Conservation for self-determination: Salween Peace Park as an Indigenous Karen conservation initiative
Bibliographic record
Abstract
States have long used protected areas to consolidate control over Indigenous Peoples’ territories, undermining community-based governance and access to resources. Despite this history, Indigenous Peoples around the world are increasingly designating their own protected areas to defend ancestral territories and assert self-determination. This paper examines Indigenous conservation politics in the Salween Peace Park in Kawthoolei, an autonomous territory of the Karen (Sino-Tibetan language-speaking peoples living primarily in Burma and along the Thai-Burma border). Local villagers and the Karen National Union envision the park as a grassroots initiative for peace in an area that has suffered decades of armed conflict between the Burmese military and the Karen movement for self-determination. Using the Salween Peace Park as a case study, we engage Indigenous scholarship on politics of recognition, resurgence, and refusal. We explore intersections and tensions between these political strategies, highlighting ways that Indigenous protected areas mobilize different forms of power to advance self-determination.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| 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".