- Marsh B
- Marshal M
- Marshall J
- Martelli C.T
- Martin D.-A
- Martin E
- Martin-Blondel G
- Martin-Loeches I
- Martinez F.E
- Martinot M
- Martins A
- Martins J
- Martins N
- Martucci G
- Martynenko O
- MartĂn-Quiros A
- Marwali E.M
- Marzukie M
- Maréchal M.L
- Maslove D
- Mason S
- Matan M
- Mathieu D
- Mattei M
- Matulevics R
- Maulin L
- Maxwell M
- Maynar J
- Mayxay M
- Mazankowski Heart Institute ISARIC Characterisation Group
- Mazzoni T
- McArthur C
- McCanny P
- McCarthy A
- McCarthy A
- McCloskey C
- McConnochie R
- McDermott S
- McDonald S.E
- McElroy A
- McElwee S
- McEneany V
- McEvoy N
- McGeer A
- McKay C
- McKeown J
- McLean K.A
- McNally P
- McNicholas B
- McPartlan E
- Meaney E
- Mear-Passard C
- Mechlin M
- Mehkri O
- Mele F
- Melo L
- Mendes J.J
- Menkiti O
- Menon K
- Mentré F
- Mentzer A.J
- Mercier E
- Mercier N
- Merckx A
- Mergeay-Fabre M
- Mergler B
- Merson L
- Merson L
- Meschi T
- Mesinovic M
- Mesquita A
- Mestre S.L
- Meta R
- Metwally O
- Meybeck A
- Meyer D
- Meynert A.M
- Meysonnier V
- Meziane A
- Mezidi M
- Michelanglei C
- Michelet I
- Mihelis E
- Mihnovit V
- Miller J
- Miranda-Maldonado H
- Misnan N.A
- Moal G.L
- Mohamed N.N.E
- Mohamed T.J
- Mohammed N.S
- Mohd-Hanafiah F.N
- Moin A
- Moing V.L
- Molinos E
- Molloy B
- Mone M
- Monteiro A
- Monteiro F.B
- Montes C
- Montrucchio G
- Moore S
- Moore S.C
- Morlaes L.G
- Moro L
- Morton B
- Motherway C
- Motos A
- Mouquet H
- Moyet J
- Mudara C
- Muh N.Y
- Muhamad D
- Mullaert J
- Munblit D
- Murphy A
- Murphy L
- Murris M
- Murthy S
- Musaab H
- Mutti C
- Muvindi H
- Muyandy G
- Myrodia D.M
- MĂĽller F
- MĂĽller K.E
- Nagard H.L
- Nagpal D
- Nagrebetsky A
- Narasimhan M
- Narayanan N
- Nazerali-Maitland A
- Neant N
- Neb H
- Necsoi C
- Nekliudov N
- Nelwan E
- Neto A.S
- Neto R
- Netten C.V
- Neumann E
- Ng P.Y
- Nghi A
- Nguyen D
- Nichol A.D
- Nitayavardhana P
- Nonas S
- Noordin N.A.M
- Nor B.M
- Noret M
- Norharizam N.F.I
- Norman L
- North A
- Notari A
- Noursadeghi M
- Nowicka K
- Nowinski A
- Nseir S
- Nunez J.I
- Nurnaningsih N
- Nusantara D.U
- Nuñez M.A.R
- Nyamankolly E
- Occhipinti G
- OConnor D
- Ogston T
- Ogura T
- Oh T.-H
- Ohshimo S
- Oldakowska A
- Oliveira J
- Oliveira L
- Olliaro P
- Olliaro P.L
- Ong D.S.Y
- Ong J.Y
- Oosthuyzen W
- Opavsky A
- Openshaw P
- Orozco-Chamorro C.M
- Ortoleva J
- Osatnik J
- Othman S.Z
- Ouamara N
- Ouissa R
- Oziol E
- Oña E.F.P
- O’Callaghan A
- O’Donnell M
- O’Halloran S
- O’Hearn K
- O’Neil C
- O’Shea L
- O’Sullivan M
- Pagadoy M
- Pages J
- Palacios A
- Palen J.V.D
- Palmarini M
- Panarello G
- Panda P.K
- Pang L.H
- Panigada M
- Pansu N
- Papadopoulos A
- Parducci P
- Parke R
- Parker M
- Pasquier J
- Pastene B
- Patauner F
- Patel D
- Pathmanathan M.D
- Patricio P
- Patrier J
- Patrizi L
- PatrĂŁo L
- Patterson L
- Paul C
- Paul M
- Paulos J
- Paxton W.A
- Payen J.-F
- Peake S.L
- Peariasamy K
- Peariasamy K.M
- Peek G.J
- Peelman F
- Peiffer-Smadja N
- Peigne V
- Pejkovska M
- Pelosi P
- Peltan I.D
- Pereira R
- Perez D
- Periel L
- Perpoint T
- Perrot C.M
- Pesenti A
- Pestre V
- Petrou L
- Petrov-Sanchez V
- Petrovic M
- Pettersen F.O
- Peytavin G
- Pharand S
- Phonemixay O
- Phoutthavong S
- Piagnerelli M
- Picard W
- Picone O
- Pierobon C
- Piersma D
- Pimentel C
- Pinto R
- Piquard V
- Pires C
- Pironneau I
- Piroth L
- Pisi R
- Pitaloka A
- Piubelli C
- Pius R
- Plantier L
- Png H.S
- Poissy J
- Pokeerbux R
- Pokorska-Spiewak M
- Poli S
- Pollakis G
- Ponscarme D
- Popielska J
- Porto D.B
- Post A.-M
- Postma D.F
- Povoa P
- Powis J
- Prapa S
- Praphasiri V
- Preau S
- Prebensen C
- Preiser J.-C
- Prinssen A
- Pritchard M.G
- Priyadarshani G.D.D
- Proença L
- Pudota S
- Puntoni M
- Purcell G
- Puéchal O
- PĂłvoas D
- Qasim E.A
- Quesada L
- Quinones-Cardona V
- Quist-Paulsen E
- Quraishi M
- Rabaa M
- Rabaud C
- Rafael A
- Rafiq M
- Ragazzo G
- Rahardjani M
- Rahman A.K.H.A
- Rahman R.A
- Rainieri F
- Rajahram G.S
- Rajahram G.S
- Ramakrishnan N
- Ramalho J
- Ramli A.A
- Rammaert B
- Ramos G.V
- Rampello A
- Rangappa R
- Ranjan R
- Ranza E
- Rapp C
- Rashan A
- Rashan T
- Rasmin M
- Rau C
- Rausa F
- Ravi T
- Real A
- Rebaudet S
- Redl S
- Reeve B
- Rego C.M
- Reid L
- Reikvam D.H
- Reis R
- Rello J
- Remppis J
- Remy M
- Ren H
- Renk H
- Resseguier A.-S
- Revest M
- Rewa O
- Reyes L.F
- Reyes T
- Ribeiro A.F
- Ribeiro M.I
- Ricchiuto A
- Richardson D
- Richardson D
- Richier L
- Ridzuan S.N.A.A
- Riera J
- Rincon D.F.B
- Rios A.L
- Rishu A
- Rispal P
- Risso K
- Rizer N
- Robba C
- Roberto A
- Robertson D.L
- Robineau O
- Roche-Campo F
- Rodari P
- Rodeia S
- Roessler B
- Roger C
- Roger P.-M
- Roilides E
- Rojek A
- Romaru J
- Roncon-Albuquerque R
- Rosa-Calatrava M
- Rose M
- Rosenberger D
- Rossanese A
- Rossetti M
- Rossi S
- Rossignol B
- Rossignol P
- Rousset S
- Roy C
- Roze B
- Rusmawatiningtyas D
- Russell C.D
- Ryan M
- Ryan M
- Ryckaert S
- Rätsep I
- Saba I
- Sacchelli L
- Sadat M
- Sahraei V
- Saidani N
- Saint-Gilles M
- Sakiyalak P
- Salazar L
- Sales G
- Sallaberry S
- Salvator H
- Sanchez O
- Sanchez-Miralles A
- Sancho-Shimizu V
- Sandhu G
- Sandhu Z
- Sandrine P.-F
- Sandulescu O
- Sanharawi M.E
- Santo C.E
- Santos M
- Santos M.L
- Santos-Olmo R.M.T
- Sarfo-Mensah S
- Sarmiento I.C.E
- Sarton B
- Satya A
- Satyapriya S
- Satyawati R
- Saviciute E
- Savvidou P
- Saw Y.T
- Schaffer J
- Schermer T
- Scherpereel A
- Schneider M
- Schroll S
- Schwameis M
- Schwartz G
- Scicluna B
- Scott J.T
- Scott-Brown J
- Sedillot N
- Seitz T
- Selvarajoo M
- Semaille C
- Semedi B.P
- Semple M.G
- Senian R.B
- Senneville E
- Sepulveda C
- Sequeira F
- Sequeira T
- Shadowitz E
- Shahidan S.A
- Shamsah M
- Shankar A
- Sharjeel S
- Sharma P
- Shaw C.A
- Shaw V
- Shetty R
- Shetty R.M
- Shi H
- Shiban N
- Shiekh M
- Shiga T
- Shime N
- Shimizu H
- Shimizu K
- Shrapnel S
- Shum H.P
- Siang N.Y
- Sibiude J
- Sibounheuang B
- Siddiqui A
- Sigfrid L
- Sillaots P
- Silva C
- Silva M.J
- Silva R
- Sin W.C
- Sinatti D
- Singh B.C
- Singh M.B
- Singh P
- Sitompul P.A
- Sivam K
- Skeie L.G
- Skogen V
- Smith S
- Smood B
- Smyth C
- Smyth M
- Snacken M
- So D
- Soh T.V
- Solomon J
- Solomon T
- Somers E
- Sommet A
- Song M.J
- Song R
- Song T
- Sonntagbauer M
- Soom A.M
- Sotto A
- Soum E
- Sousa A.C
- Sousa M
- Souza-Dantas V
- Sperry A
- Spinuzza E
- Sriskandan S
- Stabler S
- Staudinger T
- Stecher S.-S
- Steinsvik T
- Stienstra Y
- Stiksrud B
- Stolz E
- Stone A
- Streinu-Cercel A
- Streinu-Cercel A
- Stuart A
- Stuart D
- Su R
- Subekti D
- Suen G
- Suen J.Y
- Sultana A
- Summers C
- Supic D
- Suppiah D
- Surovcová M
- Suwarti A
- Svistunov A
- Sweeney L.M
- Syahrin S
- Syrigos K
- Sztajnbok J
- Szuldrzynski K
- Tabrizi S
- Taccone F.S
- Tagherset L
- Taib S.M
- Talarek E
- Taleb S
- Talsma J
- Tamisier R
- Tamlihat Y.A
- Tampubolon M.L
- Tan K.K
- Tan L.V
- Tan Y.C
- Tanaka C
- Tanaka H
- Tanaka T
- Taniguchi H
- Tardivon C
- Tattevin P
- Taufik M.A
- Tawfik H
- Tedder R.S
- Tee T.Y
- Teixeira J
- Tejada S
- Tellier M.-C
- Teoh S.K
- Teotonio V
- Terpstra P
- Terrier O
- Terzi N
- Tessier-Grenier H
- Tey A
- Thabit A.A.M
- Tham Z.D
- Thangavelu S
- Thibault V
- Thiberville S.-D
- Thill B
- Thirumanickam J
- Tho L.C
- Thompson S
- Thomson D
- Thomson E.C
- Thurai S.R.T
- Thuy D.B
- Thwaites R.S
- Ticinesi A
- Tierney P
- Tieroshyn V
- Timashev P.S
- Timsit J.-F
- Tissot N
- Toh J.Z.Y
- Toki M
- Tonby K
- Tonnii S.L
- Torre M
- Torres A
- Torres M
- Torres-Zevallos H
- Towers M
- Trapani T
- Trieu H.T
- Trioux T
- Tromeur C
- Trontzas I
- Trouillon T
- Truong J
- Tual C
- Tubiana S
- Tuite H
- Turgeon A.F
- Turmel J.-M
- Turnier P.L
- Turtle L.C.W
- Tveita A
- Twardowski P
- Twillert G.V
- Téoulé F
- Uchiyama M
- Udayanga P.G.I
- Udy A
- Ullrich R
- Uribe A
- Usman A
- Uva M.S
- Uyeki T.M
- Vajdovics C
- Val-Flores L
- Valentini P
- Valk P.V.D
- Valran A
- Valzano I
- van Someren Greve F
- Vanel N
- Vanoverschelde H
- Varghese P
- Varrone M
- Vasconcelos M.K
- Vasudayan S.R
- Vauchy C
- Vecham P.K
- Veen I.V
- Veeran S
- Veislinger A
- Vekens N.V.D
- Vencken S
- Ventura S
- Verbon A
- Vickers J
- Vidal J.E
- Vieira C
- Villanueva J.A
- Villar J
- Villeneuve P.-M
- Villoldo A
- Vishwanathan G
- Visseaux B
- Visser H
- Vitiello C
- Vongsouvath M
- Vonkeman H
- Voort P.V.D
- Vuotto F
- Wahab N.H
- Wahab S.A
- Wahid N.A
- Wainstein M
- Webb S
- Wei J
- Weil K
- Wen T.P
- Werf S.V.D
- Wesselius S
- West T.E
- Wham M
- Whelan B
- Wicky P.H
- Wiedemann A
- Wijaya S.O
- Wille K
- Willems S
- Williams P.J
- Williams V
- Willigen H.V
- Wils E.-J
- Wong C
- Wong T.F
- Wong X.C
- Wong X.C
- Wong Y.S
- Wright N
- Xian G.E
- Xian L.S
- Xuan K.P
- Xynogalas I
- Yacoub S
- Yakop S.R.B.M
- Yamazaki M
- Yarad E
- Yazdanpanah Y
- Yelnik C
- Yeoh C.H
- Yerkovich S
- Yiaye T
- Yiu N.W
- Yokoyama T
- Yonis H
- Yousif O
- Yuliarto S
- Zaaqoq A
- Zabbe M
- Zabert G.E
- Zacharowski K
- Zahid M
- Zahran M
- Zaidan N.Z.B
- Zambon M
- Zambrano M
- Zanella A
- Zawadka K
- Zaynah N
- Zayyad H
- Zoufaly A
- Zucman D
- Publication venue
- Scientific Reports
- Publication date
- 01/01/2024
- 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. © The Author(s) 2024