Caminhos e descaminhos da macrometrópole paulista: dinâmica econômica, condicionantes externos e perspectivas
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 O presente artigo aborda aspectos econômicos relevantes do aglomerado urbano que constitui a Macrometrópole Paulista (MMP). Primeiramente, identificamos as principais dinâmicas associadas à globalização e as suas manifestações em São Paulo. Em seguida, discutimos o acidentado percurso do desenvolvimento brasileiro nas últimas décadas, com ênfase nas pressões que pesam sobre a indústria nacional, o que significa caracterizar o contexto mais geral no qual a MMP está inscrita. Posteriormente, situamos a MMP na trajetória recente da economia brasileira e analisamos o seu desempenho industrial com os decorrentes impactos territoriais. Concluímos avaliando a economia paulista em face dos desafios contemporâneos, salientando o papel do Estado nacional na implementação de políticas regionais capazes de estimular um desenvolvimento mais equilibrado no conjunto do território do País.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 0.049 |
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