O processo de esvaziamento industrial em São Gonçalo no século XX: auge e declínio da “Manchester Fluminense”
Bibliographic record
Abstract
10.12957/cdf.2014.11532 O artigo tem por objetivo descrever o processo de esvaziamento industrial do Município de São Gonçalo, localizado na Região Metropolitana do Estado do Rio de Janeiro. Outrora um dos mais importantes parques industriais do Estado – tendo recebido a alcunha de “Manchester Fluminense” – o processo de industrialização, construído de forma “espontânea” pelo setor privado, não teve fôlego e já na década de 1970 começaram a aparecer os primeiros sinais de sua decadência industrial. Entre as causas apontadas, a mais importante parece ter sido a negligência da ação estatal no município, nas três esferas, seja pela precariedade da infraestrutura, seja pela escolha de outras regiões fluminenses para abrigar investimentos estatais de maior fôlego, deslocando para essas regiões o dinamismo industrial do Estado.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 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".