“The East Asian Frontier of the Socialist World: North Korea in the 1950s”
Bibliographic record
Abstract
The decade of the 1950s was a formative period for the Democratic People’s Republic of Korea (dprk), one that shaped its integration into the international socialist system. This article examines the interaction between North Korea’s internal (institutional) and external (international) integration into the socialist system that, at this time, the Soviet Union and its East European bloc allies dominated. It argues that North Korea was more integrated into the socialist world than its nationalist ideology implied. The 1950s marked the culmination of the dprk’s connectivity to the international socialist world. The narrative begins in the second half of the 1940s with the building of North Korea’s socialist system. It then focuses on East European bloc aid to North Korea during and after the Korean War, as well as the dprk’s reactions to this fraternal assistance. By the second half of the 1950s, North Korea came to associate integration with dependency, generating nationalist impulses in dprk policy and laying the foundation for the juche (self-reliance) paradigm. North Korea’s nationalist ideology was part of a broader post-colonial nation building drive, but socialist interdependency also played a role in the dprk’s divergence, after the early 1960s, from the Soviet bloc and the People’s Republic of China.
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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 | 0.010 | 0.009 |
| Scholarly communication | 0.005 | 0.008 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".