Impact of the regulatory framework in the contemporary coastline urbanization: Camaçari (Brasil) and Asia (Peru)
Bibliographic record
Abstract
Las ciudades de América latina han sufrido grandes cambios demográficos, económicos, sociales, políticos, culturales y morfológicos, estos, en algunos casos son resultado de los lazos capitalistas dominantes y se han acentuado en las últimas tres décadas con el cambio al patrón neoliberal, que se caracteriza por una menor presencia del Estado, que actúa como un ente desregulador, flexibiliza los mecanismos, generoso con la inversión privada, donde prevalece el bien privado sobre lo público, y se promueven medidas que respaldan ese actuar; lo que ha tenido significativas implicancias en la estructura y gestión del espacio, en entre ellas la aparición o intensificación de formas urbanas. En ese sentido, esta investigación plantea profundizar en la tesis de Capel (1983), con el objetivo de establecer relaciones entre el proceso de urbanización contemporánea y el decisivo papel que desempeña el Estado como ente regulador y planificador, a través del estudio del marco normativo, en dos áreas de litoral de América Latina, Asia, Perú y Camaçari, Brasil.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".