North Korea as a Model of Development
Bibliographic record
Abstract
In the search for a Cuban road to socialism, those advocating a gradualist and pragmatic approach clashed with Che Guevara and his supporters, who called for a radical and voluntarist development strategy. While criticized by Cuba’s Soviet and Eastern Bloc allies, Che’s radical economic ideas, which dominated Cuban policy by 1968, were shaped by North Korea’s example as well as its material support. North Korea appeared to show a tested path through which a small country emerging from colonialism and underdevelopment could transform rapidly into a modern, industrialized, socialist republic. The Cuban–North Korean ideological encounter reflected a broader discourse taking place within the international Left at the time reflecting disillusionment with the Soviet Union and the appeal of alternative models of socialism from the global South. As an ideological consensus between Cuba and North Korea solidified in the 1960s, the two governments became principal defenders of voluntarist economics within the socialist world, in resistance to the dominant trend towards “market socialism.” This partnership was given its most vibrant expression in the 1970 sugar harvest, Cuba’s pivotal experiment in voluntarist economics, in which North Korea participated directly.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".