Mollohuanca Cruz & Association of Livestock Producers of Huinipampa-Espinar v. Ministry of the Interior of Peru, et al (amicus curiae brief)
Bibliographic record
Abstract
This amicus curiae brief offers the Constitutional Court of Peru information about some of the instruments of international law and policy that are relevant to the adjudication of a case that raises serious questions regarding the constitutionality of a series of “extraordinary and complementary” services contracts formed between mining company Xstrata Tintaya (now Antapaccay Mining) and the Peruvian National Police Force (“PNP”) with the objective of providing security services to the infrastructure and personnel associated with Tintaya Mine (now Antapaccay), located in Espinar Province in the Department of Cusco. This case is important because the terms of the Tintaya-PNP contract are very similar to a number of other contracts that the amicus authors have personally examined between foreign resource companies and the PNP. The Peruvian Constitution protects values such as the rule of law, equality, non-discrimination and the community’s rights to security. In this amicus, we present international statements of law and policy that establish the importance of the principle of police impartiality and its critical relationship to the principles of equality, non-discrimination and rule of law in a democratic society. Referring to these international statements, we argue that the contracts between the PNP and the transnational mining companies, are inconsistent with the well established principle that the state must provide security services to its citizens in a manner that is impartial and responsive to the special needs of society’s most vulnerable members.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.010 | 0.005 |
| Insufficient payload (model declined to judge) | 0.016 | 0.002 |
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".