A economia social em perspectiva transversal no Brasil e no Canadá
Bibliographic record
Abstract
A mobilização dos cidadãos no desenvolvimento da economia social tem representado o surgimento de novas estratégias de organização nas sociedades brasileira e canadense. Dentro desse quadro, as cooperativas têm se mostrado como políticas sociais duplo-ganhadoras (win-win), em que a grande oportunidade a ser aproveitada pela consolidação da economia social como componente essencial de uma sociedade cada vez mais responsável e participativa está na raiz de uma estratégia conjunta de articulação de ganhos trazidos à questão do trabalho e ao desenvolvimento local. Com essa discussão são fornecidos os subsídios para a garantia de pluralidade e o aprofundamento do debate sobre economia social.Abstract: The mobilization of citizens for the development of social economics has represented the urge of new organizational strategies in the Brazilian and in the Canadian societies. Inside this framework, cooperatives have been considered double-winner social policies (win-win), while a great opportunity to be undertaken for the consolidation of social economy as an essential component of a society more and more responsible is the root of a team articulation of earnings brought to the employment question and to the local development. This discussion supplies assistance to assure plurality and depth for the debate about social economy.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.010 |
| Science and technology studies | 0.021 | 0.008 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".