Bibliographic record
Abstract
David Brandenberger argues that contemporary Russian identity was mainly a result of a “historical accident.” He maintains that this national identity was a product of the twentieth century rather than the nineteenth, which is more commonly cited, and that in terms of the state formulating a conception of what it meant to be Russian, the first decade of the Soviet period achieved little. However, by the late 1920s Soviet ideologists began to seek something more appealing than the mundane party slogans and eventually added non-proletarian, historical Russian heroes to the Soviet pantheon, particularly after the purges when the latter group was sorely depleted. This campaign was largely successful in inducing an understanding of national identity from a non-proletarian past as is evident today. He perceives this process as the formation of a Soviet populism, designed to mobilize society “on the mass level” and compares Stalin's USSR with Latin American dictatorships in this regard. Stalin, he argues, “was an authoritarian populist rather than a nationalist.” By 1953, Russians had a much better idea about their identity than in the period before 1937.
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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 | 0.004 | 0.008 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".