Marxist-Leninist ideology, Soviet foreign policy and the structure of the international system of states.
Bibliographic record
Abstract
This work examines the relationship between Marxist-Leninist ideology and Soviet foreign policy in the context of the contemporary structure of the international system of states. To what degree does the ideology of a state shape the course of foreign policy pursued by that state? How does the structure of the international system influence a state\u2019s international behaviour? What happens if the ideological "foreign policy blueprint" comes into conflict with the requirements dictated by the structure of the international system? This work will attempt to provide answers to these questions and to outline how structural constraints imposed on Soviet international behaviour during the 20* century diminished the role of Marxist-Leninist ideology as a determinant of Soviet foreign policy. It will demonstrate that, far 6om being "unorthodox" and "unique", Soviet foreign policy was governed by some of the same factors as were policies of other states in the contemporary international system.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".