The Evolution of Forming “Territories of Traditional Nature Use” in the Sakha Republic (Iakutiia)
Bibliographic record
Abstract
In the struggle of Russia’s Indigenous northerners for greater control over their ancestral lands, the spatiolegal formations known as Territories of Traditional Nature Use (TTPs, using the Russian acronym) have become their most effective tool. TTPs have assumed diverse characteristics across Russian regions in response to the evolution of federal and sub-federal law and of center-periphery relations at national and regional scales. In the Sakha Republic (Iakutiia), TTP formation is entangled with wider territorial politics and economic trends, which have led to the precarious but powerful advancement of Indigenous rights. This article explores this evolution by comparing the creation of two neighboring TTPs, formed eight years apart under distinct political and legislative conditions. A combination of local efforts, subnational legislative and economic initiatives, and reaction to federal overstep have compelled the improvement and systematization of Indigenous rights in the republic.
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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 | 0.001 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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".