The characterisation, implementation, monitoring and evolution of the Kimberley Process Certification Scheme (KPCS)
Bibliographic record
Abstract
Diamonds have played a dual role in society since their discovery. On the one hand, they have brought smiles to the faces of many exhibiting love, beauty, wealth and brilliance. On the other hand, they have been at the heart of many conflicts. This juxtaposition has different impacts in usage. For those whom diamonds were a positively and morally accepted benefit, it did not present problems. Where diamonds spurned conflicts, it caused harm to lives and territories. \nHuman rights abuses became the cause of international conflicts. Humanitarian interventions appeared on the United Nations Security Council agenda. The United Nations had to address the human rights abuses and had to confront the escalation of human rights abuses. Human rights abuses reached significant proportions forcing the application of humanitarian intervention mechanisms. Control of the diamond trade industry was fast becoming an item on many international peace keeping agendas. \nInternational organisations such as the World Trade Organisation, the International Criminal Court, the African Union, the European Union, the World Diamond Council and the United Nations have all tried to influence the diamond trade and its consequential impact upon human rights. These organisations are regulated by law, making them a preferred mechanism for establishing accountability for human rights abuse, arising from the illegal trade in rough diamonds and the maintenance of peace and security.Pressed by the United Nations and, De Beers; NGOs; the Partnership Africa Canada and Global Witness; the World Diamond Council; and many States initiated a formalised voluntary international certification scheme for the export and import of diamonds. Thisinternational certification scheme for the trade of rough diamonds became known as the Kimberley Process Certification Scheme. \nThe Kimberley Process Certification Scheme has been hailed as a milestone in the diamond trade industry. Simultaneously, the Certification Scheme has been criticised for its inefficacy in regulating the legitimate trade of rough diamonds. Whether the Certification Scheme in its present form is suitable to address the crisis in the trade of rough diamonds is central to this study. Thus, the characterisation, monitoring, implementation and evolution of the Kimberley Process Certification Scheme will be examined.
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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 | 0.033 | 0.071 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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".