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Hospital characteristics associated with COVID-19 mortality: data from the multicenter cohort Brazilian Registry

The COVID-19 pandemic caused unprecedented pressure over health care systems worldwide. Hospital-level data that may influence the prognosis in COVID-19 patients still needs to be better investigated. Therefore, this study analyzed regional socioeconomic, hospital, and intensive care units (ICU) cha...

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Autores principales: Souza-Silva, Maira Viana Rego, Ziegelmann, Patricia Klarmann, Nobre, Vandack, Gomes, Virginia Mara Reis, Etges, Ana Paula Beck da Silva, Schwarzbold, Alexandre Vargas, Nunes, Aline Gabrielle Sousa, Maurílio, Amanda de Oliveira, Scotton, Ana Luiza Bahia Alves, Costa, André Soares de Moura, Glaeser, Andressa Barreto, Farace, Bárbara Lopes, Ribeiro, Bruno Nunes, Ramos, Carolina Marques, Cimini, Christiane Corrêa Rodrigues, de Carvalho, Cíntia Alcantara, Rempel, Claudete, Silveira, Daniel Vitório, Carazai, Daniela dos Reis, Ponce, Daniela, Pereira, Elayne Crestani, Kroger, Emanuele Marianne Souza, Manenti, Euler Roberto Fernandes, Cenci, Evelin Paola de Almeida, Lucas, Fernanda Barbosa, dos Santos, Fernanda Costa, Anschau, Fernando, Botoni, Fernando Antonio, Aranha, Fernando Graça, de Aguiar, Filipe Carrilho, Bartolazzi, Frederico, Crestani, Gabriela Petry, Vietta, Giovanna Grunewald, Nascimento, Guilherme Fagundes, Noal, Helena Carolina, Duani, Helena, Vianna, Heloisa Reniers, Guimarães, Henrique Cerqueira, de Alvarenga, Joice Coutinho, Chatkin, José Miguel, de Morais, Júlia Drumond Parreiras, Carvalho, Juliana da Silva Nogueira, Rugolo, Juliana Machado, Ruschel, Karen Brasil, Gomes, Lara de Barros Wanderley, de Oliveira, Leonardo Seixas, Zandoná, Liege Barella, Pinheiro, Lílian Santos, Pacheco, Liliane Souto, Menezes, Luanna da Silva Monteiro, Sousa, Lucas de Deus, de Moura, Luis Cesar Souto, Santos, Luisa Elem Almeida, Nasi, Luiz Antonio, Cabral, Máderson Alvares de Souza, Floriani, Maiara Anschau, Souza, Maíra Dias, Carneiro, Marcelo, de Godoy, Mariana Frizzo, Cardoso, Marilia Mastrocolla de Almeida, Nogueira, Matheus Carvalho Alves, Lima, Mauro Oscar Soares de Souza, de Figueiredo, Meire Pereira, Guimarães-Júnior, Milton Henriques, Sampaio, Natália da Cunha Severino, de Oliveira, Neimy Ramos, Andrade, Pedro Guido Soares, Assaf, Pedro Ledic, Martelli, Petrônio José de Lima, Martins, Raphael Castro, Valacio, Reginaldo Aparecido, Pozza, Roberta, Menezes, Rochele Mosmann, Mourato, Rodolfo Lucas Silva, de Abreu, Roger Mendes, Silva, Rufino de Freitas, Francisco, Saionara Cristina, Guimarães, Silvana Mangeon Mereilles, Araújo, Silvia Ferreira, Oliveira, Talita Fischer, Kurtz, Tatiana, Fereguetti, Tatiani Oliveira, de Oliveira, Thainara Conceição, Ribeiro, Yara Cristina Neves Marques Barbosa, Ramires, Yuri Carlotto, Polanczyk, Carísi Anne, Marcolino, Milena Soriano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9510333/
https://www.ncbi.nlm.nih.gov/pubmed/36153772
http://dx.doi.org/10.1007/s11739-022-03092-9
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author Souza-Silva, Maira Viana Rego
Ziegelmann, Patricia Klarmann
Nobre, Vandack
Gomes, Virginia Mara Reis
Etges, Ana Paula Beck da Silva
Schwarzbold, Alexandre Vargas
Nunes, Aline Gabrielle Sousa
Maurílio, Amanda de Oliveira
Scotton, Ana Luiza Bahia Alves
Costa, André Soares de Moura
Glaeser, Andressa Barreto
Farace, Bárbara Lopes
Ribeiro, Bruno Nunes
Ramos, Carolina Marques
Cimini, Christiane Corrêa Rodrigues
de Carvalho, Cíntia Alcantara
Rempel, Claudete
Silveira, Daniel Vitório
Carazai, Daniela dos Reis
Ponce, Daniela
Pereira, Elayne Crestani
Kroger, Emanuele Marianne Souza
Manenti, Euler Roberto Fernandes
Cenci, Evelin Paola de Almeida
Lucas, Fernanda Barbosa
dos Santos, Fernanda Costa
Anschau, Fernando
Botoni, Fernando Antonio
Aranha, Fernando Graça
de Aguiar, Filipe Carrilho
Bartolazzi, Frederico
Crestani, Gabriela Petry
Vietta, Giovanna Grunewald
Nascimento, Guilherme Fagundes
Noal, Helena Carolina
Duani, Helena
Vianna, Heloisa Reniers
Guimarães, Henrique Cerqueira
de Alvarenga, Joice Coutinho
Chatkin, José Miguel
de Morais, Júlia Drumond Parreiras
Carvalho, Juliana da Silva Nogueira
Rugolo, Juliana Machado
Ruschel, Karen Brasil
Gomes, Lara de Barros Wanderley
de Oliveira, Leonardo Seixas
Zandoná, Liege Barella
Pinheiro, Lílian Santos
Pacheco, Liliane Souto
Menezes, Luanna da Silva Monteiro
Sousa, Lucas de Deus
de Moura, Luis Cesar Souto
Santos, Luisa Elem Almeida
Nasi, Luiz Antonio
Cabral, Máderson Alvares de Souza
Floriani, Maiara Anschau
Souza, Maíra Dias
Carneiro, Marcelo
de Godoy, Mariana Frizzo
Cardoso, Marilia Mastrocolla de Almeida
Nogueira, Matheus Carvalho Alves
Lima, Mauro Oscar Soares de Souza
de Figueiredo, Meire Pereira
Guimarães-Júnior, Milton Henriques
Sampaio, Natália da Cunha Severino
de Oliveira, Neimy Ramos
Andrade, Pedro Guido Soares
Assaf, Pedro Ledic
Martelli, Petrônio José de Lima
Martins, Raphael Castro
Valacio, Reginaldo Aparecido
Pozza, Roberta
Menezes, Rochele Mosmann
Mourato, Rodolfo Lucas Silva
de Abreu, Roger Mendes
Silva, Rufino de Freitas
Francisco, Saionara Cristina
Guimarães, Silvana Mangeon Mereilles
Araújo, Silvia Ferreira
Oliveira, Talita Fischer
Kurtz, Tatiana
Fereguetti, Tatiani Oliveira
de Oliveira, Thainara Conceição
Ribeiro, Yara Cristina Neves Marques Barbosa
Ramires, Yuri Carlotto
Polanczyk, Carísi Anne
Marcolino, Milena Soriano
author_facet Souza-Silva, Maira Viana Rego
Ziegelmann, Patricia Klarmann
Nobre, Vandack
Gomes, Virginia Mara Reis
Etges, Ana Paula Beck da Silva
Schwarzbold, Alexandre Vargas
Nunes, Aline Gabrielle Sousa
Maurílio, Amanda de Oliveira
Scotton, Ana Luiza Bahia Alves
Costa, André Soares de Moura
Glaeser, Andressa Barreto
Farace, Bárbara Lopes
Ribeiro, Bruno Nunes
Ramos, Carolina Marques
Cimini, Christiane Corrêa Rodrigues
de Carvalho, Cíntia Alcantara
Rempel, Claudete
Silveira, Daniel Vitório
Carazai, Daniela dos Reis
Ponce, Daniela
Pereira, Elayne Crestani
Kroger, Emanuele Marianne Souza
Manenti, Euler Roberto Fernandes
Cenci, Evelin Paola de Almeida
Lucas, Fernanda Barbosa
dos Santos, Fernanda Costa
Anschau, Fernando
Botoni, Fernando Antonio
Aranha, Fernando Graça
de Aguiar, Filipe Carrilho
Bartolazzi, Frederico
Crestani, Gabriela Petry
Vietta, Giovanna Grunewald
Nascimento, Guilherme Fagundes
Noal, Helena Carolina
Duani, Helena
Vianna, Heloisa Reniers
Guimarães, Henrique Cerqueira
de Alvarenga, Joice Coutinho
Chatkin, José Miguel
de Morais, Júlia Drumond Parreiras
Carvalho, Juliana da Silva Nogueira
Rugolo, Juliana Machado
Ruschel, Karen Brasil
Gomes, Lara de Barros Wanderley
de Oliveira, Leonardo Seixas
Zandoná, Liege Barella
Pinheiro, Lílian Santos
Pacheco, Liliane Souto
Menezes, Luanna da Silva Monteiro
Sousa, Lucas de Deus
de Moura, Luis Cesar Souto
Santos, Luisa Elem Almeida
Nasi, Luiz Antonio
Cabral, Máderson Alvares de Souza
Floriani, Maiara Anschau
Souza, Maíra Dias
Carneiro, Marcelo
de Godoy, Mariana Frizzo
Cardoso, Marilia Mastrocolla de Almeida
Nogueira, Matheus Carvalho Alves
Lima, Mauro Oscar Soares de Souza
de Figueiredo, Meire Pereira
Guimarães-Júnior, Milton Henriques
Sampaio, Natália da Cunha Severino
de Oliveira, Neimy Ramos
Andrade, Pedro Guido Soares
Assaf, Pedro Ledic
Martelli, Petrônio José de Lima
Martins, Raphael Castro
Valacio, Reginaldo Aparecido
Pozza, Roberta
Menezes, Rochele Mosmann
Mourato, Rodolfo Lucas Silva
de Abreu, Roger Mendes
Silva, Rufino de Freitas
Francisco, Saionara Cristina
Guimarães, Silvana Mangeon Mereilles
Araújo, Silvia Ferreira
Oliveira, Talita Fischer
Kurtz, Tatiana
Fereguetti, Tatiani Oliveira
de Oliveira, Thainara Conceição
Ribeiro, Yara Cristina Neves Marques Barbosa
Ramires, Yuri Carlotto
Polanczyk, Carísi Anne
Marcolino, Milena Soriano
author_sort Souza-Silva, Maira Viana Rego
collection PubMed
description The COVID-19 pandemic caused unprecedented pressure over health care systems worldwide. Hospital-level data that may influence the prognosis in COVID-19 patients still needs to be better investigated. Therefore, this study analyzed regional socioeconomic, hospital, and intensive care units (ICU) characteristics associated with in-hospital mortality in COVID-19 patients admitted to Brazilian institutions. This multicenter retrospective cohort study is part of the Brazilian COVID-19 Registry. We enrolled patients ≥ 18 years old with laboratory-confirmed COVID-19 admitted to the participating hospitals from March to September 2020. Patients’ data were obtained through hospital records. Hospitals’ data were collected through forms filled in loco and through open national databases. Generalized linear mixed models with logit link function were used for pooling mortality and to assess the association between hospital characteristics and mortality estimates. We built two models, one tested general hospital characteristics while the other tested ICU characteristics. All analyses were adjusted for the proportion of high-risk patients at admission. Thirty-one hospitals were included. The mean number of beds was 320.4 ± 186.6. These hospitals had eligible 6556 COVID-19 admissions during the study period. Estimated in-hospital mortality ranged from 9.0 to 48.0%. The first model included all 31 hospitals and showed that a private source of funding (β = − 0.37; 95% CI − 0.71 to − 0.04; p = 0.029) and location in areas with a high gross domestic product (GDP) per capita (β = − 0.40; 95% CI − 0.72 to − 0.08; p = 0.014) were independently associated with a lower mortality. The second model included 23 hospitals and showed that hospitals with an ICU work shift composed of more than 50% of intensivists (β = − 0.59; 95% CI − 0.98 to − 0.20; p = 0.003) had lower mortality while hospitals with a higher proportion of less experienced medical professionals had higher mortality (β = 0.40; 95% CI 0.11–0.68; p = 0.006). The impact of those association increased according to the proportion of high-risk patients at admission. In-hospital mortality varied significantly among Brazilian hospitals. Private-funded hospitals and those located in municipalities with a high GDP had a lower mortality. When analyzing ICU-specific characteristics, hospitals with more experienced ICU teams had a reduced mortality. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11739-022-03092-9.
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spelling pubmed-95103332022-09-26 Hospital characteristics associated with COVID-19 mortality: data from the multicenter cohort Brazilian Registry Souza-Silva, Maira Viana Rego Ziegelmann, Patricia Klarmann Nobre, Vandack Gomes, Virginia Mara Reis Etges, Ana Paula Beck da Silva Schwarzbold, Alexandre Vargas Nunes, Aline Gabrielle Sousa Maurílio, Amanda de Oliveira Scotton, Ana Luiza Bahia Alves Costa, André Soares de Moura Glaeser, Andressa Barreto Farace, Bárbara Lopes Ribeiro, Bruno Nunes Ramos, Carolina Marques Cimini, Christiane Corrêa Rodrigues de Carvalho, Cíntia Alcantara Rempel, Claudete Silveira, Daniel Vitório Carazai, Daniela dos Reis Ponce, Daniela Pereira, Elayne Crestani Kroger, Emanuele Marianne Souza Manenti, Euler Roberto Fernandes Cenci, Evelin Paola de Almeida Lucas, Fernanda Barbosa dos Santos, Fernanda Costa Anschau, Fernando Botoni, Fernando Antonio Aranha, Fernando Graça de Aguiar, Filipe Carrilho Bartolazzi, Frederico Crestani, Gabriela Petry Vietta, Giovanna Grunewald Nascimento, Guilherme Fagundes Noal, Helena Carolina Duani, Helena Vianna, Heloisa Reniers Guimarães, Henrique Cerqueira de Alvarenga, Joice Coutinho Chatkin, José Miguel de Morais, Júlia Drumond Parreiras Carvalho, Juliana da Silva Nogueira Rugolo, Juliana Machado Ruschel, Karen Brasil Gomes, Lara de Barros Wanderley de Oliveira, Leonardo Seixas Zandoná, Liege Barella Pinheiro, Lílian Santos Pacheco, Liliane Souto Menezes, Luanna da Silva Monteiro Sousa, Lucas de Deus de Moura, Luis Cesar Souto Santos, Luisa Elem Almeida Nasi, Luiz Antonio Cabral, Máderson Alvares de Souza Floriani, Maiara Anschau Souza, Maíra Dias Carneiro, Marcelo de Godoy, Mariana Frizzo Cardoso, Marilia Mastrocolla de Almeida Nogueira, Matheus Carvalho Alves Lima, Mauro Oscar Soares de Souza de Figueiredo, Meire Pereira Guimarães-Júnior, Milton Henriques Sampaio, Natália da Cunha Severino de Oliveira, Neimy Ramos Andrade, Pedro Guido Soares Assaf, Pedro Ledic Martelli, Petrônio José de Lima Martins, Raphael Castro Valacio, Reginaldo Aparecido Pozza, Roberta Menezes, Rochele Mosmann Mourato, Rodolfo Lucas Silva de Abreu, Roger Mendes Silva, Rufino de Freitas Francisco, Saionara Cristina Guimarães, Silvana Mangeon Mereilles Araújo, Silvia Ferreira Oliveira, Talita Fischer Kurtz, Tatiana Fereguetti, Tatiani Oliveira de Oliveira, Thainara Conceição Ribeiro, Yara Cristina Neves Marques Barbosa Ramires, Yuri Carlotto Polanczyk, Carísi Anne Marcolino, Milena Soriano Intern Emerg Med Im - Original The COVID-19 pandemic caused unprecedented pressure over health care systems worldwide. Hospital-level data that may influence the prognosis in COVID-19 patients still needs to be better investigated. Therefore, this study analyzed regional socioeconomic, hospital, and intensive care units (ICU) characteristics associated with in-hospital mortality in COVID-19 patients admitted to Brazilian institutions. This multicenter retrospective cohort study is part of the Brazilian COVID-19 Registry. We enrolled patients ≥ 18 years old with laboratory-confirmed COVID-19 admitted to the participating hospitals from March to September 2020. Patients’ data were obtained through hospital records. Hospitals’ data were collected through forms filled in loco and through open national databases. Generalized linear mixed models with logit link function were used for pooling mortality and to assess the association between hospital characteristics and mortality estimates. We built two models, one tested general hospital characteristics while the other tested ICU characteristics. All analyses were adjusted for the proportion of high-risk patients at admission. Thirty-one hospitals were included. The mean number of beds was 320.4 ± 186.6. These hospitals had eligible 6556 COVID-19 admissions during the study period. Estimated in-hospital mortality ranged from 9.0 to 48.0%. The first model included all 31 hospitals and showed that a private source of funding (β = − 0.37; 95% CI − 0.71 to − 0.04; p = 0.029) and location in areas with a high gross domestic product (GDP) per capita (β = − 0.40; 95% CI − 0.72 to − 0.08; p = 0.014) were independently associated with a lower mortality. The second model included 23 hospitals and showed that hospitals with an ICU work shift composed of more than 50% of intensivists (β = − 0.59; 95% CI − 0.98 to − 0.20; p = 0.003) had lower mortality while hospitals with a higher proportion of less experienced medical professionals had higher mortality (β = 0.40; 95% CI 0.11–0.68; p = 0.006). The impact of those association increased according to the proportion of high-risk patients at admission. In-hospital mortality varied significantly among Brazilian hospitals. Private-funded hospitals and those located in municipalities with a high GDP had a lower mortality. When analyzing ICU-specific characteristics, hospitals with more experienced ICU teams had a reduced mortality. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11739-022-03092-9. Springer International Publishing 2022-09-25 2022 /pmc/articles/PMC9510333/ /pubmed/36153772 http://dx.doi.org/10.1007/s11739-022-03092-9 Text en © The Author(s), under exclusive licence to Società Italiana di Medicina Interna (SIMI) 2022, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Im - Original
Souza-Silva, Maira Viana Rego
Ziegelmann, Patricia Klarmann
Nobre, Vandack
Gomes, Virginia Mara Reis
Etges, Ana Paula Beck da Silva
Schwarzbold, Alexandre Vargas
Nunes, Aline Gabrielle Sousa
Maurílio, Amanda de Oliveira
Scotton, Ana Luiza Bahia Alves
Costa, André Soares de Moura
Glaeser, Andressa Barreto
Farace, Bárbara Lopes
Ribeiro, Bruno Nunes
Ramos, Carolina Marques
Cimini, Christiane Corrêa Rodrigues
de Carvalho, Cíntia Alcantara
Rempel, Claudete
Silveira, Daniel Vitório
Carazai, Daniela dos Reis
Ponce, Daniela
Pereira, Elayne Crestani
Kroger, Emanuele Marianne Souza
Manenti, Euler Roberto Fernandes
Cenci, Evelin Paola de Almeida
Lucas, Fernanda Barbosa
dos Santos, Fernanda Costa
Anschau, Fernando
Botoni, Fernando Antonio
Aranha, Fernando Graça
de Aguiar, Filipe Carrilho
Bartolazzi, Frederico
Crestani, Gabriela Petry
Vietta, Giovanna Grunewald
Nascimento, Guilherme Fagundes
Noal, Helena Carolina
Duani, Helena
Vianna, Heloisa Reniers
Guimarães, Henrique Cerqueira
de Alvarenga, Joice Coutinho
Chatkin, José Miguel
de Morais, Júlia Drumond Parreiras
Carvalho, Juliana da Silva Nogueira
Rugolo, Juliana Machado
Ruschel, Karen Brasil
Gomes, Lara de Barros Wanderley
de Oliveira, Leonardo Seixas
Zandoná, Liege Barella
Pinheiro, Lílian Santos
Pacheco, Liliane Souto
Menezes, Luanna da Silva Monteiro
Sousa, Lucas de Deus
de Moura, Luis Cesar Souto
Santos, Luisa Elem Almeida
Nasi, Luiz Antonio
Cabral, Máderson Alvares de Souza
Floriani, Maiara Anschau
Souza, Maíra Dias
Carneiro, Marcelo
de Godoy, Mariana Frizzo
Cardoso, Marilia Mastrocolla de Almeida
Nogueira, Matheus Carvalho Alves
Lima, Mauro Oscar Soares de Souza
de Figueiredo, Meire Pereira
Guimarães-Júnior, Milton Henriques
Sampaio, Natália da Cunha Severino
de Oliveira, Neimy Ramos
Andrade, Pedro Guido Soares
Assaf, Pedro Ledic
Martelli, Petrônio José de Lima
Martins, Raphael Castro
Valacio, Reginaldo Aparecido
Pozza, Roberta
Menezes, Rochele Mosmann
Mourato, Rodolfo Lucas Silva
de Abreu, Roger Mendes
Silva, Rufino de Freitas
Francisco, Saionara Cristina
Guimarães, Silvana Mangeon Mereilles
Araújo, Silvia Ferreira
Oliveira, Talita Fischer
Kurtz, Tatiana
Fereguetti, Tatiani Oliveira
de Oliveira, Thainara Conceição
Ribeiro, Yara Cristina Neves Marques Barbosa
Ramires, Yuri Carlotto
Polanczyk, Carísi Anne
Marcolino, Milena Soriano
Hospital characteristics associated with COVID-19 mortality: data from the multicenter cohort Brazilian Registry
title Hospital characteristics associated with COVID-19 mortality: data from the multicenter cohort Brazilian Registry
title_full Hospital characteristics associated with COVID-19 mortality: data from the multicenter cohort Brazilian Registry
title_fullStr Hospital characteristics associated with COVID-19 mortality: data from the multicenter cohort Brazilian Registry
title_full_unstemmed Hospital characteristics associated with COVID-19 mortality: data from the multicenter cohort Brazilian Registry
title_short Hospital characteristics associated with COVID-19 mortality: data from the multicenter cohort Brazilian Registry
title_sort hospital characteristics associated with covid-19 mortality: data from the multicenter cohort brazilian registry
topic Im - Original
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9510333/
https://www.ncbi.nlm.nih.gov/pubmed/36153772
http://dx.doi.org/10.1007/s11739-022-03092-9
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AT santosluisaelemalmeida hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT nasiluizantonio hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT cabralmadersonalvaresdesouza hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT florianimaiaraanschau hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT souzamairadias hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT carneiromarcelo hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT degodoymarianafrizzo hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT cardosomariliamastrocolladealmeida hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT nogueiramatheuscarvalhoalves hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT limamaurooscarsoaresdesouza hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT defigueiredomeirepereira hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT guimaraesjuniormiltonhenriques hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT sampaionataliadacunhaseverino hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT deoliveiraneimyramos hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT andradepedroguidosoares hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT assafpedroledic hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT martellipetroniojosedelima hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT martinsraphaelcastro hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT valacioreginaldoaparecido hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT pozzaroberta hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT menezesrochelemosmann hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT mouratorodolfolucassilva hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT deabreurogermendes hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT silvarufinodefreitas hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT franciscosaionaracristina hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT guimaraessilvanamangeonmereilles hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT araujosilviaferreira hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT oliveiratalitafischer hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT kurtztatiana hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT fereguettitatianioliveira hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT deoliveirathainaraconceicao hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT ribeiroyaracristinanevesmarquesbarbosa hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT ramiresyuricarlotto hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT polanczykcarisianne hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry
AT marcolinomilenasoriano hospitalcharacteristicsassociatedwithcovid19mortalitydatafromthemulticentercohortbrazilianregistry