A Systematic Review of the Indian Mining Regulations in Comparison to Saskatchewan Mining Law Where the First Nations Holds Mineral Title
Bibliographic record
Abstract
The Indian Mining Regulations were adopted in 1954, revised in 1961, and amended in 1968 and 1978 as a means to promote mineral resource development on First Nation reserves, where First Nations hold title to the mineral resource. In this article, the Indian Mining Regulations, as part of a suite of regulations associated with the Indian Act, are outlined in relationship to Saskatchewan mining law. First is a general survey of First Nations’ mineral titles across Canada where the Indian Mining Regulations apply. This article then discusses the application of these Regulations; compliance with provincial law; the disposition of minerals; permits; leases; and, finally, the assignment of royalties. It is recommended that a critical review of mineral resource potentials, exploration, mine permitting, and standards for environmental monitoring and reclamation be established prior to any assignment of the existing Indian Mining Regulations against any mineral resource development that occurs on First Nation lands or reserves.
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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 | 0.007 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.015 | 0.023 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".