Bibliographic record
Abstract
This paper investigates what the Holodomor tells us about the development and dynamics of Soviet history. It starts by examining the evolving relations between Stalin and the peasantry during the Soviet Union’s first decades as well as the social, economic, moral, and psychological consequences in the USSR after 1933 following the destruction of traditional rural society. The relationship between the Holodomor and the viability of the Soviet system will then be discussed along with the opportunities that history presented to the Soviet leadership after 1945 to reverse the country’s critical 1928-29 decisions. This leadership’s awareness of the tragedies of the 1930s in the countryside, as well as of their consequences, will then be raised, before shifting the focus to the linkage between the peasant and the national questions in Soviet history. In this context the Holodomor will be discussed as a tool to solve both the peasant and the national “irritants” caused by Ukraine to both the Soviet system and Stalin’s personal power. The legacy of such a “solution” will then be addressed, including a consideration to the background of the collapse of the Soviet system from the perspective of the sustainability of a state whose past is marred by unacknowledged genocidal practices. Finally, the consequences of the growing awareness of the Holodomor’s importance and nature on the USSR’s image will be discussed. In particular, the question of the “modernity” of the Soviet system and of the “modernizing” effects of Stalin’s 1928-29 policies will be raised.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.006 | 0.040 |
| Scholarly communication | 0.009 | 0.013 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".