Social determinants of tuberculosis via a zero-inflated model in small areas of a city in Southeastern Brazil

Detalhes bibliográficos
Autor(a) principal: Sales, Carolina Maia Martins
Data de Publicação: 2018
Outros Autores: Sanchez, Mauro Niskier, Ramalho, Walter, Bertolde, Adelmo Inácio, Maciel, Ethel Leonor Noia
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.
id UNB_259103e698d870daa709878a0e0a64af
oai_identifier_str oai:repositorio.unb.br:10482/33320
network_acronym_str UNB
network_name_str Repositório Institucional da UnB
repository_id_str
spelling 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
institution 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
_version_ 1814508178313838592