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dc.contributor.authorValle, Letícia Moreira-
dc.contributor.authorDantas, Stefano Giacomazzi-
dc.contributor.authorSilva, Daniel Guerreiro e-
dc.contributor.authorDias, Ugo Silva-
dc.contributor.authorMonasterio, Leonardo Monteiro-
dc.date.accessioned2022-11-04T19:41:19Z-
dc.date.available2022-11-04T19:41:19Z-
dc.date.issued2022-09-28-
dc.identifier.citationVALLE. Letícia Moreira et al. RegBR: a novel Brazilian government framework to classify and analyze industry-specific regulations. PLoS ONE, v. 17, n. 9, art. e0275282, 2022. DOI 10.1371/journal.pone.0275282. Disponível em: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0275282. Acesso em: 04 nov. 2022.pt_BR
dc.identifier.urihttps://repositorio.unb.br/handle/10482/45107-
dc.language.isoInglêspt_BR
dc.rightsAcesso Abertopt_BR
dc.titleRegBR : a novel Brazilian government framework to classify and analyze industryspecific regulationspt_BR
dc.typeArtigopt_BR
dc.subject.keywordRegulamentação governamentalpt_BR
dc.subject.keywordGoverno - Brasilpt_BR
dc.subject.keywordGoverno abertopt_BR
dc.rights.licensePlos One - This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Fonte: Fonte: https://journals.plos.org/plosone/s/licenses-and-copyright. Acesso em: 04 nov. 2022.pt_BR
dc.identifier.doihttps://doi.org/10.1371/journal. pone.0275282pt_BR
dc.description.abstract1Government transparency and openness are key factors to bring forth the modernization of the state. The combination of transparency and digital information has given rise to the concept of Open Government, that increases citizen understanding and monitoring of government actions, which in turn improves the quality of public services and of the government decision making process. With the goal of improving legislative transparency and the understanding of the Brazilian regulatory process and its characteristics, this paper introduces RegBR, the first national framework to centralize, classify and analyze regulations from the Brazilian government. A centralized database of Brazilian federal legislation built from automated ETL routines and processed with data mining and machine learning techniques was created. Our framework evaluates different NLP models in a text classification task on our novel Portuguese legal corpus and performs regulatory analysis based on metrics that concern linguistic complexity, restrictiveness, law interest, and industry-specific citation relevance. Our results were examined over time and validated by correlating them with known episodes of regulatory changes in Brazilian history, such as the implementation of new economic plans or the emergence of an energy crisis. Methods and metrics proposed by this framework can be used by policy makers to measure their own work and serve as inputs for future studies that could analyze government changes and their relationship with federal regulations.pt_BR
dc.identifier.orcidhttps://orcid.org/0000-0001-9181-5974pt_BR
dc.identifier.orcidhttps://orcid.org/0000-0003-2858-1110pt_BR
dc.identifier.orcidhttps://orcid.org/0000-0003-2858-1110pt_BR
dc.identifier.orcidhttps://orcid.org/0000-0001-6692-3236pt_BR
dc.contributor.emailmailto:leticia.valle@redes.unb.brpt_BR
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