Speaking of Socio-Economic and Political Processes in the DPRK under Kim Jong-Un and Their Influence on Russian-North Korean Communication
Bibliographic record
Abstract
The article analyzes North Korea domestic policy processes, such as socio-economic and political ones, under KIM Jong-un. The article shows that there are no signs of regime transformation which many experts prefer to declare. The survey proves that all processes initiated by KIM Jong-un within the country are neither more nor less than continuity with his predecessors’ policy. At the same time KIM Jong-un protects his hard line in foreign policy, his course appears to be even more severe than his father’s one at times. He is ready to show his will to the USA and even to Beijing. But relations between the DPRK and the Russian Federation are modifying. The last two years are characterized with appearance of the new touch to Russian-north Korean relations-they turn to economics keeping the political relations format. Two countries are seems to have even similar foreign policy concept in the face of common enemy.
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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 | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".