A critical assessment of the scholarship on violent conflicts in the North Caucasus during the post-Soviet period
Bibliographic record
Abstract
This article provides an in-depth literature review of the different trends and debates in the English academic literature on the violent conflicts in the North Caucasus during the post- Soviet period. This literature review is separated into three major debates and focused on four major themes that consistently appear in the study of violent conflicts in the North Caucasus: nationalism and identity (grievance), criminality and opportunism (greed), repression (revenge and trauma), and religion (radicalization). The first debate concentrates on the structural factors explaining mass mobilization in the North Caucasus following the end of the Soviet Union. The second debate underscores the role of religious radicalization in mobilization patterns in Chechnya and the North Caucasus, as well as its potential links with other conflicts (Afghanistan and Syria) and the importance of suicide bombings. Finally, the third debate focuses on the study of counter-insurgency and counterterrorism, the development of the Caucasus Emirate, and the diffusion of insurgent violence across the region. The article concludes by underlining the need to engage on a larger theorization of violent mobilization in the North Caucasus seeking to integrate structural, organizational and individual variables linking the global dynamics and local specificities of 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.
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 | 0.006 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".