Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas

Detalhes bibliográficos
Autor(a) principal: WIEFELS,Alexandre
Data de Publicação: 2016
Outros Autores: Wolfarth-COUTO,Bruna, FILIZOLA,Naziano, DURIEUX,Laurent, MANGEAS,Morgan
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Acta Amazonica
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672016000400383
Resumo: ABSTRACT The Epidemiological Surveillance System for Malaria (SIVEP-Malaria) is the Brazilian governmental program that registers all information about compulsory reporting of detected cases of malaria by all medical units and medical practitioners. The objective of this study is to point out the main sources of errors in the SIVEP-Malaria database by applying a data cleaning method to assist researchers about the best way to use it and to report the problems to authorities. The aim of this study was to assess the quality of the data collected by the surveillance system and its accuracy. The SIVEP-Malaria data base used was for the state of Amazonas, Brazil, with data collected from 2003 to 2014. A data cleaning method was applied to the database to detect and remove erroneous records. It was observed that the collecting procedure of the database is not homogeneous among the municipalities and over the years. Some of the variables had different data collection periods, missing data, outliers and inconsistencies. Variables depending on the health agents showed a good quality but those that rely on patients were often inaccurate. We showed that a punctilious preprocessing is needed to produce statistically correct data from the SIVEP-Malaria data base. Fine spatial scale and multi-temporal analysis are of particular concern due to the local concentration of uncertainties and the data collecting seasonality observed. This assessment should help to enhance the quality of studies and the monitoring of the use of the SIVEP database.
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spelling Accuracy of the malaria epidemiological surveillance system data in the state of AmazonasErroneous dataDatabaseHealth surveillanceABSTRACT The Epidemiological Surveillance System for Malaria (SIVEP-Malaria) is the Brazilian governmental program that registers all information about compulsory reporting of detected cases of malaria by all medical units and medical practitioners. The objective of this study is to point out the main sources of errors in the SIVEP-Malaria database by applying a data cleaning method to assist researchers about the best way to use it and to report the problems to authorities. The aim of this study was to assess the quality of the data collected by the surveillance system and its accuracy. The SIVEP-Malaria data base used was for the state of Amazonas, Brazil, with data collected from 2003 to 2014. A data cleaning method was applied to the database to detect and remove erroneous records. It was observed that the collecting procedure of the database is not homogeneous among the municipalities and over the years. Some of the variables had different data collection periods, missing data, outliers and inconsistencies. Variables depending on the health agents showed a good quality but those that rely on patients were often inaccurate. We showed that a punctilious preprocessing is needed to produce statistically correct data from the SIVEP-Malaria data base. Fine spatial scale and multi-temporal analysis are of particular concern due to the local concentration of uncertainties and the data collecting seasonality observed. This assessment should help to enhance the quality of studies and the monitoring of the use of the SIVEP database.Instituto Nacional de Pesquisas da Amazônia2016-12-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672016000400383Acta Amazonica v.46 n.4 2016reponame:Acta Amazonicainstname:Instituto Nacional de Pesquisas da Amazônia (INPA)instacron:INPA10.1590/1809-4392201600285info:eu-repo/semantics/openAccessWIEFELS,AlexandreWolfarth-COUTO,BrunaFILIZOLA,NazianoDURIEUX,LaurentMANGEAS,Morganeng2016-08-08T00:00:00Zoai:scielo:S0044-59672016000400383Revistahttps://acta.inpa.gov.br/PUBhttps://old.scielo.br/oai/scielo-oai.phpacta@inpa.gov.br||acta@inpa.gov.br1809-43920044-5967opendoar:2016-08-08T00:00Acta Amazonica - Instituto Nacional de Pesquisas da Amazônia (INPA)false
dc.title.none.fl_str_mv Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas
title Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas
spellingShingle Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas
WIEFELS,Alexandre
Erroneous data
Database
Health surveillance
title_short Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas
title_full Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas
title_fullStr Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas
title_full_unstemmed Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas
title_sort Accuracy of the malaria epidemiological surveillance system data in the state of Amazonas
author WIEFELS,Alexandre
author_facet WIEFELS,Alexandre
Wolfarth-COUTO,Bruna
FILIZOLA,Naziano
DURIEUX,Laurent
MANGEAS,Morgan
author_role author
author2 Wolfarth-COUTO,Bruna
FILIZOLA,Naziano
DURIEUX,Laurent
MANGEAS,Morgan
author2_role author
author
author
author
dc.contributor.author.fl_str_mv WIEFELS,Alexandre
Wolfarth-COUTO,Bruna
FILIZOLA,Naziano
DURIEUX,Laurent
MANGEAS,Morgan
dc.subject.por.fl_str_mv Erroneous data
Database
Health surveillance
topic Erroneous data
Database
Health surveillance
description ABSTRACT The Epidemiological Surveillance System for Malaria (SIVEP-Malaria) is the Brazilian governmental program that registers all information about compulsory reporting of detected cases of malaria by all medical units and medical practitioners. The objective of this study is to point out the main sources of errors in the SIVEP-Malaria database by applying a data cleaning method to assist researchers about the best way to use it and to report the problems to authorities. The aim of this study was to assess the quality of the data collected by the surveillance system and its accuracy. The SIVEP-Malaria data base used was for the state of Amazonas, Brazil, with data collected from 2003 to 2014. A data cleaning method was applied to the database to detect and remove erroneous records. It was observed that the collecting procedure of the database is not homogeneous among the municipalities and over the years. Some of the variables had different data collection periods, missing data, outliers and inconsistencies. Variables depending on the health agents showed a good quality but those that rely on patients were often inaccurate. We showed that a punctilious preprocessing is needed to produce statistically correct data from the SIVEP-Malaria data base. Fine spatial scale and multi-temporal analysis are of particular concern due to the local concentration of uncertainties and the data collecting seasonality observed. This assessment should help to enhance the quality of studies and the monitoring of the use of the SIVEP database.
publishDate 2016
dc.date.none.fl_str_mv 2016-12-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672016000400383
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672016000400383
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/1809-4392201600285
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Instituto Nacional de Pesquisas da Amazônia
publisher.none.fl_str_mv Instituto Nacional de Pesquisas da Amazônia
dc.source.none.fl_str_mv Acta Amazonica v.46 n.4 2016
reponame:Acta Amazonica
instname:Instituto Nacional de Pesquisas da Amazônia (INPA)
instacron:INPA
instname_str Instituto Nacional de Pesquisas da Amazônia (INPA)
instacron_str INPA
institution INPA
reponame_str Acta Amazonica
collection Acta Amazonica
repository.name.fl_str_mv Acta Amazonica - Instituto Nacional de Pesquisas da Amazônia (INPA)
repository.mail.fl_str_mv acta@inpa.gov.br||acta@inpa.gov.br
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