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Potential and limitations of machine meta-learning (ensemble) methods for predicting COVID-19 mortality in a large inhospital Brazilian dataset.

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Title: Potential and limitations of machine meta-learning (ensemble) methods for predicting COVID-19 mortality in a large inhospital Brazilian dataset.
Authors: de Paiva BBM; Computer Science Department, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil., Pereira PD; Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil.; Institute for Health Technology Assessment (IATS/ CNPq), R. Ramiro Barcelos, 2359, building 21, room 507, Porto Alegre, Brazil., de Andrade CMV; Computer Science Department, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil., Gomes VMR; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil., Souza-Silva MVR; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil., Martins KPMP; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil., Sales TLS; Universidade Federal de São João del-Rei, R. Sebastião Gonçalves Coelho, 400, Divinópolis, Brazil., de Carvalho RLR; Institute for Health Technology Assessment (IATS/ CNPq), R. Ramiro Barcelos, 2359, building 21, room 507, Porto Alegre, Brazil., Pires MC; Department of Statistics, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, ICEx, room 4071, Belo Horizonte, Brazil., Ramos LEF; Department of Statistics, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, ICEx, room 4071, Belo Horizonte, Brazil., Silva RT; Department of Statistics, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, ICEx, room 4071, Belo Horizonte, Brazil., de Freitas Martins Vieira A; Faculdade de Ciências Médicas de Minas Gerais, Al. Ezequiel Dias, 275, Belo Horizonte, Brazil., Nunes AGS; Hospital UNIMED BH, Av. Do Contorno, 3097, Belo Horizonte, Brazil., de Oliveira Jorge A; Hospital Risoleta Tolentino Neves, R. das Gabirobas, 01, Belo Horizonte, Brazil., de Oliveira Maurílio A; Hospital São João de Deus, R. do Cobre, 800, São João de Deus, Brazil., Scotton ALBA; Hospital Regional Antônio Dias, R. Maj. Gote, 1231, Patos de Minas, Brazil., da Silva CTCA; Hospital Santo Antônio, Pç. Dr. Márcio Carvalho Lopes Filho, 501, Curvelo, Brazil., Cimini CCR; Hospital Santa Rosália, R. Dr. Onófre, 575, Teófilo Otoni, Brazil., Ponce D; Faculdade de Medicina de Botucatu-Universidade Estadual Paulista 'Júlio de Mesquita Filho', Av. Prof. Mário Rubens Guimarães Montenegro, s/n-UNESP-Campus de Botucatu, Botucatu, Brazil., Pereira EC; Hospital SOS Cárdio, Rod. SC-401, 121, Florianópolis, Brazil., Manenti ERF; Hospital Mãe de Deus, R. José de Alencar, 286, Porto Alegre, Brazil., Rodrigues FD; Hospital de Clínicas de Porto Alegre, R. Ramiro Barcelos, 2350, Porto Alegre, Brazil., Anschau F; Hospital Nossa Senhora da Conceição and Hospital Cristo Redentor, Av. Francisco Trein, 326, Porto Alegre, Brazil., Botoni FA; Hospital Julia Kubitschek, R. Dr. Cristiano Rezende, 2745, Belo Horizonte, Brazil., Bartolazzi F; Hospital Santo Antônio, Pç. Dr. Márcio Carvalho Lopes Filho, 501, Curvelo, Brazil., Grizende GMS; Hospital Santa Casa de Misericórdia de Belo Horizonte, Av. Francisco Sales, 1111, Belo Horizonte, Brazil., Noal HC; Universidade Federal de Santa Maria/Hospital Universitário/EBSERH, Av. Roraima, 1000, building 22, Santa Maria, Brazil., Duani H; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil., Gomes IM; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil., Costa JHSM; Hospital Márcio Cunha, Av. Kiyoshi Tsunawaki, 48, Ipatinga, Brazil., di Sabatino Santos Guimarães J; Hospital Julia Kubitschek, R. Dr. Cristiano Rezende, 2745, Belo Horizonte, Brazil., Tupinambás JT; Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil., Rugolo JM; Faculdade de Medicina de Botucatu-Universidade Estadual Paulista 'Júlio de Mesquita Filho', Av. Prof. Mário Rubens Guimarães Montenegro, s/n-UNESP-Campus de Botucatu, Botucatu, Brazil., Batista JDL; Universidade Federal da Fronteira Sul, Av. Fernando Machado, 108E, Chapecó, Brazil., de Alvarenga JC; Hospital João XXIII, Av. Professor Alfredo Balena, 400, Belo Horizonte, Brazil., Chatkin JM; Hospital São Lucas PUCRS, Av. Ipiranga, 6690, Porto Alegre, Brazil., Ruschel KB; Hospital Mãe de Deus, R. José de Alencar, 286, Porto Alegre, Brazil., Zandoná LB; Hospital Bruno Born, Av. Benjamin Constant, 881, Lajeado, Brazil., Pinheiro LS; Hospital Santa Rosália, R. Dr. Onófre, 575, Teófilo Otoni, Brazil., Menezes LSM; Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil.; Hospital Luxemburgo, R. Gentios, 1350, Belo Horizonte, Brazil., de Oliveira LMC; Hospital Universitário Ciências Médicas, R. dos Aimorés, 2896, Belo Horizonte, Brazil., Kopittke L; Hospital Nossa Senhora da Conceição and Hospital Cristo Redentor, Av. Francisco Trein, 326, Porto Alegre, Brazil., Assis LA; Pontifícia Universidade Católica de Minas Gerais, Av. Dom José Gaspar, 500, Belo Horizonte, Brazil., Marques LM; Faculdade de Ciências Médicas de Minas Gerais, Al. Ezequiel Dias, 275, Belo Horizonte, Brazil., Raposo MC; Universidade Federal de São João del-Rei, R. Sebastião Gonçalves Coelho, 400, Divinópolis, Brazil., Floriani MA; Hospital Moinhos de Vento, R. Ramiro Barcelos, 910, Porto Alegre, Brazil.; Moinhos Research Institute, 910 Ramiro Barcelos Street, 5 floor, Porto Alegre, Brazil., Bicalho MAC; Fundação Hospitalar do Estado de Minas Gerais-FHEMIG, Cidade Administrativa de Minas Gerais, Edifício Gerais, 13rd floor, Rod. Papa João Paulo II, 3777, Belo Horizonte, Brazil., Nogueira MCA; Hospitais da Rede Mater Dei, R. Gonçalves Dias, 2700, Belo Horizonte, Brazil., de Oliveira NR; Hospital Eduardo de Menezes, R. Dr. Cristiano Rezende, 2213, Belo Horizonte, Brazil., Ziegelmann PK; Hospital Tacchini, R. Dr. José Mário Mônaco, 358, Bento Gonçalves, Brazil., Paraiso PG; Instituto Orizonti, Pç. Engenheiro Flávio Gutierrez, Belo Horizonte, Brazil., de Lima Martelli PJ; Hospital das Clínicas da Universidade Federal de Pernambuco, Av. Prof. Moraes Rego, 1235, Recife, Brazil., Senger R; Universidade Federal de Santa Maria/Hospital Universitário/EBSERH, Av. Roraima, 1000, building 22, Santa Maria, Brazil., Menezes RM; Hospital Santa Cruz, R. Fernando Abott, 174, Santa Cruz do Sul, Brazil., Francisco SC; Hospital Metropolitano Doutor Célio de Castro, R. Dona Luiza, 311, Belo Horizonte, Brazil., Araújo SF; Hospital Semper, Al. Ezequiel Dias, 389, Belo Horizonte, Brazil., Kurtz T; Hospital Santa Cruz, R. Fernando Abott, 174, Santa Cruz do Sul, Brazil., Fereguetti TO; Hospital Eduardo de Menezes, R. Dr. Cristiano Rezende, 2213, Belo Horizonte, Brazil., de Oliveira TC; Hospital Universitário Canoas, Av. Farroupilha, 8001, São José, Canoas, Brazil., Ribeiro YCNMB; Hospital Metropolitano Doutor Célio de Castro, R. Dona Luiza, 311, Belo Horizonte, Brazil., Ramires YC; Hospital Bruno Born, Av. Benjamin Constant, 881, Lajeado, Brazil., Lima MCPB; Universidade Federal de Ouro Preto, R. Dois, Ouro Preto, Brazil., Carneiro M; Hospital Santa Cruz, R. Fernando Abott, 174, Santa Cruz do Sul, Brazil., Bezerra AFB; Hospital das Clínicas da Universidade Federal de Pernambuco, Av. Prof. Moraes Rego, 1235, Recife, Brazil., Schwarzbold AV; Universidade Federal de Santa Maria/Hospital Universitário/EBSERH, Av. Roraima, 1000, building 22, Santa Maria, Brazil., de Moura Costa AS; Hospitais da Rede Mater Dei, R. Gonçalves Dias, 2700, Belo Horizonte, Brazil., Farace BL; Hospital Risoleta Tolentino Neves, R. das Gabirobas, 01, Belo Horizonte, Brazil., Silveira DV; Hospital UNIMED BH, Av. Do Contorno, 3097, Belo Horizonte, Brazil., de Almeida Cenci EP; Hospital Universitário Canoas, Av. Farroupilha, 8001, São José, Canoas, Brazil., Lucas FB; Hospital Santo Antônio, Pç. Dr. Márcio Carvalho Lopes Filho, 501, Curvelo, Brazil., Aranha FG; Hospital SOS Cárdio, Rod. SC-401, 121, Florianópolis, Brazil., Bastos GAN; Hospital Moinhos de Vento, R. Ramiro Barcelos, 910, Porto Alegre, Brazil., Vietta GG; Hospital SOS Cárdio, Rod. SC-401, 121, Florianópolis, Brazil., Nascimento GF; Hospital UNIMED BH, Av. Do Contorno, 3097, Belo Horizonte, Brazil., Vianna HR; Hospital Universitário Ciências Médicas, R. dos Aimorés, 2896, Belo Horizonte, Brazil., Guimarães HC; Hospital Risoleta Tolentino Neves, R. das Gabirobas, 01, Belo Horizonte, Brazil., de Morais JDP; Hospital Universitário Ciências Médicas, R. dos Aimorés, 2896, Belo Horizonte, Brazil., Moreira LB; Hospital de Clínicas de Porto Alegre, R. Ramiro Barcelos, 2350, Porto Alegre, Brazil., de Oliveira LS; Hospital Santa Rosália, R. Dr. Onófre, 575, Teófilo Otoni, Brazil., de Deus Sousa L; Hospital Regional Antônio Dias, R. Maj. Gote, 1231, Patos de Minas, Brazil., de Souza Viana L; Hospital Márcio Cunha, Av. Kiyoshi Tsunawaki, 48, Ipatinga, Brazil., de Souza Cabral MA; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil., Ferreira MAP; Hospital de Clínicas de Porto Alegre, R. Ramiro Barcelos, 2350, Porto Alegre, Brazil., de Godoy MF; Hospital São Lucas PUCRS, Av. Ipiranga, 6690, Porto Alegre, Brazil., de Figueiredo MP; Hospital Santo Antônio, Pç. Dr. Márcio Carvalho Lopes Filho, 501, Curvelo, Brazil., Guimarães-Junior MH; Hospital Márcio Cunha, Av. Kiyoshi Tsunawaki, 48, Ipatinga, Brazil., de Paula de Sordi MA; Faculdade de Medicina de Botucatu-Universidade Estadual Paulista 'Júlio de Mesquita Filho', Av. Prof. Mário Rubens Guimarães Montenegro, s/n-UNESP-Campus de Botucatu, Botucatu, Brazil., da Cunha Severino Sampaio N; Hospital Eduardo de Menezes, R. Dr. Cristiano Rezende, 2213, Belo Horizonte, Brazil., Assaf PL; Hospital Metropolitano Doutor Célio de Castro, R. Dona Luiza, 311, Belo Horizonte, Brazil., Lutkmeier R; Hospital Nossa Senhora da Conceição and Hospital Cristo Redentor, Av. Francisco Trein, 326, Porto Alegre, Brazil., Valacio RA; Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil., Finger RG; Hospital Regional do Oeste, R. Florianópolis, 1448 E, Chapecó, Brazil., de Freitas R; Hospital São João de Deus, R. do Cobre, 800, São João de Deus, Brazil., Guimarães SMM; Hospital Semper, Al. Ezequiel Dias, 389, Belo Horizonte, Brazil., Oliveira TF; Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil., Diniz THO; Hospital São João de Deus, R. do Cobre, 800, São João de Deus, Brazil., Gonçalves MA; Computer Science Department, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil., Marcolino MS; Institute for Health Technology Assessment (IATS/ CNPq), R. Ramiro Barcelos, 2359, building 21, room 507, Porto Alegre, Brazil. milenamarc@gmail.com.; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil. milenamarc@gmail.com.; Telehealth Center, University Hospital, Universidade Federal de Minas Gerais, Avenida Professor Alfredo Balena, 110 room 107. Santa Efigênia, Belo Horizonte, MG, CEP 30130-100, Brazil. milenamarc@gmail.com.
Source: Scientific reports [Sci Rep] 2023 Mar 01; Vol. 13 (1), pp. 3463. Date of Electronic Publication: 2023 Mar 01.
Publication Type: Multicenter Study; Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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Items – Name: Title
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  Data: Potential and limitations of machine meta-learning (ensemble) methods for predicting COVID-19 mortality in a large inhospital Brazilian dataset.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22de+Paiva+BBM%22">de Paiva BBM</searchLink>; Computer Science Department, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Pereira+PD%22">Pereira PD</searchLink>; Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil.; Institute for Health Technology Assessment (IATS/ CNPq), R. Ramiro Barcelos, 2359, building 21, room 507, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Andrade+CMV%22">de Andrade CMV</searchLink>; Computer Science Department, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Gomes+VMR%22">Gomes VMR</searchLink>; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Souza-Silva+MVR%22">Souza-Silva MVR</searchLink>; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Martins+KPMP%22">Martins KPMP</searchLink>; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Sales+TLS%22">Sales TLS</searchLink>; Universidade Federal de São João del-Rei, R. Sebastião Gonçalves Coelho, 400, Divinópolis, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Carvalho+RLR%22">de Carvalho RLR</searchLink>; Institute for Health Technology Assessment (IATS/ CNPq), R. Ramiro Barcelos, 2359, building 21, room 507, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Pires+MC%22">Pires MC</searchLink>; Department of Statistics, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, ICEx, room 4071, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Ramos+LEF%22">Ramos LEF</searchLink>; Department of Statistics, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, ICEx, room 4071, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Silva+RT%22">Silva RT</searchLink>; Department of Statistics, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, ICEx, room 4071, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Freitas+Martins+Vieira+A%22">de Freitas Martins Vieira A</searchLink>; Faculdade de Ciências Médicas de Minas Gerais, Al. Ezequiel Dias, 275, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Nunes+AGS%22">Nunes AGS</searchLink>; Hospital UNIMED BH, Av. Do Contorno, 3097, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+Jorge+A%22">de Oliveira Jorge A</searchLink>; Hospital Risoleta Tolentino Neves, R. das Gabirobas, 01, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+Maurílio+A%22">de Oliveira Maurílio A</searchLink>; Hospital São João de Deus, R. do Cobre, 800, São João de Deus, Brazil.<br /><searchLink fieldCode="AU" term="%22Scotton+ALBA%22">Scotton ALBA</searchLink>; Hospital Regional Antônio Dias, R. Maj. Gote, 1231, Patos de Minas, Brazil.<br /><searchLink fieldCode="AU" term="%22da+Silva+CTCA%22">da Silva CTCA</searchLink>; Hospital Santo Antônio, Pç. Dr. Márcio Carvalho Lopes Filho, 501, Curvelo, Brazil.<br /><searchLink fieldCode="AU" term="%22Cimini+CCR%22">Cimini CCR</searchLink>; Hospital Santa Rosália, R. Dr. Onófre, 575, Teófilo Otoni, Brazil.<br /><searchLink fieldCode="AU" term="%22Ponce+D%22">Ponce D</searchLink>; Faculdade de Medicina de Botucatu-Universidade Estadual Paulista 'Júlio de Mesquita Filho', Av. Prof. Mário Rubens Guimarães Montenegro, s/n-UNESP-Campus de Botucatu, Botucatu, Brazil.<br /><searchLink fieldCode="AU" term="%22Pereira+EC%22">Pereira EC</searchLink>; Hospital SOS Cárdio, Rod. SC-401, 121, Florianópolis, Brazil.<br /><searchLink fieldCode="AU" term="%22Manenti+ERF%22">Manenti ERF</searchLink>; Hospital Mãe de Deus, R. José de Alencar, 286, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Rodrigues+FD%22">Rodrigues FD</searchLink>; Hospital de Clínicas de Porto Alegre, R. Ramiro Barcelos, 2350, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Anschau+F%22">Anschau F</searchLink>; Hospital Nossa Senhora da Conceição and Hospital Cristo Redentor, Av. Francisco Trein, 326, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Botoni+FA%22">Botoni FA</searchLink>; Hospital Julia Kubitschek, R. Dr. Cristiano Rezende, 2745, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Bartolazzi+F%22">Bartolazzi F</searchLink>; Hospital Santo Antônio, Pç. Dr. Márcio Carvalho Lopes Filho, 501, Curvelo, Brazil.<br /><searchLink fieldCode="AU" term="%22Grizende+GMS%22">Grizende GMS</searchLink>; Hospital Santa Casa de Misericórdia de Belo Horizonte, Av. Francisco Sales, 1111, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Noal+HC%22">Noal HC</searchLink>; Universidade Federal de Santa Maria/Hospital Universitário/EBSERH, Av. Roraima, 1000, building 22, Santa Maria, Brazil.<br /><searchLink fieldCode="AU" term="%22Duani+H%22">Duani H</searchLink>; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Gomes+IM%22">Gomes IM</searchLink>; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, room 246, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Costa+JHSM%22">Costa JHSM</searchLink>; Hospital Márcio Cunha, Av. Kiyoshi Tsunawaki, 48, Ipatinga, Brazil.<br /><searchLink fieldCode="AU" term="%22di+Sabatino+Santos+Guimarães+J%22">di Sabatino Santos Guimarães J</searchLink>; Hospital Julia Kubitschek, R. Dr. Cristiano Rezende, 2745, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Tupinambás+JT%22">Tupinambás JT</searchLink>; Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Rugolo+JM%22">Rugolo JM</searchLink>; Faculdade de Medicina de Botucatu-Universidade Estadual Paulista 'Júlio de Mesquita Filho', Av. Prof. Mário Rubens Guimarães Montenegro, s/n-UNESP-Campus de Botucatu, Botucatu, Brazil.<br /><searchLink fieldCode="AU" term="%22Batista+JDL%22">Batista JDL</searchLink>; Universidade Federal da Fronteira Sul, Av. Fernando Machado, 108E, Chapecó, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Alvarenga+JC%22">de Alvarenga JC</searchLink>; Hospital João XXIII, Av. Professor Alfredo Balena, 400, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Chatkin+JM%22">Chatkin JM</searchLink>; Hospital São Lucas PUCRS, Av. Ipiranga, 6690, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Ruschel+KB%22">Ruschel KB</searchLink>; Hospital Mãe de Deus, R. José de Alencar, 286, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Zandoná+LB%22">Zandoná LB</searchLink>; Hospital Bruno Born, Av. Benjamin Constant, 881, Lajeado, Brazil.<br /><searchLink fieldCode="AU" term="%22Pinheiro+LS%22">Pinheiro LS</searchLink>; Hospital Santa Rosália, R. Dr. Onófre, 575, Teófilo Otoni, Brazil.<br /><searchLink fieldCode="AU" term="%22Menezes+LSM%22">Menezes LSM</searchLink>; Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil.; Hospital Luxemburgo, R. Gentios, 1350, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+LMC%22">de Oliveira LMC</searchLink>; Hospital Universitário Ciências Médicas, R. dos Aimorés, 2896, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Kopittke+L%22">Kopittke L</searchLink>; Hospital Nossa Senhora da Conceição and Hospital Cristo Redentor, Av. Francisco Trein, 326, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Assis+LA%22">Assis LA</searchLink>; Pontifícia Universidade Católica de Minas Gerais, Av. Dom José Gaspar, 500, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Marques+LM%22">Marques LM</searchLink>; Faculdade de Ciências Médicas de Minas Gerais, Al. Ezequiel Dias, 275, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Raposo+MC%22">Raposo MC</searchLink>; Universidade Federal de São João del-Rei, R. Sebastião Gonçalves Coelho, 400, Divinópolis, Brazil.<br /><searchLink fieldCode="AU" term="%22Floriani+MA%22">Floriani MA</searchLink>; Hospital Moinhos de Vento, R. Ramiro Barcelos, 910, Porto Alegre, Brazil.; Moinhos Research Institute, 910 Ramiro Barcelos Street, 5 floor, Porto Alegre, Brazil.<br /><searchLink fieldCode="AU" term="%22Bicalho+MAC%22">Bicalho MAC</searchLink>; Fundação Hospitalar do Estado de Minas Gerais-FHEMIG, Cidade Administrativa de Minas Gerais, Edifício Gerais, 13rd floor, Rod. Papa João Paulo II, 3777, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Nogueira+MCA%22">Nogueira MCA</searchLink>; Hospitais da Rede Mater Dei, R. Gonçalves Dias, 2700, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+NR%22">de Oliveira NR</searchLink>; Hospital Eduardo de Menezes, R. Dr. Cristiano Rezende, 2213, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Ziegelmann+PK%22">Ziegelmann PK</searchLink>; Hospital Tacchini, R. Dr. José Mário Mônaco, 358, Bento Gonçalves, Brazil.<br /><searchLink fieldCode="AU" term="%22Paraiso+PG%22">Paraiso PG</searchLink>; Instituto Orizonti, Pç. Engenheiro Flávio Gutierrez, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Lima+Martelli+PJ%22">de Lima Martelli PJ</searchLink>; Hospital das Clínicas da Universidade Federal de Pernambuco, Av. Prof. Moraes Rego, 1235, Recife, Brazil.<br /><searchLink fieldCode="AU" term="%22Senger+R%22">Senger R</searchLink>; Universidade Federal de Santa Maria/Hospital Universitário/EBSERH, Av. Roraima, 1000, building 22, Santa Maria, Brazil.<br /><searchLink fieldCode="AU" term="%22Menezes+RM%22">Menezes RM</searchLink>; Hospital Santa Cruz, R. Fernando Abott, 174, Santa Cruz do Sul, Brazil.<br /><searchLink fieldCode="AU" term="%22Francisco+SC%22">Francisco SC</searchLink>; Hospital Metropolitano Doutor Célio de Castro, R. Dona Luiza, 311, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Araújo+SF%22">Araújo SF</searchLink>; Hospital Semper, Al. Ezequiel Dias, 389, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Kurtz+T%22">Kurtz T</searchLink>; Hospital Santa Cruz, R. Fernando Abott, 174, Santa Cruz do Sul, Brazil.<br /><searchLink fieldCode="AU" term="%22Fereguetti+TO%22">Fereguetti TO</searchLink>; Hospital Eduardo de Menezes, R. Dr. Cristiano Rezende, 2213, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+TC%22">de Oliveira TC</searchLink>; Hospital Universitário Canoas, Av. Farroupilha, 8001, São José, Canoas, Brazil.<br /><searchLink fieldCode="AU" term="%22Ribeiro+YCNMB%22">Ribeiro YCNMB</searchLink>; Hospital Metropolitano Doutor Célio de Castro, R. Dona Luiza, 311, Belo Horizonte, Brazil.<br /><searchLink fieldCode="AU" term="%22Ramires+YC%22">Ramires YC</searchLink>; Hospital Bruno Born, Av. Benjamin Constant, 881, Lajeado, Brazil.<br /><searchLink fieldCode="AU" term="%22Lima+MCPB%22">Lima MCPB</searchLink>; Universidade Federal de Ouro Preto, R. Dois, Ouro Preto, Brazil.<br /><searchLink fieldCode="AU" term="%22Carneiro+M%22">Carneiro M</searchLink>; Hospital Santa Cruz, R. Fernando Abott, 174, Santa Cruz do Sul, Brazil.<br /><searchLink fieldCode="AU" term="%22Bezerra+AFB%22">Bezerra AFB</searchLink>; Hospital das Clínicas da Universidade Federal de Pernambuco, Av. 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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2023 Mar 01; Vol. 13 (1), pp. 3463. <i>Date of Electronic Publication: </i>2023 Mar 01.
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  Data: Multicenter Study; Journal Article; Research Support, Non-U.S. Gov't
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE
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        Value: 10.1038/s41598-023-28579-z
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      – TitleFull: Potential and limitations of machine meta-learning (ensemble) methods for predicting COVID-19 mortality in a large inhospital Brazilian dataset.
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          Dates:
            – D: 01
              M: 03
              Text: 2023 Mar 01
              Type: published
              Y: 2023
          Identifiers:
            – Type: issn-electronic
              Value: 2045-2322
          Numbering:
            – Type: volume
              Value: 13
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: Scientific reports
              Type: main
ResultId 1