MERGULHANDO NUM MAR DE RELAÇÕES: REDES SOCIAIS COMO AGENTES DE TRANSFORMAÇÃO EM BAIRROS POPULARES
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
The article argues the social nets and agents role in the urban space production and it’s impact on the social-space procedures in three popular urbanization quarters of Salvador, Bahia. It points to the deconstruction of the classic center/periphery dichotomy and gives priority to the quarter as a special indenture for the contemporaneous urban geography studies. From the inquired data and information of popular quarters, the search looks for to built new approach methodologies of the low rent population “lived spaces” in order to underlie effective politics of participant planning in Salvador context, understanding the “quarters” as spaces of sociability and areas of priority in intervention. Key-words: popular quarters; social nets; urban peripheries; “lived spaces”
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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