Evidence map›Paper›PMID 36170260›Full record

ArticlePloS one2022

RegBR: A novel Brazilian government framework to classify and analyze industry-specific regulations.

Letícia Moreira Valle, Stefano Giacomazzi Dantas, Daniel Guerreiro E Silva, Ugo Silva Dias, Leonardo Monteiro Monasterio

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
1.3field-weighted citation impact, top 16% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed, 7 citations in OpenAlex.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors at 2 institutions in 1 country.

Letícia Moreira ValleDepartment of Electrical Engineering, University of Brasília (UnB), Brasília, Brazil.ORCID 0000-0001-9181-5974
Stefano Giacomazzi DantasDepartment of Electrical Engineering, University of Brasília (UnB), Brasília, Brazil.
Daniel Guerreiro E SilvaDepartment of Electrical Engineering, University of Brasília (UnB), Brasília, Brazil.ORCID 0000-0003-2858-1110
Ugo Silva DiasDepartment of Electrical Engineering, University of Brasília (UnB), Brasília, Brazil.
Leonardo Monteiro MonasterioInstitute for Applied Economic Research (IPEA), Rio de Janeiro, Brazil.ORCID 0000-0001-6692-3236
Universidade de Brasília · BRInstitute of Applied Economic Research · BR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Government 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.

Indexed as

Drug IndustryGovernmentBrazil

Identifiers

PMID36170260
PMCPMC9518867
OpenAlexW4297489494

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.