Texto para Discussão (TD) 2389 : Contribuições à Nova Agenda Urbana : o relatório do ConCidades para a Conferência Habitat III
Bibliographic record
Abstract
A cada vinte anos, a Organização das Nações Unidas (ONU) promove a Conferência sobre Habitação e Desenvolvimento Urbano Sustentável (Habitat) voltada para debater os problemas de habitação e de desenvolvimento urbano e para firmar compromissos internacionais que favoreçam a existência e a produção de assentamentos humanos sustentáveis. Durante a preparação para a realização da terceira edição do Habitat, a ONU propôs a produção de relatórios nacionais dos Estados-membros a fim de orientar as negociações da Nova Agenda Urbana (NAU) mundial. A convite do Conselho Nacional de Cidades (ConCidades), o Ipea foi o responsável pela redação do Relatório Brasileiro para a Habitat III. Neste contexto, o texto a seguir discute os principais temas incorporados nesse processo de discussão/construção da Nova Agenda Urbana brasileira.
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.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.009 | 0.007 |
| Insufficient payload (model declined to judge) | 0.051 | 0.013 |
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".