Enclosing Ethnic Minorities and Forests in the Golden Economic Quadrangle
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT Ethnic minority farmers in the infamous Golden Triangle were first incorporated into the nation states of China, Laos and Thailand, and later into the economic region called the Golden Economic Quadrangle. This article traces policies in each country for minorities, development and the environment, followed by an analysis of agrarian transitions under economic regionalization. Using the framework of powers of exclusion and racialization, our findings show the changes for ethnic minorities who, with the exception of those in the lowlands, face environmental enclosures that dispossess them from lands on which livelihoods are based. Ideological legacies from the Golden Triangle, including ‘backward’ minorities, the fight against drugs, and threats to national security, continue to inform policies and development projects. While some farmers have become entrepreneurs planting cash crops, most face increasing marginalization under deepening regional capitalism.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 it