Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil
Autor(a) principal: | |
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Data de Publicação: | 2018 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UnB |
Texto Completo: | http://repositorio.unb.br/handle/10482/33320 http://dx.doi.org/10.1590/0037-8682-0015-2018 |
Resumo: | INTRODUCTION: This study aimed to analyze social factors involved in the spatial distribution and under-reporting of tuberculosis (TB) in the city of Vitória, Espírito Santo State, Brazil. METHODS: This was an ecological study of the reported cases of TB between 2009 and 2011, according to census tracts. The outcome was TB incidence for the study period and the variables of exposure were proportions of literacy, inhabitants with an income of up to half the minimum monthly wage (MMW), and inhabitants associated with sewer mains or with access to safe drinking water. We used a zero-inflated process, zero-inflated negative binomial regression (ZINB), and selected an explanatory model based on the Akaike Information Criterion (AIC). RESULTS: A total of 588 cases of tuberculosis were reported in Vitória during the study period, distributed among 223 census tracts (38.6%), with 354 (61.4%) tracts presenting zero cases. In the ZINB model, the mean value of p i was 0.93, indicating that there is a 93% chance that an observed false zero could be due to sub-notification. CONCLUSIONS: It is important to prioritize areas exhibiting determinants that influence the occurrence of TB in the municipality of Vitória. The zero-inflated model can be useful to the public health sector since it identifies the percentage of false zeros, generating an estimate of the real epidemiological condition of TB in Vitória. |
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Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern BrazilTuberculoseEpidemiologiaIndicadores de saúdeAnálise espacialINTRODUCTION: This study aimed to analyze social factors involved in the spatial distribution and under-reporting of tuberculosis (TB) in the city of Vitória, Espírito Santo State, Brazil. METHODS: This was an ecological study of the reported cases of TB between 2009 and 2011, according to census tracts. The outcome was TB incidence for the study period and the variables of exposure were proportions of literacy, inhabitants with an income of up to half the minimum monthly wage (MMW), and inhabitants associated with sewer mains or with access to safe drinking water. We used a zero-inflated process, zero-inflated negative binomial regression (ZINB), and selected an explanatory model based on the Akaike Information Criterion (AIC). RESULTS: A total of 588 cases of tuberculosis were reported in Vitória during the study period, distributed among 223 census tracts (38.6%), with 354 (61.4%) tracts presenting zero cases. In the ZINB model, the mean value of p i was 0.93, indicating that there is a 93% chance that an observed false zero could be due to sub-notification. CONCLUSIONS: It is important to prioritize areas exhibiting determinants that influence the occurrence of TB in the municipality of Vitória. The zero-inflated model can be useful to the public health sector since it identifies the percentage of false zeros, generating an estimate of the real epidemiological condition of TB in Vitória.Faculdade de Ciências da Saúde (FS)Departamento de Saúde Coletiva (FS DSC)Sociedade Brasileira de Medicina Tropical - SBMT2019-01-02T13:50:26Z2019-01-02T13:50:26Z2018info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfSALES, Carolina Maia Martins et al . Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil. Revista da Sociedade Brasileira de Medicina Tropical, Uberaba, v. 51, n. 5, p. 638-643, set./out. 2018. DOI: http://dx.doi.org/10.1590/0037-8682-0015-2018. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0037-86822018000500638&lng=en&nrm=iso. Acesso em: 22 fev. 2019.http://repositorio.unb.br/handle/10482/33320http://dx.doi.org/10.1590/0037-8682-0015-2018(CC BY) - This is an open-access article distributed under the terms of the Creative Commons Attribution License. Fonte: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0037-86822018000500638&lng=en&nrm=iso. Acesso em: 22 fev. 2019.info:eu-repo/semantics/openAccessSales, Carolina Maia MartinsSanchez, Mauro NiskierRamalho, WalterBertolde, Adelmo InácioMaciel, Ethel Leonor Noiaengreponame:Repositório Institucional da UnBinstname:Universidade de Brasília (UnB)instacron:UNB2023-09-14T20:12:50Zoai:repositorio.unb.br:10482/33320Repositório InstitucionalPUBhttps://repositorio.unb.br/oai/requestrepositorio@unb.bropendoar:2023-09-14T20:12:50Repositório Institucional da UnB - Universidade de Brasília (UnB)false |
dc.title.none.fl_str_mv |
Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil |
title |
Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil |
spellingShingle |
Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil Sales, Carolina Maia Martins Tuberculose Epidemiologia Indicadores de saúde Análise espacial |
title_short |
Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil |
title_full |
Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil |
title_fullStr |
Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil |
title_full_unstemmed |
Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil |
title_sort |
Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil |
author |
Sales, Carolina Maia Martins |
author_facet |
Sales, Carolina Maia Martins Sanchez, Mauro Niskier Ramalho, Walter Bertolde, Adelmo Inácio Maciel, Ethel Leonor Noia |
author_role |
author |
author2 |
Sanchez, Mauro Niskier Ramalho, Walter Bertolde, Adelmo Inácio Maciel, Ethel Leonor Noia |
author2_role |
author author author author |
dc.contributor.author.fl_str_mv |
Sales, Carolina Maia Martins Sanchez, Mauro Niskier Ramalho, Walter Bertolde, Adelmo Inácio Maciel, Ethel Leonor Noia |
dc.subject.por.fl_str_mv |
Tuberculose Epidemiologia Indicadores de saúde Análise espacial |
topic |
Tuberculose Epidemiologia Indicadores de saúde Análise espacial |
description |
INTRODUCTION: This study aimed to analyze social factors involved in the spatial distribution and under-reporting of tuberculosis (TB) in the city of Vitória, Espírito Santo State, Brazil. METHODS: This was an ecological study of the reported cases of TB between 2009 and 2011, according to census tracts. The outcome was TB incidence for the study period and the variables of exposure were proportions of literacy, inhabitants with an income of up to half the minimum monthly wage (MMW), and inhabitants associated with sewer mains or with access to safe drinking water. We used a zero-inflated process, zero-inflated negative binomial regression (ZINB), and selected an explanatory model based on the Akaike Information Criterion (AIC). RESULTS: A total of 588 cases of tuberculosis were reported in Vitória during the study period, distributed among 223 census tracts (38.6%), with 354 (61.4%) tracts presenting zero cases. In the ZINB model, the mean value of p i was 0.93, indicating that there is a 93% chance that an observed false zero could be due to sub-notification. CONCLUSIONS: It is important to prioritize areas exhibiting determinants that influence the occurrence of TB in the municipality of Vitória. The zero-inflated model can be useful to the public health sector since it identifies the percentage of false zeros, generating an estimate of the real epidemiological condition of TB in Vitória. |
publishDate |
2018 |
dc.date.none.fl_str_mv |
2018 2019-01-02T13:50:26Z 2019-01-02T13:50:26Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
SALES, Carolina Maia Martins et al . Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil. Revista da Sociedade Brasileira de Medicina Tropical, Uberaba, v. 51, n. 5, p. 638-643, set./out. 2018. DOI: http://dx.doi.org/10.1590/0037-8682-0015-2018. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0037-86822018000500638&lng=en&nrm=iso. Acesso em: 22 fev. 2019. http://repositorio.unb.br/handle/10482/33320 http://dx.doi.org/10.1590/0037-8682-0015-2018 |
identifier_str_mv |
SALES, Carolina Maia Martins et al . Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil. Revista da Sociedade Brasileira de Medicina Tropical, Uberaba, v. 51, n. 5, p. 638-643, set./out. 2018. DOI: http://dx.doi.org/10.1590/0037-8682-0015-2018. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0037-86822018000500638&lng=en&nrm=iso. Acesso em: 22 fev. 2019. |
url |
http://repositorio.unb.br/handle/10482/33320 http://dx.doi.org/10.1590/0037-8682-0015-2018 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Sociedade Brasileira de Medicina Tropical - SBMT |
publisher.none.fl_str_mv |
Sociedade Brasileira de Medicina Tropical - SBMT |
dc.source.none.fl_str_mv |
reponame:Repositório Institucional da UnB instname:Universidade de Brasília (UnB) instacron:UNB |
instname_str |
Universidade de Brasília (UnB) |
instacron_str |
UNB |
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UNB |
reponame_str |
Repositório Institucional da UnB |
collection |
Repositório Institucional da UnB |
repository.name.fl_str_mv |
Repositório Institucional da UnB - Universidade de Brasília (UnB) |
repository.mail.fl_str_mv |
repositorio@unb.br |
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1814508178313838592 |