Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This book examines the Kazakh famine of 1930-33, one of the most heinous and poorly understood crimes of the Stalinist regime. As part of a radical social engineering scheme, Josef Stalin sought to settle the Kazakh nomads and force them into collective farms. More than 1.5 million people perished as a result, a quarter of Soviet Kazakhstan’s population, and the crisis transformed a territory the size of continental Europe. Drawing upon a wide range of sources in Russian and in Kazakh, the book brings this largely unknown story to light, revealing its devastating consequences for Kazakh society. It finds that through the most violent means the Kazakh famine created Soviet Kazakhstan and forged a new Kazakh national identity. But the nature of this transformation was uneven. Neither Kazakhstan nor Kazakhs themselves became integrated into the Soviet system in precisely the ways that Moscow had originally hoped. Seen from the angle of the Soviet east, a region that has not received as much scholarly attention as the Soviet Union’s west, the Stalinist regime and the disastrous results of its policies appear in a new light.
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.
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 | 0.002 | 0.002 |
| 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 it