Uncovering the Truth behind Azerbaijan's “Ecological” Blockade of Nagorno-Karabakh: The Role of Government-Linked Volunteer Organizations in the Lachin Corridor
Bibliographic record
Abstract
This article presents an analysis of the ongoing blockade of Nagorno-Karabakh in Azerbaijan, which, for almost five months, was under the guise of an ecological protest. It examines the role of volunteer organizations linked to the Azerbaijani government in coordinating the volunteer protestors blocking the Lachin Corridor, as well as the demographic makeup of these volunteers, the majority of whom are students from Azerbaijan’s public universities. The article delves into the origins and objectives of these organizations, as well as the benefits that Azerbaijani youth gain by joining them. The article also touches on the organizations' next goal, which is to utilize the same student volunteers to influence media coverage of the “West Azerbaijan community,” an initiative introduced by the Azerbaijani government to justify its territorial claims on sovereign Armenian territory. The study contributes to the understanding of the political and social dynamics of the so-called ecological protest in Azerbaijan and its potential consequences for the broader conflict in the region.
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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 | 0.004 | 0.006 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".