Reflexões sobre o Espaço, o Urbano e a Urbanização
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Resumo Trata-se de discutir se a urbanização é passível de ser compreendida como parte do processo geral de estruturação da sociedade e do território. Um processo onde as desigualdades sociais e espaciais conjugadas à mobilidade espacial e setorial do trabalho contribuem para alterar o território. Este processo que cria fixos e fluxos tem uma resultante espacial em duas escalas: a cidade, na escala dos lugares; e a rede urbana, enquanto a manifestação espacial da cooperação entre lugares, na escala territorial. Isto não significa dizer que a urbanização em si é um determinante maior ou menor, mas um produto de práticas socais que interage com outros fatores na construção do espaço social além das cidades. Palavras-chave: urbanização, reprodução espacial, reestruturação. Abstract Our goal is to argue whether the urbanisation could be understood as a part of society and territory general structuring process. A process where the social and spatial inequalities articulated to spatial and sectorial mobility of labor contribute to transform the territory. This process that creates fix and flows has an spatial outcome in two scales: the city at the place scale and the urban network, as a spatial manifestation of the cooperation among places, at the territorial scale. Not meaning that urbanization by itself is a major or minor determinant, but a social practices product, which interacts with other factors on the construction of social space beyond the cities. Keywords: urbanization, space reproduction, restructuring.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 it