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ABC(2)-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores
OBJECTIVES: The majority of available scores to assess mortality risk of coronavirus disease 2019 (COVID-19) patients in the emergency department have high risk of bias. Therefore, this cohort aimed to develop and validate a score at hospital admission for predicting in-hospital mortality in COVID-1...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Authors. Published by Elsevier Ltd on behalf of International Society for Infectious Diseases.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8302820/ https://www.ncbi.nlm.nih.gov/pubmed/34311100 http://dx.doi.org/10.1016/j.ijid.2021.07.049 |
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author | Marcolino, Milena S. Pires, Magda C. Ramos, Lucas Emanuel F. Silva, Rafael T. Oliveira, Luana M. Carvalho, Rafael L.R. Mourato, Rodolfo Lucas S. Sánchez-Montalvá, Adrián Raventós, Berta Anschau, Fernando Chatkin, José Miguel Nogueira, Matheus C.A. Guimarães-Júnior, Milton H. Vietta, Giovanna G. Duani, Helena Ponce, Daniela Ziegelmann, Patricia K. Castro, Luís C. Ruschel, Karen B. Cimini, Christiane C.R. Francisco, Saionara C. Floriani, Maiara A. Nascimento, Guilherme F. Farace, Bárbara L. Monteiro, Luanna S. Souza-Silva, Maira V.R. Sales, Thais L.S. Martins, Karina Paula M.P. Borges do Nascimento, Israel J. Fereguetti, Tatiani O. Ferrara, Daniel T.M.O. Botoni, Fernando A. Etges, Ana Paula B.S. Schwarzbold, Alexandre V. Maurílio, Amanda O. Scotton, Ana Luiza B.A. Weber, André P. Costa, André S.M. Glaeser, Andressa B. Madureira, Angélica Aparecida C. Bhering, Angelinda R. de Castro, Bruno Mateus da Silva, Carla Thais C.A. Ramos, Carolina M. Gomes, Caroline D. de Carvalho, Cíntia A. Silveira, Daniel V. Cezar, Edilson Pereira, Elayne C. Kroger, Emanuele Marianne S. Vallt, Felipe B. Lucas, Fernanda B. Aranha, Fernando G. Bartolazzi, Frederico Crestani, Gabriela P. Bastos, Gisele A.N. Madeira, Glícia Cristina de C. Noal, Helena Carolina Vianna, Heloisa R. Guimarães, Henrique C. Gomes, Isabela M. Molina, Israel Batista, Joanna d'Arc L. de Alvarenga, Joice C. Guimarães, Júlia D.S.S. de Morais, Júlia D.P. Rugolo, Juliana M. Pontes, Karen Cristina J.R. dos Santos, Kauane Aline M. de Oliveira, Leonardo S. Pinheiro, Lílian S. Pacheco, Liliane S. Sousa, Lucas de D. Couto, Luciana S.F. Kopittke, Luciane de Moura, Luis Cesar S. Santos, Luisa Elem A. Cabral, Máderson A.S. Souza, Maíra D. Tofani, Marcela G.T. Carneiro, Marcelo Ferreira, Maria Angélica P. Bicalho, Maria Aparecida C. Lima, Maria Clara P.B. Godoy, Mariana F. Cardoso, Marilia M.A. Figueiredo, Meire P. Sampaio, Natália C.S. Rangel, Natália L. Crespo, Natália T. de Oliveira, Neimy R. Assaf, Pedro L. Martelli, Petrônio José de L. Almeida, Rafaela S.C. Martins, Raphael C. Lutkmeier, Raquel Valacio, Reginaldo Aparecido Finger, Renan G. Cardoso, Ricardo B. Pozza, Roberta Campos, Roberta X. Menezes, Rochele M. de Abreu, Roger M. Silva, Rufino de F. Guimarães, Silvana M.M. Araújo, Silvia F. Pereira, Susany Anastácia Oliveira, Talita F. Kurtz, Tatiana de Oliveira, Thainara C. Araújo, Thaíza Simônia M.A. Diniz, Thulio Henrique O. dos Santos, Veridiana B. Gomes, Virginia Mara R. do Vale, Vitor Augusto L. Ramires, Yuri C. Boersma, Eric Polanczyk, Carisi A. |
author_facet | Marcolino, Milena S. Pires, Magda C. Ramos, Lucas Emanuel F. Silva, Rafael T. Oliveira, Luana M. Carvalho, Rafael L.R. Mourato, Rodolfo Lucas S. Sánchez-Montalvá, Adrián Raventós, Berta Anschau, Fernando Chatkin, José Miguel Nogueira, Matheus C.A. Guimarães-Júnior, Milton H. Vietta, Giovanna G. Duani, Helena Ponce, Daniela Ziegelmann, Patricia K. Castro, Luís C. Ruschel, Karen B. Cimini, Christiane C.R. Francisco, Saionara C. Floriani, Maiara A. Nascimento, Guilherme F. Farace, Bárbara L. Monteiro, Luanna S. Souza-Silva, Maira V.R. Sales, Thais L.S. Martins, Karina Paula M.P. Borges do Nascimento, Israel J. Fereguetti, Tatiani O. Ferrara, Daniel T.M.O. Botoni, Fernando A. Etges, Ana Paula B.S. Schwarzbold, Alexandre V. Maurílio, Amanda O. Scotton, Ana Luiza B.A. Weber, André P. Costa, André S.M. Glaeser, Andressa B. Madureira, Angélica Aparecida C. Bhering, Angelinda R. de Castro, Bruno Mateus da Silva, Carla Thais C.A. Ramos, Carolina M. Gomes, Caroline D. de Carvalho, Cíntia A. Silveira, Daniel V. Cezar, Edilson Pereira, Elayne C. Kroger, Emanuele Marianne S. Vallt, Felipe B. Lucas, Fernanda B. Aranha, Fernando G. Bartolazzi, Frederico Crestani, Gabriela P. Bastos, Gisele A.N. Madeira, Glícia Cristina de C. Noal, Helena Carolina Vianna, Heloisa R. Guimarães, Henrique C. Gomes, Isabela M. Molina, Israel Batista, Joanna d'Arc L. de Alvarenga, Joice C. Guimarães, Júlia D.S.S. de Morais, Júlia D.P. Rugolo, Juliana M. Pontes, Karen Cristina J.R. dos Santos, Kauane Aline M. de Oliveira, Leonardo S. Pinheiro, Lílian S. Pacheco, Liliane S. Sousa, Lucas de D. Couto, Luciana S.F. Kopittke, Luciane de Moura, Luis Cesar S. Santos, Luisa Elem A. Cabral, Máderson A.S. Souza, Maíra D. Tofani, Marcela G.T. Carneiro, Marcelo Ferreira, Maria Angélica P. Bicalho, Maria Aparecida C. Lima, Maria Clara P.B. Godoy, Mariana F. Cardoso, Marilia M.A. Figueiredo, Meire P. Sampaio, Natália C.S. Rangel, Natália L. Crespo, Natália T. de Oliveira, Neimy R. Assaf, Pedro L. Martelli, Petrônio José de L. Almeida, Rafaela S.C. Martins, Raphael C. Lutkmeier, Raquel Valacio, Reginaldo Aparecido Finger, Renan G. Cardoso, Ricardo B. Pozza, Roberta Campos, Roberta X. Menezes, Rochele M. de Abreu, Roger M. Silva, Rufino de F. Guimarães, Silvana M.M. Araújo, Silvia F. Pereira, Susany Anastácia Oliveira, Talita F. Kurtz, Tatiana de Oliveira, Thainara C. Araújo, Thaíza Simônia M.A. Diniz, Thulio Henrique O. dos Santos, Veridiana B. Gomes, Virginia Mara R. do Vale, Vitor Augusto L. Ramires, Yuri C. Boersma, Eric Polanczyk, Carisi A. |
author_sort | Marcolino, Milena S. |
collection | PubMed |
description | OBJECTIVES: The majority of available scores to assess mortality risk of coronavirus disease 2019 (COVID-19) patients in the emergency department have high risk of bias. Therefore, this cohort aimed to develop and validate a score at hospital admission for predicting in-hospital mortality in COVID-19 patients and to compare this score with other existing ones. METHODS: Consecutive patients (≥ 18 years) with confirmed COVID-19 admitted to the participating hospitals were included. Logistic regression analysis was performed to develop a prediction model for in-hospital mortality, based on the 3978 patients admitted between March–July, 2020. The model was validated in the 1054 patients admitted during August–September, as well as in an external cohort of 474 Spanish patients. RESULTS: Median (25–75th percentile) age of the model-derivation cohort was 60 (48–72) years, and in-hospital mortality was 20.3%. The validation cohorts had similar age distribution and in-hospital mortality. Seven significant variables were included in the risk score: age, blood urea nitrogen, number of comorbidities, C-reactive protein, SpO(2)/FiO(2) ratio, platelet count, and heart rate. The model had high discriminatory value (AUROC 0.844, 95% CI 0.829–0.859), which was confirmed in the Brazilian (0.859 [95% CI 0.833–0.885]) and Spanish (0.894 [95% CI 0.870–0.919]) validation cohorts, and displayed better discrimination ability than other existing scores. It is implemented in a freely available online risk calculator (https://abc2sph.com/). CONCLUSIONS: An easy-to-use rapid scoring system based on characteristics of COVID-19 patients commonly available at hospital presentation was designed and validated for early stratification of in-hospital mortality risk of patients with COVID-19. |
format | Online Article Text |
id | pubmed-8302820 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | The Authors. Published by Elsevier Ltd on behalf of International Society for Infectious Diseases. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83028202021-07-26 ABC(2)-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores Marcolino, Milena S. Pires, Magda C. Ramos, Lucas Emanuel F. Silva, Rafael T. Oliveira, Luana M. Carvalho, Rafael L.R. Mourato, Rodolfo Lucas S. Sánchez-Montalvá, Adrián Raventós, Berta Anschau, Fernando Chatkin, José Miguel Nogueira, Matheus C.A. Guimarães-Júnior, Milton H. Vietta, Giovanna G. Duani, Helena Ponce, Daniela Ziegelmann, Patricia K. Castro, Luís C. Ruschel, Karen B. Cimini, Christiane C.R. Francisco, Saionara C. Floriani, Maiara A. Nascimento, Guilherme F. Farace, Bárbara L. Monteiro, Luanna S. Souza-Silva, Maira V.R. Sales, Thais L.S. Martins, Karina Paula M.P. Borges do Nascimento, Israel J. Fereguetti, Tatiani O. Ferrara, Daniel T.M.O. Botoni, Fernando A. Etges, Ana Paula B.S. Schwarzbold, Alexandre V. Maurílio, Amanda O. Scotton, Ana Luiza B.A. Weber, André P. Costa, André S.M. Glaeser, Andressa B. Madureira, Angélica Aparecida C. Bhering, Angelinda R. de Castro, Bruno Mateus da Silva, Carla Thais C.A. Ramos, Carolina M. Gomes, Caroline D. de Carvalho, Cíntia A. Silveira, Daniel V. Cezar, Edilson Pereira, Elayne C. Kroger, Emanuele Marianne S. Vallt, Felipe B. Lucas, Fernanda B. Aranha, Fernando G. Bartolazzi, Frederico Crestani, Gabriela P. Bastos, Gisele A.N. Madeira, Glícia Cristina de C. Noal, Helena Carolina Vianna, Heloisa R. Guimarães, Henrique C. Gomes, Isabela M. Molina, Israel Batista, Joanna d'Arc L. de Alvarenga, Joice C. Guimarães, Júlia D.S.S. de Morais, Júlia D.P. Rugolo, Juliana M. Pontes, Karen Cristina J.R. dos Santos, Kauane Aline M. de Oliveira, Leonardo S. Pinheiro, Lílian S. Pacheco, Liliane S. Sousa, Lucas de D. Couto, Luciana S.F. Kopittke, Luciane de Moura, Luis Cesar S. Santos, Luisa Elem A. Cabral, Máderson A.S. Souza, Maíra D. Tofani, Marcela G.T. Carneiro, Marcelo Ferreira, Maria Angélica P. Bicalho, Maria Aparecida C. Lima, Maria Clara P.B. Godoy, Mariana F. Cardoso, Marilia M.A. Figueiredo, Meire P. Sampaio, Natália C.S. Rangel, Natália L. Crespo, Natália T. de Oliveira, Neimy R. Assaf, Pedro L. Martelli, Petrônio José de L. Almeida, Rafaela S.C. Martins, Raphael C. Lutkmeier, Raquel Valacio, Reginaldo Aparecido Finger, Renan G. Cardoso, Ricardo B. Pozza, Roberta Campos, Roberta X. Menezes, Rochele M. de Abreu, Roger M. Silva, Rufino de F. Guimarães, Silvana M.M. Araújo, Silvia F. Pereira, Susany Anastácia Oliveira, Talita F. Kurtz, Tatiana de Oliveira, Thainara C. Araújo, Thaíza Simônia M.A. Diniz, Thulio Henrique O. dos Santos, Veridiana B. Gomes, Virginia Mara R. do Vale, Vitor Augusto L. Ramires, Yuri C. Boersma, Eric Polanczyk, Carisi A. Int J Infect Dis Article OBJECTIVES: The majority of available scores to assess mortality risk of coronavirus disease 2019 (COVID-19) patients in the emergency department have high risk of bias. Therefore, this cohort aimed to develop and validate a score at hospital admission for predicting in-hospital mortality in COVID-19 patients and to compare this score with other existing ones. METHODS: Consecutive patients (≥ 18 years) with confirmed COVID-19 admitted to the participating hospitals were included. Logistic regression analysis was performed to develop a prediction model for in-hospital mortality, based on the 3978 patients admitted between March–July, 2020. The model was validated in the 1054 patients admitted during August–September, as well as in an external cohort of 474 Spanish patients. RESULTS: Median (25–75th percentile) age of the model-derivation cohort was 60 (48–72) years, and in-hospital mortality was 20.3%. The validation cohorts had similar age distribution and in-hospital mortality. Seven significant variables were included in the risk score: age, blood urea nitrogen, number of comorbidities, C-reactive protein, SpO(2)/FiO(2) ratio, platelet count, and heart rate. The model had high discriminatory value (AUROC 0.844, 95% CI 0.829–0.859), which was confirmed in the Brazilian (0.859 [95% CI 0.833–0.885]) and Spanish (0.894 [95% CI 0.870–0.919]) validation cohorts, and displayed better discrimination ability than other existing scores. It is implemented in a freely available online risk calculator (https://abc2sph.com/). CONCLUSIONS: An easy-to-use rapid scoring system based on characteristics of COVID-19 patients commonly available at hospital presentation was designed and validated for early stratification of in-hospital mortality risk of patients with COVID-19. The Authors. Published by Elsevier Ltd on behalf of International Society for Infectious Diseases. 2021-09 2021-07-24 /pmc/articles/PMC8302820/ /pubmed/34311100 http://dx.doi.org/10.1016/j.ijid.2021.07.049 Text en © 2021 The Authors Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Marcolino, Milena S. Pires, Magda C. Ramos, Lucas Emanuel F. Silva, Rafael T. Oliveira, Luana M. Carvalho, Rafael L.R. Mourato, Rodolfo Lucas S. Sánchez-Montalvá, Adrián Raventós, Berta Anschau, Fernando Chatkin, José Miguel Nogueira, Matheus C.A. Guimarães-Júnior, Milton H. Vietta, Giovanna G. Duani, Helena Ponce, Daniela Ziegelmann, Patricia K. Castro, Luís C. Ruschel, Karen B. Cimini, Christiane C.R. Francisco, Saionara C. Floriani, Maiara A. Nascimento, Guilherme F. Farace, Bárbara L. Monteiro, Luanna S. Souza-Silva, Maira V.R. Sales, Thais L.S. Martins, Karina Paula M.P. Borges do Nascimento, Israel J. Fereguetti, Tatiani O. Ferrara, Daniel T.M.O. Botoni, Fernando A. Etges, Ana Paula B.S. Schwarzbold, Alexandre V. Maurílio, Amanda O. Scotton, Ana Luiza B.A. Weber, André P. Costa, André S.M. Glaeser, Andressa B. Madureira, Angélica Aparecida C. Bhering, Angelinda R. de Castro, Bruno Mateus da Silva, Carla Thais C.A. Ramos, Carolina M. Gomes, Caroline D. de Carvalho, Cíntia A. Silveira, Daniel V. Cezar, Edilson Pereira, Elayne C. Kroger, Emanuele Marianne S. Vallt, Felipe B. Lucas, Fernanda B. Aranha, Fernando G. Bartolazzi, Frederico Crestani, Gabriela P. Bastos, Gisele A.N. Madeira, Glícia Cristina de C. Noal, Helena Carolina Vianna, Heloisa R. Guimarães, Henrique C. Gomes, Isabela M. Molina, Israel Batista, Joanna d'Arc L. de Alvarenga, Joice C. Guimarães, Júlia D.S.S. de Morais, Júlia D.P. Rugolo, Juliana M. Pontes, Karen Cristina J.R. dos Santos, Kauane Aline M. de Oliveira, Leonardo S. Pinheiro, Lílian S. Pacheco, Liliane S. Sousa, Lucas de D. Couto, Luciana S.F. Kopittke, Luciane de Moura, Luis Cesar S. Santos, Luisa Elem A. Cabral, Máderson A.S. Souza, Maíra D. Tofani, Marcela G.T. Carneiro, Marcelo Ferreira, Maria Angélica P. Bicalho, Maria Aparecida C. Lima, Maria Clara P.B. Godoy, Mariana F. Cardoso, Marilia M.A. Figueiredo, Meire P. Sampaio, Natália C.S. Rangel, Natália L. Crespo, Natália T. de Oliveira, Neimy R. Assaf, Pedro L. Martelli, Petrônio José de L. Almeida, Rafaela S.C. Martins, Raphael C. Lutkmeier, Raquel Valacio, Reginaldo Aparecido Finger, Renan G. Cardoso, Ricardo B. Pozza, Roberta Campos, Roberta X. Menezes, Rochele M. de Abreu, Roger M. Silva, Rufino de F. Guimarães, Silvana M.M. Araújo, Silvia F. Pereira, Susany Anastácia Oliveira, Talita F. Kurtz, Tatiana de Oliveira, Thainara C. Araújo, Thaíza Simônia M.A. Diniz, Thulio Henrique O. dos Santos, Veridiana B. Gomes, Virginia Mara R. do Vale, Vitor Augusto L. Ramires, Yuri C. Boersma, Eric Polanczyk, Carisi A. ABC(2)-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores |
title | ABC(2)-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores |
title_full | ABC(2)-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores |
title_fullStr | ABC(2)-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores |
title_full_unstemmed | ABC(2)-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores |
title_short | ABC(2)-SPH risk score for in-hospital mortality in COVID-19 patients: development, external validation and comparison with other available scores |
title_sort | abc(2)-sph risk score for in-hospital mortality in covid-19 patients: development, external validation and comparison with other available scores |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8302820/ https://www.ncbi.nlm.nih.gov/pubmed/34311100 http://dx.doi.org/10.1016/j.ijid.2021.07.049 |
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batistajoannadarcl abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT dealvarengajoicec abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT guimaraesjuliadss abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT demoraisjuliadp abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT rugolojulianam abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT ponteskarencristinajr abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT dossantoskauanealinem abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT deoliveiraleonardos abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT pinheirolilians abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT pachecolilianes abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT sousalucasded abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT coutolucianasf abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT kopittkeluciane abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT demouraluiscesars abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT santosluisaelema abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT cabralmadersonas abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT souzamairad abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT tofanimarcelagt abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT carneiromarcelo abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT ferreiramariaangelicap abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT bicalhomariaaparecidac abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT limamariaclarapb abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT godoymarianaf abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT cardosomariliama abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT figueiredomeirep abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT sampaionataliacs abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT rangelnatalial abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT cresponataliat abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT deoliveiraneimyr abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT assafpedrol abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT martellipetroniojosedel abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT almeidarafaelasc abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT martinsraphaelc abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT lutkmeierraquel abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT valacioreginaldoaparecido abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT fingerrenang abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT cardosoricardob abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT pozzaroberta abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT camposrobertax abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT menezesrochelem abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT deabreurogerm abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT silvarufinodef abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT guimaraessilvanamm abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT araujosilviaf abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT pereirasusanyanastacia abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT oliveiratalitaf abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT kurtztatiana abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT deoliveirathainarac abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT araujothaizasimoniama abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT dinizthuliohenriqueo abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT dossantosveridianab abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT gomesvirginiamarar abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT dovalevitoraugustol abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT ramiresyuric abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT boersmaeric abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores AT polanczykcarisia abc2sphriskscoreforinhospitalmortalityincovid19patientsdevelopmentexternalvalidationandcomparisonwithotheravailablescores |