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
The study of the Ukrainian Holodomor has reached a point where it is sufficiently voluminous that it is worthwhile to establish the core concepts and events vital to its thorough scholarly understanding. This paper seeks to put forth one such possible outline. It supports the position that the Holodomor is genocide; it rebuts arguments against this position; and it examines the way in which it differs from the Holocaust to which it is often compared. By revealing the ideological and economic conditions of the Soviet Union under Joseph Stalin, and the motivations of Stalin’s leadership and his desire to eliminate the threat of Ukrainian nationalism to the Soviet state, this paper shows how the Holodomor was made possible, and why it took the course it did, and that it was deliberate, and different from the All-Union famine that preceded it. It briefly surveys the main sources upon which research on the topic relies and the major works pertinent to the development of scholarship on the Holodomor. Once the necessary components for understanding the Holodomor are determined, a coherent and truthful narrative about it can be established and the false narratives that deny the deliberate nature of the famine can be revealed.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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