Double influence and dual projection between global and local: the "Mariana Case" and the (an) social responsibility of mining companies
Bibliographic record
Abstract
The article aims to analyze the double influence of the global on local in the face of the closed and ambiguous relations between the economy and the law, as well as to demonstrate the double projection of the place in the global, either from the perspective of the responsibility of the transnational companies involved in the case Mariana, and for the mapping of human rights violations of Vale SA in the world. The method of approach used is the dialectic and the procedure is the bibliographic and documentary, with emphasis on reports and documents from research groups and civil society organizations. Among the conclusions, it was verified that the political-economic interests contributed to the State's bad performance before and after the tragedy - from the elaboration of the New Mining Code to the agreement extrajudicially signed between the companies and the government for the indemnification and support of the victims. However, the Brazilian tragedy only reflects the height of Vale's social irresponsibility in relation to other focos of resistance in the world, notably Chile, Mozambique and Canada. Finally, private mechanisms for the protection of human rights - such as codes of conduct are fragile -, the national mechanisms insufficient, and the need for transnational corporations to be subject of international public law, urgent.
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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 | 0.000 | 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 | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.002 |
| 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 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".