MétaCan
Menu
Back to cohort
Record W4385989353 · doi:10.3138/gsi-2023-0014

Uncovering the Truth behind Azerbaijan's “Ecological” Blockade of Nagorno-Karabakh: The Role of Government-Linked Volunteer Organizations in the Lachin Corridor

2023· article· en· W4385989353 on OpenAlex
Lindsey Snell

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueGenocide Studies International · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicPost-Soviet Geopolitical Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsGovernment (linguistics)Political sciencePoliticsSovereigntyPublic administrationArmenianPublic relationsEconomic growthLawHistory

Abstract

fetched live from OpenAlex

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.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.452
Threshold uncertainty score0.799

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.018
GPT teacher head0.315
Teacher spread0.297 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it