THE DIGITALIZATION OF BRAZILIAN CITIES: A STUDY BASED ON INFORMATION FROM THE MINISTRY OF COMMUNICATIONS
Bibliographic record
Abstract
ABSTRACTThroughout the history of humankind, many cities have arisen and built from different needs and purposes. Mainly after the industrial revolution, many cities appear as the result of a process of urbanization, generating a new social context considered by some as the information society, imposing on the state new way of articulating public policies with society. Moreover, with the advent of Information and Communication Technologies (ICT) new concepts associated with the city like cyberspace, cybercity, virtual city, electronic city and Digital City arise. The purpose of this work was to discuss the concept of Digital City, from the search for a theoretical reference since the 1980s, understanding the characteristics of projects implemented since then around the world. From this understanding, bring a discussion to the Brazilian context of the Digital City project promoted by the Ministry of Communications (MC) as a public policy of insertion of the population in some Brazilian municipalities in the information age. Methodologically the research moves into its qualitative character of a specific nature, supported by the authorial coupling. As a result, the paper reiterates concepts and questions about the goa KEYWORDS: Cities; Information; Public Policies; Information Access. RESUMO Ao longo da história da humanidade, muitas cidades surgiram e foram construídas a partir de diferentes necessidades e propósitos. Principalmente após a revolução industrial, muitas cidades surgem como resultado de um processo de urbanização, gerando um novo contexto social considerado por alguns como a sociedade da informação, impondo ao Estado uma nova maneira de articular políticas públicas com a sociedade. Além disso, com o advento das Tecnologias de Informação e Comunicação (TIC) surgem novos conceitos associados à cidade como o ciberespaço, a cibercidade, a cidade virtual, a cidade eletrônica e a cidade digital. O objetivo deste trabalho foi discutir o acesso à informação e o conceito de Cidade Digital, a partir da busca por um referencial teórico desde a década de 1980, compreendendo as características dos projetos implantados desde então. A partir desse entendimento, trazer uma discussão para o contexto brasileiro do projeto Cidade Digital promovido pelo Ministério das Comunicações (MC) como a política pública de inserção da população em alguns municípios brasileiros na era da informação. Metodologicamente a pesquisa se traduz em seu caráter qualitative de natureza especifica, sustentado pelo acoplamento autoral e infométrico. Como resultado reitera conceitos e apronfunda endenimento científico acerca do objetivo elencado. PALAVRAS-CHAVE: Cidades, informação, políticas públicas, tecnologia da informação.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".