Traditional Communities as "Subjects of Rights" and the Commoditization of Knowledge in Brazil
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
The International Labor Organization (ILO) Convention 169 and the Convention of Biological Diversity (CBD) led signatory state-members to recognize traditional communities as subjects of rights, and no longer as objects of tutelage. However, their implementation may bring new challenges in states adopting market-based decision-making to rule social life. In pluri-ethnic societies in which power differentials are structurally embedded, traditional communities and companies exploring their resources and knowledge have been, historically, unequal and opposed parties. In processes of benefit sharing, these unequal social actors are wrongfully considered equally free subjects of rights in negotiating contracts in supposedly free markets. Erasing historical and structural differences, and assuming equality in an unequal world will only reproduce the inequality that CBD has aimed to address.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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