Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants

Detalhes bibliográficos
Autor(a) principal: Baltar,Valéria Troncoso
Data de Publicação: 2014
Outros Autores: Sousa,Clóvis Arlindo de, Westphal,Marcia Faria
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Revista brasileira de epidemiologia (Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1415-790X2014000300668
Resumo: In observational epidemiology it is usual to select a control group to study the effects of certain exposures on human health. Intervention studies are well known among epidemiologists but it is not very frequent in other areas of research. In this paper we propose the same idea of intervention studies and the use of three methods for a health promotion research control group selection: Propensity score, Mahalanobis' distance and Mahalanobis within Propensity Calipers. In the original project, "Health and Local Development: a progress review towards the millennium goals with relation to health in the Brazilian cities which develop social agendas", cities with social agendas from Brazil were matched separately by state. In the state of Paraná there are 397 cities. Of these, 34 presented social agendas implemented and active since, at least, 2004. Five variables measured in 2000 were considered for the matching: population size, human development index of income, human development index of education, percentage of literacy and vaccine coverage. As a result, among these three methods, the Mahalanobis by itself was considered the less efficient. In conclusion, the propensity, which is a very simple linear score, presented very good matched sample. However, the Mahalanobis within Calipers was the method that provided the best result.
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spelling Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinantsMatched-pair analysisControl groupsMahalanobis' distancePropensity scoreCaliper matchingEpidemiologyIn observational epidemiology it is usual to select a control group to study the effects of certain exposures on human health. Intervention studies are well known among epidemiologists but it is not very frequent in other areas of research. In this paper we propose the same idea of intervention studies and the use of three methods for a health promotion research control group selection: Propensity score, Mahalanobis' distance and Mahalanobis within Propensity Calipers. In the original project, "Health and Local Development: a progress review towards the millennium goals with relation to health in the Brazilian cities which develop social agendas", cities with social agendas from Brazil were matched separately by state. In the state of Paraná there are 397 cities. Of these, 34 presented social agendas implemented and active since, at least, 2004. Five variables measured in 2000 were considered for the matching: population size, human development index of income, human development index of education, percentage of literacy and vaccine coverage. As a result, among these three methods, the Mahalanobis by itself was considered the less efficient. In conclusion, the propensity, which is a very simple linear score, presented very good matched sample. However, the Mahalanobis within Calipers was the method that provided the best result.Associação Brasileira de Saúde Coletiva2014-09-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S1415-790X2014000300668Revista Brasileira de Epidemiologia v.17 n.3 2014reponame:Revista brasileira de epidemiologia (Online)instname:Associação Brasileira de Saúde Coletiva (ABRASCO)instacron:ABRASCO10.1590/1809-4503201400030008info:eu-repo/semantics/openAccessBaltar,Valéria TroncosoSousa,Clóvis Arlindo deWestphal,Marcia Fariaeng2015-01-12T00:00:00Zoai:scielo:S1415-790X2014000300668Revistahttp://www.scielo.br/rbepidhttps://old.scielo.br/oai/scielo-oai.php||revbrepi@usp.br1980-54971415-790Xopendoar:2015-01-12T00:00Revista brasileira de epidemiologia (Online) - Associação Brasileira de Saúde Coletiva (ABRASCO)false
dc.title.none.fl_str_mv Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants
title Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants
spellingShingle Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants
Baltar,Valéria Troncoso
Matched-pair analysis
Control groups
Mahalanobis' distance
Propensity score
Caliper matching
Epidemiology
title_short Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants
title_full Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants
title_fullStr Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants
title_full_unstemmed Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants
title_sort Mahalanobis' distance and propensity score to construct a controlled matched group in a Brazilian study of health promotion and social determinants
author Baltar,Valéria Troncoso
author_facet Baltar,Valéria Troncoso
Sousa,Clóvis Arlindo de
Westphal,Marcia Faria
author_role author
author2 Sousa,Clóvis Arlindo de
Westphal,Marcia Faria
author2_role author
author
dc.contributor.author.fl_str_mv Baltar,Valéria Troncoso
Sousa,Clóvis Arlindo de
Westphal,Marcia Faria
dc.subject.por.fl_str_mv Matched-pair analysis
Control groups
Mahalanobis' distance
Propensity score
Caliper matching
Epidemiology
topic Matched-pair analysis
Control groups
Mahalanobis' distance
Propensity score
Caliper matching
Epidemiology
description In observational epidemiology it is usual to select a control group to study the effects of certain exposures on human health. Intervention studies are well known among epidemiologists but it is not very frequent in other areas of research. In this paper we propose the same idea of intervention studies and the use of three methods for a health promotion research control group selection: Propensity score, Mahalanobis' distance and Mahalanobis within Propensity Calipers. In the original project, "Health and Local Development: a progress review towards the millennium goals with relation to health in the Brazilian cities which develop social agendas", cities with social agendas from Brazil were matched separately by state. In the state of Paraná there are 397 cities. Of these, 34 presented social agendas implemented and active since, at least, 2004. Five variables measured in 2000 were considered for the matching: population size, human development index of income, human development index of education, percentage of literacy and vaccine coverage. As a result, among these three methods, the Mahalanobis by itself was considered the less efficient. In conclusion, the propensity, which is a very simple linear score, presented very good matched sample. However, the Mahalanobis within Calipers was the method that provided the best result.
publishDate 2014
dc.date.none.fl_str_mv 2014-09-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1415-790X2014000300668
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1415-790X2014000300668
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/1809-4503201400030008
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dc.publisher.none.fl_str_mv Associação Brasileira de Saúde Coletiva
publisher.none.fl_str_mv Associação Brasileira de Saúde Coletiva
dc.source.none.fl_str_mv Revista Brasileira de Epidemiologia v.17 n.3 2014
reponame:Revista brasileira de epidemiologia (Online)
instname:Associação Brasileira de Saúde Coletiva (ABRASCO)
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instname_str Associação Brasileira de Saúde Coletiva (ABRASCO)
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reponame_str Revista brasileira de epidemiologia (Online)
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repository.name.fl_str_mv Revista brasileira de epidemiologia (Online) - Associação Brasileira de Saúde Coletiva (ABRASCO)
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