Bibliographic record
Abstract
O objetivo principal da pesquisa é o estudo de problemáticas habitacionais do município de Sumaré, partindo da história da construção de seu espaço urbano, assim como a origem das políticas públicas de habitação, aproximadamente a partir da década de 1960 até o ano de 2008, analisando particularmente as favelas, que foram ocupadas pela população que não teve acesso a moradia pelo mercado imobiliário formal e nem por programas habitacionais para baixa renda. A pesquisa procura analisar a favela São Domingos, situado na região central de Sumaré e no entorno do Ribeirão Quilombo, uma área de ocupação consolidada, com moradores que recebem interferências do poder público municipal e considerada uma área de risco. Os problemas urbanos não são apenas municipais, mas relacionam-se com as políticas nacionais, apresentando semelhanças na espoliação do trabalhador de baixa renda, carências básicas de emprego, moradia e investimentos sociais.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".