Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals

The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Gamma variant of concern has spread rapidly across Brazil since late 2020, causing substantial infection and death waves. Here we used individual-level patient records after hospitalization with suspected or confirmed coronavirus disea...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:NATURE MEDICINE 2022-07, Vol.28 (7), p.1476-+
Hauptverfasser: Brizzi, Andrea, Whittaker, Charles, Servo, Luciana M.S, Hawryluk, Iwona, Prete Jr, Carlos A, de Souza, William M, Aguiar, Renato S, Araujo, Leonardo J.T, Bastos, Leonardo S, Blenkinsop, Alexandra, Buss, Lewis F, Candido, Darlan, Castro, Marcia C, Costa, Silvia F, Croda, Julio, de Souza Santos, Andreza Aruska, Dye, Christopher, Flaxman, Seth, Fonseca, Paula L.C, Geddes, Victor E.V, Gutierrez, Bernardo, Lemey, Philippe, Levin, Anna S, Mellan, Thomas, Bonfim, Diego M, Miscouridou, Xenia, Mishra, Swapnil, Monod, Melodie, Moreira, Filipe R.R, Nelson, Bruce, Pereira, Rafael H.M, Ranzani, Otavio, Schnekenberg, Ricardo P, Semenova, Elizaveta, Sonnabend, Raphael, Souza, Renan P, Xi, Xiaoyue, Sabino, Ester C, Faria, Nuno R, Bhatt, Samir, Ratmann, Oliver
Format: Artikel
Sprache:eng
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page +
container_issue 7
container_start_page 1476
container_title NATURE MEDICINE
container_volume 28
creator Brizzi, Andrea
Whittaker, Charles
Servo, Luciana M.S
Hawryluk, Iwona
Prete Jr, Carlos A
de Souza, William M
Aguiar, Renato S
Araujo, Leonardo J.T
Bastos, Leonardo S
Blenkinsop, Alexandra
Buss, Lewis F
Candido, Darlan
Castro, Marcia C
Costa, Silvia F
Croda, Julio
de Souza Santos, Andreza Aruska
Dye, Christopher
Flaxman, Seth
Fonseca, Paula L.C
Geddes, Victor E.V
Gutierrez, Bernardo
Lemey, Philippe
Levin, Anna S
Mellan, Thomas
Bonfim, Diego M
Miscouridou, Xenia
Mishra, Swapnil
Monod, Melodie
Moreira, Filipe R.R
Nelson, Bruce
Pereira, Rafael H.M
Ranzani, Otavio
Schnekenberg, Ricardo P
Semenova, Elizaveta
Sonnabend, Raphael
Souza, Renan P
Xi, Xiaoyue
Sabino, Ester C
Faria, Nuno R
Bhatt, Samir
Ratmann, Oliver
description The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Gamma variant of concern has spread rapidly across Brazil since late 2020, causing substantial infection and death waves. Here we used individual-level patient records after hospitalization with suspected or confirmed coronavirus disease 2019 (COVID-19) between 20 January 2020 and 26 July 2021 to document temporary, sweeping shocks in hospital fatality rates that followed the spread of Gamma across 14 state capitals, during which typically more than half of hospitalized patients aged 70 years and older died. We show that such extensive shocks in COVID-19 in-hospital fatality rates also existed before the detection of Gamma. Using a Bayesian fatality rate model, we found that the geographic and temporal fluctuations in Brazil's COVID-19 in-hospital fatality rates were primarily associated with geographic inequities and shortages in healthcare capacity. We estimate that approximately half of the COVID-19 deaths in hospitals in the 14 cities could have been avoided without pre-pandemic geographic inequities and without pandemic healthcare pressure. Our results suggest that investments in healthcare resources, healthcare optimization and pandemic preparedness are critical to minimize population-wide mortality and morbidity caused by highly transmissible and deadly pathogens such as SARS-CoV-2, especially in low- and middle-income countries.
format Article
fullrecord <record><control><sourceid>kuleuven</sourceid><recordid>TN_cdi_kuleuven_dspace_20_500_12942_699256</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>20_500_12942_699256</sourcerecordid><originalsourceid>FETCH-kuleuven_dspace_20_500_12942_6992563</originalsourceid><addsrcrecordid>eNqVjLEKwjAURTMoWKv_kFmopK2tzWpVdHKouIZHm2I0pqFJRP16g_gBOh0u53AHKIjJsogKmuUjNDbmQghJSUYDVFUarACJQTXY8pvuej9a6WrrvOiUwULh8nDar6OY4hYsSGGfuAfLP2rVw0tIAQqfO6OF12aChq0Hn34Zotl2cyx30dVJ7u5cscZoqDlLCMsIYXFCFwnLKU2yPA3R_OeY2YdN_3p_A_WPUFc</addsrcrecordid><sourcetype>Institutional Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</title><source>Lirias (KU Leuven Association)</source><source>Nature Journals Online</source><source>SpringerLink Journals - AutoHoldings</source><creator>Brizzi, Andrea ; Whittaker, Charles ; Servo, Luciana M.S ; Hawryluk, Iwona ; Prete Jr, Carlos A ; de Souza, William M ; Aguiar, Renato S ; Araujo, Leonardo J.T ; Bastos, Leonardo S ; Blenkinsop, Alexandra ; Buss, Lewis F ; Candido, Darlan ; Castro, Marcia C ; Costa, Silvia F ; Croda, Julio ; de Souza Santos, Andreza Aruska ; Dye, Christopher ; Flaxman, Seth ; Fonseca, Paula L.C ; Geddes, Victor E.V ; Gutierrez, Bernardo ; Lemey, Philippe ; Levin, Anna S ; Mellan, Thomas ; Bonfim, Diego M ; Miscouridou, Xenia ; Mishra, Swapnil ; Monod, Melodie ; Moreira, Filipe R.R ; Nelson, Bruce ; Pereira, Rafael H.M ; Ranzani, Otavio ; Schnekenberg, Ricardo P ; Semenova, Elizaveta ; Sonnabend, Raphael ; Souza, Renan P ; Xi, Xiaoyue ; Sabino, Ester C ; Faria, Nuno R ; Bhatt, Samir ; Ratmann, Oliver</creator><creatorcontrib>Brizzi, Andrea ; Whittaker, Charles ; Servo, Luciana M.S ; Hawryluk, Iwona ; Prete Jr, Carlos A ; de Souza, William M ; Aguiar, Renato S ; Araujo, Leonardo J.T ; Bastos, Leonardo S ; Blenkinsop, Alexandra ; Buss, Lewis F ; Candido, Darlan ; Castro, Marcia C ; Costa, Silvia F ; Croda, Julio ; de Souza Santos, Andreza Aruska ; Dye, Christopher ; Flaxman, Seth ; Fonseca, Paula L.C ; Geddes, Victor E.V ; Gutierrez, Bernardo ; Lemey, Philippe ; Levin, Anna S ; Mellan, Thomas ; Bonfim, Diego M ; Miscouridou, Xenia ; Mishra, Swapnil ; Monod, Melodie ; Moreira, Filipe R.R ; Nelson, Bruce ; Pereira, Rafael H.M ; Ranzani, Otavio ; Schnekenberg, Ricardo P ; Semenova, Elizaveta ; Sonnabend, Raphael ; Souza, Renan P ; Xi, Xiaoyue ; Sabino, Ester C ; Faria, Nuno R ; Bhatt, Samir ; Ratmann, Oliver</creatorcontrib><description>The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Gamma variant of concern has spread rapidly across Brazil since late 2020, causing substantial infection and death waves. Here we used individual-level patient records after hospitalization with suspected or confirmed coronavirus disease 2019 (COVID-19) between 20 January 2020 and 26 July 2021 to document temporary, sweeping shocks in hospital fatality rates that followed the spread of Gamma across 14 state capitals, during which typically more than half of hospitalized patients aged 70 years and older died. We show that such extensive shocks in COVID-19 in-hospital fatality rates also existed before the detection of Gamma. Using a Bayesian fatality rate model, we found that the geographic and temporal fluctuations in Brazil's COVID-19 in-hospital fatality rates were primarily associated with geographic inequities and shortages in healthcare capacity. We estimate that approximately half of the COVID-19 deaths in hospitals in the 14 cities could have been avoided without pre-pandemic geographic inequities and without pandemic healthcare pressure. Our results suggest that investments in healthcare resources, healthcare optimization and pandemic preparedness are critical to minimize population-wide mortality and morbidity caused by highly transmissible and deadly pathogens such as SARS-CoV-2, especially in low- and middle-income countries.</description><identifier>ISSN: 1078-8956</identifier><language>eng</language><publisher>NATURE PORTFOLIO</publisher><ispartof>NATURE MEDICINE, 2022-07, Vol.28 (7), p.1476-+</ispartof><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,315,776,780,27837</link.rule.ids></links><search><creatorcontrib>Brizzi, Andrea</creatorcontrib><creatorcontrib>Whittaker, Charles</creatorcontrib><creatorcontrib>Servo, Luciana M.S</creatorcontrib><creatorcontrib>Hawryluk, Iwona</creatorcontrib><creatorcontrib>Prete Jr, Carlos A</creatorcontrib><creatorcontrib>de Souza, William M</creatorcontrib><creatorcontrib>Aguiar, Renato S</creatorcontrib><creatorcontrib>Araujo, Leonardo J.T</creatorcontrib><creatorcontrib>Bastos, Leonardo S</creatorcontrib><creatorcontrib>Blenkinsop, Alexandra</creatorcontrib><creatorcontrib>Buss, Lewis F</creatorcontrib><creatorcontrib>Candido, Darlan</creatorcontrib><creatorcontrib>Castro, Marcia C</creatorcontrib><creatorcontrib>Costa, Silvia F</creatorcontrib><creatorcontrib>Croda, Julio</creatorcontrib><creatorcontrib>de Souza Santos, Andreza Aruska</creatorcontrib><creatorcontrib>Dye, Christopher</creatorcontrib><creatorcontrib>Flaxman, Seth</creatorcontrib><creatorcontrib>Fonseca, Paula L.C</creatorcontrib><creatorcontrib>Geddes, Victor E.V</creatorcontrib><creatorcontrib>Gutierrez, Bernardo</creatorcontrib><creatorcontrib>Lemey, Philippe</creatorcontrib><creatorcontrib>Levin, Anna S</creatorcontrib><creatorcontrib>Mellan, Thomas</creatorcontrib><creatorcontrib>Bonfim, Diego M</creatorcontrib><creatorcontrib>Miscouridou, Xenia</creatorcontrib><creatorcontrib>Mishra, Swapnil</creatorcontrib><creatorcontrib>Monod, Melodie</creatorcontrib><creatorcontrib>Moreira, Filipe R.R</creatorcontrib><creatorcontrib>Nelson, Bruce</creatorcontrib><creatorcontrib>Pereira, Rafael H.M</creatorcontrib><creatorcontrib>Ranzani, Otavio</creatorcontrib><creatorcontrib>Schnekenberg, Ricardo P</creatorcontrib><creatorcontrib>Semenova, Elizaveta</creatorcontrib><creatorcontrib>Sonnabend, Raphael</creatorcontrib><creatorcontrib>Souza, Renan P</creatorcontrib><creatorcontrib>Xi, Xiaoyue</creatorcontrib><creatorcontrib>Sabino, Ester C</creatorcontrib><creatorcontrib>Faria, Nuno R</creatorcontrib><creatorcontrib>Bhatt, Samir</creatorcontrib><creatorcontrib>Ratmann, Oliver</creatorcontrib><title>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</title><title>NATURE MEDICINE</title><description>The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Gamma variant of concern has spread rapidly across Brazil since late 2020, causing substantial infection and death waves. Here we used individual-level patient records after hospitalization with suspected or confirmed coronavirus disease 2019 (COVID-19) between 20 January 2020 and 26 July 2021 to document temporary, sweeping shocks in hospital fatality rates that followed the spread of Gamma across 14 state capitals, during which typically more than half of hospitalized patients aged 70 years and older died. We show that such extensive shocks in COVID-19 in-hospital fatality rates also existed before the detection of Gamma. Using a Bayesian fatality rate model, we found that the geographic and temporal fluctuations in Brazil's COVID-19 in-hospital fatality rates were primarily associated with geographic inequities and shortages in healthcare capacity. We estimate that approximately half of the COVID-19 deaths in hospitals in the 14 cities could have been avoided without pre-pandemic geographic inequities and without pandemic healthcare pressure. Our results suggest that investments in healthcare resources, healthcare optimization and pandemic preparedness are critical to minimize population-wide mortality and morbidity caused by highly transmissible and deadly pathogens such as SARS-CoV-2, especially in low- and middle-income countries.</description><issn>1078-8956</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>FZOIL</sourceid><recordid>eNqVjLEKwjAURTMoWKv_kFmopK2tzWpVdHKouIZHm2I0pqFJRP16g_gBOh0u53AHKIjJsogKmuUjNDbmQghJSUYDVFUarACJQTXY8pvuej9a6WrrvOiUwULh8nDar6OY4hYsSGGfuAfLP2rVw0tIAQqfO6OF12aChq0Hn34Zotl2cyx30dVJ7u5cscZoqDlLCMsIYXFCFwnLKU2yPA3R_OeY2YdN_3p_A_WPUFc</recordid><startdate>202207</startdate><enddate>202207</enddate><creator>Brizzi, Andrea</creator><creator>Whittaker, Charles</creator><creator>Servo, Luciana M.S</creator><creator>Hawryluk, Iwona</creator><creator>Prete Jr, Carlos A</creator><creator>de Souza, William M</creator><creator>Aguiar, Renato S</creator><creator>Araujo, Leonardo J.T</creator><creator>Bastos, Leonardo S</creator><creator>Blenkinsop, Alexandra</creator><creator>Buss, Lewis F</creator><creator>Candido, Darlan</creator><creator>Castro, Marcia C</creator><creator>Costa, Silvia F</creator><creator>Croda, Julio</creator><creator>de Souza Santos, Andreza Aruska</creator><creator>Dye, Christopher</creator><creator>Flaxman, Seth</creator><creator>Fonseca, Paula L.C</creator><creator>Geddes, Victor E.V</creator><creator>Gutierrez, Bernardo</creator><creator>Lemey, Philippe</creator><creator>Levin, Anna S</creator><creator>Mellan, Thomas</creator><creator>Bonfim, Diego M</creator><creator>Miscouridou, Xenia</creator><creator>Mishra, Swapnil</creator><creator>Monod, Melodie</creator><creator>Moreira, Filipe R.R</creator><creator>Nelson, Bruce</creator><creator>Pereira, Rafael H.M</creator><creator>Ranzani, Otavio</creator><creator>Schnekenberg, Ricardo P</creator><creator>Semenova, Elizaveta</creator><creator>Sonnabend, Raphael</creator><creator>Souza, Renan P</creator><creator>Xi, Xiaoyue</creator><creator>Sabino, Ester C</creator><creator>Faria, Nuno R</creator><creator>Bhatt, Samir</creator><creator>Ratmann, Oliver</creator><general>NATURE PORTFOLIO</general><scope>FZOIL</scope></search><sort><creationdate>202207</creationdate><title>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</title><author>Brizzi, Andrea ; Whittaker, Charles ; Servo, Luciana M.S ; Hawryluk, Iwona ; Prete Jr, Carlos A ; de Souza, William M ; Aguiar, Renato S ; Araujo, Leonardo J.T ; Bastos, Leonardo S ; Blenkinsop, Alexandra ; Buss, Lewis F ; Candido, Darlan ; Castro, Marcia C ; Costa, Silvia F ; Croda, Julio ; de Souza Santos, Andreza Aruska ; Dye, Christopher ; Flaxman, Seth ; Fonseca, Paula L.C ; Geddes, Victor E.V ; Gutierrez, Bernardo ; Lemey, Philippe ; Levin, Anna S ; Mellan, Thomas ; Bonfim, Diego M ; Miscouridou, Xenia ; Mishra, Swapnil ; Monod, Melodie ; Moreira, Filipe R.R ; Nelson, Bruce ; Pereira, Rafael H.M ; Ranzani, Otavio ; Schnekenberg, Ricardo P ; Semenova, Elizaveta ; Sonnabend, Raphael ; Souza, Renan P ; Xi, Xiaoyue ; Sabino, Ester C ; Faria, Nuno R ; Bhatt, Samir ; Ratmann, Oliver</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-kuleuven_dspace_20_500_12942_6992563</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Brizzi, Andrea</creatorcontrib><creatorcontrib>Whittaker, Charles</creatorcontrib><creatorcontrib>Servo, Luciana M.S</creatorcontrib><creatorcontrib>Hawryluk, Iwona</creatorcontrib><creatorcontrib>Prete Jr, Carlos A</creatorcontrib><creatorcontrib>de Souza, William M</creatorcontrib><creatorcontrib>Aguiar, Renato S</creatorcontrib><creatorcontrib>Araujo, Leonardo J.T</creatorcontrib><creatorcontrib>Bastos, Leonardo S</creatorcontrib><creatorcontrib>Blenkinsop, Alexandra</creatorcontrib><creatorcontrib>Buss, Lewis F</creatorcontrib><creatorcontrib>Candido, Darlan</creatorcontrib><creatorcontrib>Castro, Marcia C</creatorcontrib><creatorcontrib>Costa, Silvia F</creatorcontrib><creatorcontrib>Croda, Julio</creatorcontrib><creatorcontrib>de Souza Santos, Andreza Aruska</creatorcontrib><creatorcontrib>Dye, Christopher</creatorcontrib><creatorcontrib>Flaxman, Seth</creatorcontrib><creatorcontrib>Fonseca, Paula L.C</creatorcontrib><creatorcontrib>Geddes, Victor E.V</creatorcontrib><creatorcontrib>Gutierrez, Bernardo</creatorcontrib><creatorcontrib>Lemey, Philippe</creatorcontrib><creatorcontrib>Levin, Anna S</creatorcontrib><creatorcontrib>Mellan, Thomas</creatorcontrib><creatorcontrib>Bonfim, Diego M</creatorcontrib><creatorcontrib>Miscouridou, Xenia</creatorcontrib><creatorcontrib>Mishra, Swapnil</creatorcontrib><creatorcontrib>Monod, Melodie</creatorcontrib><creatorcontrib>Moreira, Filipe R.R</creatorcontrib><creatorcontrib>Nelson, Bruce</creatorcontrib><creatorcontrib>Pereira, Rafael H.M</creatorcontrib><creatorcontrib>Ranzani, Otavio</creatorcontrib><creatorcontrib>Schnekenberg, Ricardo P</creatorcontrib><creatorcontrib>Semenova, Elizaveta</creatorcontrib><creatorcontrib>Sonnabend, Raphael</creatorcontrib><creatorcontrib>Souza, Renan P</creatorcontrib><creatorcontrib>Xi, Xiaoyue</creatorcontrib><creatorcontrib>Sabino, Ester C</creatorcontrib><creatorcontrib>Faria, Nuno R</creatorcontrib><creatorcontrib>Bhatt, Samir</creatorcontrib><creatorcontrib>Ratmann, Oliver</creatorcontrib><collection>Lirias (KU Leuven Association)</collection><jtitle>NATURE MEDICINE</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Brizzi, Andrea</au><au>Whittaker, Charles</au><au>Servo, Luciana M.S</au><au>Hawryluk, Iwona</au><au>Prete Jr, Carlos A</au><au>de Souza, William M</au><au>Aguiar, Renato S</au><au>Araujo, Leonardo J.T</au><au>Bastos, Leonardo S</au><au>Blenkinsop, Alexandra</au><au>Buss, Lewis F</au><au>Candido, Darlan</au><au>Castro, Marcia C</au><au>Costa, Silvia F</au><au>Croda, Julio</au><au>de Souza Santos, Andreza Aruska</au><au>Dye, Christopher</au><au>Flaxman, Seth</au><au>Fonseca, Paula L.C</au><au>Geddes, Victor E.V</au><au>Gutierrez, Bernardo</au><au>Lemey, Philippe</au><au>Levin, Anna S</au><au>Mellan, Thomas</au><au>Bonfim, Diego M</au><au>Miscouridou, Xenia</au><au>Mishra, Swapnil</au><au>Monod, Melodie</au><au>Moreira, Filipe R.R</au><au>Nelson, Bruce</au><au>Pereira, Rafael H.M</au><au>Ranzani, Otavio</au><au>Schnekenberg, Ricardo P</au><au>Semenova, Elizaveta</au><au>Sonnabend, Raphael</au><au>Souza, Renan P</au><au>Xi, Xiaoyue</au><au>Sabino, Ester C</au><au>Faria, Nuno R</au><au>Bhatt, Samir</au><au>Ratmann, Oliver</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</atitle><jtitle>NATURE MEDICINE</jtitle><date>2022-07</date><risdate>2022</risdate><volume>28</volume><issue>7</issue><spage>1476</spage><epage>+</epage><pages>1476-+</pages><issn>1078-8956</issn><abstract>The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Gamma variant of concern has spread rapidly across Brazil since late 2020, causing substantial infection and death waves. Here we used individual-level patient records after hospitalization with suspected or confirmed coronavirus disease 2019 (COVID-19) between 20 January 2020 and 26 July 2021 to document temporary, sweeping shocks in hospital fatality rates that followed the spread of Gamma across 14 state capitals, during which typically more than half of hospitalized patients aged 70 years and older died. We show that such extensive shocks in COVID-19 in-hospital fatality rates also existed before the detection of Gamma. Using a Bayesian fatality rate model, we found that the geographic and temporal fluctuations in Brazil's COVID-19 in-hospital fatality rates were primarily associated with geographic inequities and shortages in healthcare capacity. We estimate that approximately half of the COVID-19 deaths in hospitals in the 14 cities could have been avoided without pre-pandemic geographic inequities and without pandemic healthcare pressure. Our results suggest that investments in healthcare resources, healthcare optimization and pandemic preparedness are critical to minimize population-wide mortality and morbidity caused by highly transmissible and deadly pathogens such as SARS-CoV-2, especially in low- and middle-income countries.</abstract><pub>NATURE PORTFOLIO</pub><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 1078-8956
ispartof NATURE MEDICINE, 2022-07, Vol.28 (7), p.1476-+
issn 1078-8956
language eng
recordid cdi_kuleuven_dspace_20_500_12942_699256
source Lirias (KU Leuven Association); Nature Journals Online; SpringerLink Journals - AutoHoldings
title Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-08T20%3A51%3A35IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-kuleuven&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Spatial%20and%20temporal%20fluctuations%20in%20COVID-19%20fatality%20rates%20in%20Brazilian%20hospitals&rft.jtitle=NATURE%20MEDICINE&rft.au=Brizzi,%20Andrea&rft.date=2022-07&rft.volume=28&rft.issue=7&rft.spage=1476&rft.epage=+&rft.pages=1476-+&rft.issn=1078-8956&rft_id=info:doi/&rft_dat=%3Ckuleuven%3E20_500_12942_699256%3C/kuleuven%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true