The International Law Principle of Permanent Sovereignty over Natural Resources as an Instrument for Development: The Case of Zimbabwean Diamonds
Bibliographic record
Abstract
Abstract Extensive research has shown that revenue from the exploitation of natural resources can sustain development. Conversely, development research literature has shown that many developing countries have failed to use the natural resources to improve and sustain good living for their citizens. In most cases, those in political offices have squandered the resources and benefits that have accrued from the country’s natural endowments. This article explores how the international law principle of permanent sovereignty over natural resources (PSNR) could be used as a vehicle for development, particularly looking at the case of Zimbabwean diamonds. While the principle could be an instrument for development, this article argues that legislation governing mining in Zimbabwe is not facilitative of a people-centred interpretation of the principle. Mining legislation vests the custodial right over the country’s mineral resources in the President. This creates an opportunity for abuse, as it limits the extent to which the people, as beneficiaries of the principle, can lay claim to the content of the principle. It also effectively limits any say the people may have on how revenue from the sale of diamonds is utilised, and how they would want to benefit from the resource. The article concludes that there is a need for legislative reform that speaks to development that is people-centred without which the majority of the people will keep sinking into the doldrums of extreme poverty, despite the country’s resource endowment. The hope is that the new Zimbabwean constitution will provide the impetus in this regard.
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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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.028 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.005 | 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".