Isabel Georges et Yumi Garcia dos Santos, Les nouvelles politiques sociales brésiliennes dans la santé et l’assistance aux personnes – Production locale de service et rapports de genre (As novas políticas sociais brasileiras na saúde e na assistência –Produção local do serviço e relações de gênero)
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
Cet ouvrage, publié en 2016 au Brésil, est le fruit de plusieurs années de recherches menées par deux sociologues. Il pose la question de l’émergence de « nouvelles » politiques sociales en Amérique latine et plus particulièrement au Brésil, ces vingt dernières années, et de leur signification une trentaine d’années après la redémocratisation du pays. Ce pays, souvent présenté comme le laboratoire d’expérimentation des politiques sociales, notamment avec le programme-phare Bolsa Família (Bour...
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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 it