Bibliographic record
Abstract
The Irish famine of the mid nineteenth century and the Ukrainian famine of the twentieth century have been the subject of large and quite contentious literatures. Whereas many popular explanations of the Irish famine attribute it to the English government’s infatuation with laissez-faire economic doctrines, by contrast the Ukrainian famine has often been ascribed to Stalin’s resentment of Ukraine’s resistance to the Soviet revolution. This essay suggests that despite their many differences, during these years both Ireland and Ukraine can be considered to have been internal colonies of their respective empires. The key implication of this conception is that these appalling famines arose from a common underlying cause: namely, the inferior political status of these regions relative to that of the core regions of these states. One of the defining characteristics of internal colonies is that they often suffer from alien rule. Alien rulers are typically indifferent to the welfare of the residents of the culturally distinctive regions within their borders. Due to this indifference, both the British and Soviet central rulers cast a blind eye to the fate of the Irish and Ukrainian peasants.
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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 | 0.002 |
| 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 | 0.011 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".