ABC2-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores

Autor: Mariana Frizzo de Godoy, Luana Martins Oliveira, Christiane Correa Rodrigues cimini, Fernando Antônio Botoni, Raquel Lutkmeier, Neimy Ramos de Oliveira, Andre Pinheiro Weber, Roberta Xavier Campos, Andressa Barreto Glaeser, Cintia Alcantara de Carvalho, Renan Goulart Finger, Israel Júnior Borges do Nascimento, Yuri Carlotto Ramires, Carolina Marques Ramos, Angelinda Rezende Bhering, Karina Paula Medeiros Prado Martins, Julia Drumond Parreiras de Morais, Rufino de Freitas Silva, Heloisa Reniers Vianna, Amanda de Oliveira Maurilio, Luis Cesar Souto de Moura, Giovanna Grunewald Vietta, Alexandre Vargas Schwarzbold, Daniel Taiar Marinho Oliveira Ferrara, Maíra Viana Rego Souza-Silva, Milton Henriques Guimarães-Júnior, Luís César de Castro, Thaiza Simonia Marinho Albino de Araujo, Silvia Ferreira Araujo, Caroline Danubia Gomes, Marilia Mastrocolla de Almeida Cardoso, Berta Raventós, Milena Soriano Marcolino, Saionara Cristina Francisco, Rafael Guimarães Tavares da Silva, José Miguel Chatkin, Carisi Anne Polanczyk, Raphael Castro Martins, Lucas de Deus Sousa, Susany Anastacia Pereira, Eric Boersma, Pedro Ledic Assaf, Patricia Klarmann Ziegelmann, Karen Cristina Jung Rech Pontes, Tatiana Kurtz, Roger Mendes de Abreu, Petrônio José de Lima Martelli, Angelica Aparecida Coelho Madureira, Carla Thais Candida Alves da Silva, Lilian Santos Pinheiro, Luanna da Silva Monteiro, Frederico Bartolazzi, Kauane Aline Maciel dos Santos, Natalia Lima Rangel, Marcela Goncalves Trindade Tofani, Maria Aparecida Camargos Bicalho, Natalia da Cunha Severino Sampaio, Virginia Mara Reis Gomes, Maria Angelica Pires Ferreira, Luisa Elem Almeida Santos, Bruno Mateus de Castro, Thaís Lorenna Souza Sales, Ana Luiza Bahia Alves Scotton, Joanna d'Arc L. Batista, Fernando Graca Aranha, Thainara Conceicao de Oliveira, Fernando Anschau, Felipe Barbosa Vallt, Thulio Henrique Oliveira Diniz, Rafael Lima Rodrigues de Carvalho, Guilherme Fagundes Nascimento, Roberta Pozza, Elayne Crestani Pereira, Máderson Alvares de Souza Cabral, Rodolfo Lucas Silva Mourato, Isabela Moraes Gomes, Julia Di Sabatino Santos Guimaraes, Ana Paula Beck da Silva Etges, Luciana Siuves Ferreira Couto, Gisele Alsina Nader Bastos, Juliana Machado Rugolo, Rochele Mosmann Menezes, L. E. F. Ramos, Liliane Souto Pacheco, Helena Carolina Noal, Veridiana Baldon dos Santos Santos, Henrique Cerqueira Guimaraes, Matheus Carvalho Alves Nogueira, Ricardo Bertoglio Cardoso, Glicia Cristina de Castro Madeira, Daniela Ponce, Helena Duani, Vitor Augusto Lima do Vale, Marcelo Carneiro, Leonardo Seixas de Oliveira, Talita Fischer Oliveira, Emanuele Marianne Souza Kroger, Israel Molina, Natalia Trifiletti Crespo, Edilson Cezar, Karen Brasil Ruschel, Tatiani Oliveira Fereguetti, Rafaela dos Santos Charao de Almeida, Joice Coutinho de Alvarenga, Maiara Anschau Floriani, Maira Dias Souza, Adrián Sánchez-Montalvá, Barbara Lopes Farace, Maria Clara Pontello Barbosa Lima, Meire Pereira de Figueiredo, Luciane Kopittke, Gabriela Petry Crestani, Andre Soares de Moura Costa, Silvana Mangeon Meirelles Guimarães, Fernanda Barbosa Lucas, Reginaldo Aparecido Valacio, Daniel Vitorio Silveira, Magda Carvalho Pires

Publikováno v: International Journal of Infectious Diseases, 110, 281-308. Elsevier
International Journal of Infectious Diseases, Vol 110, Iss, Pp 281-308 (2021)
International Journal of Infectious Diseases
Scopus
Repositório Institucional da UNESP
Universidade Estadual Paulista (UNESP)
instacron:UNESP
Scientia

Made available in DSpace on 2022-04-29T08:31:56Z (GMT). No. of bitstreams: 0 Previous issue date: 2021-09-01 Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) Objectives: The majority of available scores to assess mortality risk

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::69f6f877a7b953a6d4a1d3626f31fa8a
https://doi.org/10.1016/j.ijid.2021.07.049

Effectiveness, Explainability and Reliability of Machine Meta-Learning Methods for Predicting Mortality in Patients with COVID-19: Results of the Brazilian COVID-19 Registry

Autor: Daniela Ponce, Roberta Senger, Rufino de Freitas Silva, Elayne Crestani Pereira, Pedro Ledic Assaf, Maria Angelica Pires Ferreira, Adriana Falangola Benjamin Bezerra, Heloisa Reniers Vianna, Milena Soriano Marcolino, Saionara Cristina Francisco, Natalia da Cunha Severino Sampaio, Fernanda D'Athayde Rodrigues, Maiara Anschau Floriani, Ana Luiza Bahia Alves Scotton, Fernando Graca Aranha, Neimy Ramos de Oliveira, Yara Neves Marques Barbosa Ribeiro, Máderson Alvares de Souza Cabral, Maria Aparecida Camargos Bicalho, Giovanna Grunewald Vietta, José Miguel Chatkin, Maria Clara Pontello Barbosa Lima, Thaís Lorenna Souza Sales, Thainara Conceicao de Oliveira, Amanda de Oliveira Maurilio, Barbara Lopes Farace, Cláudio Moisés Valiense de Andrade, Rochele Mosmann Menezes, Milton Henriques Guimaraes Junior, Raquel Lutkmeier, Magda Cesar Raposo, Renan Goulart Finger, Marcelo Carneiro, Tatiana Kurtz, Andriele Abreu Castro, Fernando Anschau, Lucas de Deus Sousa, Mariana Frizzo de Godoy, Luisa Elem Almeida Santos, Meire Pereira de Figueiredo, Luciane Kopittke, Monica Aparecida de Paula De Sordi, Leonardo Seixas de Oliveira, Christiane Correa Rodrigues cimini, Luciano de Souza Viana, Talita Fischer Oliveira, Yuri Carlotto Ramires, Fernando Antônio Botoni, Luisa Argolo Assis, Polianna Delfino Pereira, Cintia Alcantara de Carvalho, Rafael Guimarães Tavares da Silva, Bruno Barbosa Miranda de Paiva, Andre Soares de Moura Costa, Guilherme Fagundes Nascimento, Joice Coutinho de Alvarenga, Gisele Alsina Nader Bastos, Rafael Lima Rodrigues de Carvalho, Karina Paula Medeiros Prado Martins, Julia Drumond Parreiras de Morais, Matheus Carvalho Alves Nogueira, Luís César de Castro, Helena Duani, Julia Di Sabatino Santos Guimaraes, Alexandre Vargas Schwarzbold, Helena Carolina Noal, Virginia Mara Reis Gomes, Thulio Henrique Oliveira Diniz, Evelin Paola de Almeida Cenci, Marcos André Gonçalves, Jamille Hemetrio Salles Martins Costa, Lilian Santos Pinheiro, Maíra Viana Rego Souza e Silva, Silvia Ferreira Araujo, Aline Gabrielle Sousa Nunes, Luanna da Silva Monteiro, Frederico Bartolazzi, Leila Beltrami Moreira, Fernanda Barbosa Lucas, Reginaldo Aparecido Valacio, Daniel Vitorio Silveira, Magda Carvalho Pires, L. E. F. Ramos, Joanna d'Arc Lyra Batista, Henrique Cerqueira Guimaraes, Euler Roberto Fernandes Manenti, Isabela Moraes Gomes, Karen Brasil Ruschel, Tatiani Oliveira Fereguetti, Silvana Mangeon Mereilles Guimaraes, Liege Barella Zandona, Jessica Rayane Correa Silva da Fonseca, Juliana Machado Rugolo

ObjectiveTo provide a thorough comparative study among state-of-the-art machine learning methods and statistical methods for determining in-hospital mortality in COVID-19 patients using data upon hospital admission; to study the reliability of the pr

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::55770af071962149e2d1fb907b9fe33d
https://doi.org/10.1101/2021.11.01.21265527

ABC2-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores

Autor: Natalia Lima Rangel, Daniel Taiar Marinho Oliveira Ferrara, Natalia da Cunha Severino Sampaio, Máderson Alvares de Souza Cabral, Angelinda Rezende Bhering, Emanuele Marianne Souza Kroger, Rafael Lima Rodrigues de Carvalho, Lucas de Deus Sousa, Ana Luiza Bahia Alves Scotton, Roger Mendes de Abreu, Fernando Graca Aranha, Meire Pereira de Figueiredo, Guilherme Fagundes Nascimento, Luanna da Silva Monteiro, Frederico Bartolazzi, Juliana Machado Rugolo, Maria Aparecida Camargos Bicalho, Luciana Siuves Ferreira Couto, Rochele Mosmann Menezes, Luciane Kopittke, Natalia Trifiletti Crespo, Daniela Ponce, Eric Boersma, Patricia Klarmann Ziegelmann, Amanda de Oliveira Maurilio, Carisi Anne Polanczyk, Raquel Lutkmeier, Christiane Correa Rodrigues cimini, Bruno Mateus de Castro, Giovanna Grunewald Vietta, José Miguel Chatkin, Neimy Ramos de Oliveira, Thaís Lorenna Souza Sales, Lilian Santos Pinheiro, Angelica Aparecida Coelho Madureira, Gisele Alsina Nader Bastos, Elayne Crestani Pereira, Fernanda Barbosa Lucas, Karen Cristina Jung Rech Pontes, Maria Angelica Pires Ferreira, Liliane Souto Pacheco, Raphael Castro Martins, Andre Soares de Moura Costa, Helena Duani, Roberta Xavier Campos, Andre Pinheiro Weber, Matheus Carvalho Alves Nogueira, Rodolfo Lucas Silva Mourato, Silvia Ferreira Araujo, Renan Goulart Finger, Adrian Sanchez Montalva, Reginaldo Aparecido Valacio, Daniel Vitorio Silveira, Magda Carvalho Pires, Maíra Viana Rego Souza e Silva, Marcela Goncalves Trindade Tofani, Milena Soriano Marcolino, Saionara Cristina Francisco, Karen Brasil Ruschel, Tatiani Oliveira Fereguetti, L. E. F. Ramos, Israel Júnior Borges do Nascimento, Thaiza Simonia Marinho Albino de Araujo, Silvana Mangeon Mereilles Guimaraes, Rafaela dos Santos Charao de Almeida, Marcus Vinicius de Melo Andrade, Joanna d'Arc Lyra Batista, Andressa Barreto Glaeser, Veridiana Baldon dos Santos Santos, Henrique Cerqueira Guimaraes, Vitor Augusto Lima do Vale, Joice Coutinho de Alvarenga, Heloisa Reniers Vianna, Ricardo Bertoglio Cardoso, Petrônio José de Lima Martelli, Glicia Cristina de Castro Madeira, Fernando Anschau, Tatiana Kurtz, Milton Henriques Guimaraes Junior, Maria Clara Pontello Barbosa Lima, Mariana Frizzo de Godoy, Luana Martins Oliveira, Kauane Aline Maciel dos Santos, Gabriela Petry Crestani, Luisa Elem Almeida Santos, Fernando Antônio Botoni, Carla Thais Candida Alves da Silva, Felipe Barbosa Vallt, Rufino de Freitas Silva, Cintia Alcantara de Carvalho, Barbara Lopes Farace, Diego Henrique de Vasconcelos, Luis Cesar Souto de Moura, Alexandre Vargas Schwarbold, Karina Paula Medeiros Prado Martins, Julia Drumond Parreiras de Morais, Luís César de Castro, Pedro Ledic Assaf, Maiara Anschau Floriani, Roberta Pozza, Maira Dias Souza, Isabela Moraes Gomes, Susany Anastacia Pereira, Thainara Conceicao de Oliveira, Yuri Carlotto Ramires, Carolina Marques Ramos, Israel Molina Romero, Caroline Danubia Gomes, Rafael Guimarães Tavares da Silva, Marilia Mastrocolla de Almeida Cardoso, Berta Raventós, Leonardo Seixas de Oliveira, Virginia Mara Reis Gomes, Talita Fischer Oliveira, Thulio Henrique Oliveira Diniz, Julia Di Sabatino Santos Guimaraes, Ana Paula Beck da Silva Etges, Helena Carolina Noal, Marcelo Carneiro, Edilson Cezar

ObjectiveTo develop and validate a rapid scoring system at hospital admission for predicting in-hospital mortality in patients hospitalized with coronavirus disease 19 (COVID-19), and to compare this score with other existing ones.DesignCohort studyS

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::00205d9e12af4c693d4f165f1c43a72d
https://doi.org/10.1101/2021.02.01.21250306

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

Autor: Bruno Barbosa Miranda de Paiva, Polianna Delfino Pereira, Claudio Moisés Valiense de Andrade, Virginia Mara Reis Gomes, Maira Viana Rego Souza-Silva, Karina Paula Medeiros Prado Martins, Thaís Lorenna Souza Sales, Rafael Lima Rodrigues de Carvalho, Magda Carvalho Pires, Lucas Emanuel Ferreira Ramos, Rafael Tavares Silva, Alessandra de Freitas Martins Vieira, Aline Gabrielle Sousa Nunes, Alzira de Oliveira Jorge, Amanda de Oliveira Maurílio, Ana Luiza Bahia Alves Scotton, Carla Thais Candida Alves da Silva, Christiane Corrêa Rodrigues Cimini, Daniela Ponce, Elayne Crestani Pereira, Euler Roberto Fernandes Manenti, Fernanda d’Athayde Rodrigues, Fernando Anschau, Fernando Antônio Botoni, Frederico Bartolazzi, Genna Maira Santos Grizende, Helena Carolina Noal, Helena Duani, Isabela Moraes Gomes, Jamille Hemétrio Salles Martins Costa, Júlia di Sabatino Santos Guimarães, Julia Teixeira Tupinambás, Juliana Machado Rugolo, Joanna d’Arc Lyra Batista, Joice Coutinho de Alvarenga, José Miguel Chatkin, Karen Brasil Ruschel, Liege Barella Zandoná, Lílian Santos Pinheiro, Luanna Silva Monteiro Menezes, Lucas Moyses Carvalho de Oliveira, Luciane Kopittke, Luisa Argolo Assis, Luiza Margoto Marques, Magda Cesar Raposo, Maiara Anschau Floriani, Maria Aparecida Camargos Bicalho, Matheus Carvalho Alves Nogueira, Neimy Ramos de Oliveira, Patricia Klarmann Ziegelmann, Pedro Gibson Paraiso, Petrônio José de Lima Martelli, Roberta Senger, Rochele Mosmann Menezes, Saionara Cristina Francisco, Silvia Ferreira Araújo, Tatiana Kurtz, Tatiani Oliveira Fereguetti, Thainara Conceição de Oliveira, Yara Cristina Neves Marques Barbosa Ribeiro, Yuri Carlotto Ramires, Maria Clara Pontello Barbosa Lima, Marcelo Carneiro, Adriana Falangola Benjamin Bezerra, Alexandre Vargas Schwarzbold, André Soares de Moura Costa, Barbara Lopes Farace, Daniel Vitorio Silveira, Evelin Paola de Almeida Cenci, Fernanda Barbosa Lucas, Fernando Graça Aranha, Gisele Alsina Nader Bastos, Giovanna Grunewald Vietta, Guilherme Fagundes Nascimento, Heloisa Reniers Vianna, Henrique Cerqueira Guimarães, Julia Drumond Parreiras de Morais, Leila Beltrami Moreira, Leonardo Seixas de Oliveira, Lucas de Deus Sousa, Luciano de Souza Viana, Máderson Alvares de Souza Cabral, Maria Angélica Pires Ferreira, Mariana Frizzo de Godoy, Meire Pereira de Figueiredo, Milton Henriques Guimarães-Junior, Mônica Aparecida de Paula de Sordi, Natália da Cunha Severino Sampaio, Pedro Ledic Assaf, Raquel Lutkmeier, Reginaldo Aparecido Valacio, Renan Goulart Finger, Rufino de Freitas, Silvana Mangeon Meirelles Guimarães, Talita Fischer Oliveira, Thulio Henrique Oliveira Diniz, Marcos André Gonçalves, Milena Soriano Marcolino

Publikováno v: Scientific Reports, Vol 13, Iss 1, Pp 1-18 (2023)

Abstract The majority of early prediction scores and methods to predict COVID-19 mortality are bound by methodological flaws and technological limitations (e.g., the use of a single prediction model). Our aim is to provide a thorough comparative stud

Externí odkaz: https://doaj.org/article/1e9a5a30d36940cab636f04ceac67f26

Development and validation of the MMCD score to predict kidney replacement therapy in COVID-19 patients

Autor: Flávio de Azevedo Figueiredo, Lucas Emanuel Ferreira Ramos, Rafael Tavares Silva, Daniela Ponce, Rafael Lima Rodrigues de Carvalho, Alexandre Vargas Schwarzbold, Amanda de Oliveira Maurílio, Ana Luiza Bahia Alves Scotton, Andresa Fontoura Garbini, Bárbara Lopes Farace, Bárbara Machado Garcia, Carla Thais Cândida Alves da Silva, Christiane Corrêa Rodrigues Cimini, Cíntia Alcantara de Carvalho, Cristiane dos Santos Dias, Daniel Vitório Silveira, Euler Roberto Fernandes Manenti, Evelin Paola de Almeida Cenci, Fernando Anschau, Fernando Graça Aranha, Filipe Carrilho de Aguiar, Frederico Bartolazzi, Giovanna Grunewald Vietta, Guilherme Fagundes Nascimento, Helena Carolina Noal, Helena Duani, Heloisa Reniers Vianna, Henrique Cerqueira Guimarães, Joice Coutinho de Alvarenga, José Miguel Chatkin, Júlia Drumond Parreiras de Morais, Juliana Machado-Rugolo, Karen Brasil Ruschel, Karina Paula Medeiros Prado Martins, Luanna Silva Monteiro Menezes, Luciana Siuves Ferreira Couto, Luís César de Castro, Luiz Antônio Nasi, Máderson Alvares de Souza Cabral, Maiara Anschau Floriani, Maíra Dias Souza, Maira Viana Rego Souza-Silva, Marcelo Carneiro, Mariana Frizzo de Godoy, Maria Aparecida Camargos Bicalho, Maria Clara Pontello Barbosa Lima, Márlon Juliano Romero Aliberti, Matheus Carvalho Alves Nogueira, Matheus Fernandes Lopes Martins, Milton Henriques Guimarães-Júnior, Natália da Cunha Severino Sampaio, Neimy Ramos de Oliveira, Patricia Klarmann Ziegelmann, Pedro Guido Soares Andrade, Pedro Ledic Assaf, Petrônio José de Lima Martelli, Polianna Delfino-Pereira, Raphael Castro Martins, Rochele Mosmann Menezes, Saionara Cristina Francisco, Silvia Ferreira Araújo, Talita Fischer Oliveira, Thainara Conceição de Oliveira, Thaís Lorenna Souza Sales, Thiago Junqueira Avelino-Silva, Yuri Carlotto Ramires, Magda Carvalho Pires, Milena Soriano Marcolino

Publikováno v: BMC Medicine, Vol 20, Iss 1, Pp 1-13 (2022)

Abstract Background Acute kidney injury (AKI) is frequently associated with COVID-19, and the need for kidney replacement therapy (KRT) is considered an indicator of disease severity. This study aimed to develop a prognostic score for predicting the

Externí odkaz: https://doaj.org/article/f0e4836c3df3467e884b96b861f1c259