The introduction of the agricultural technologies by the occupation authorities in the Kherson region in 1941–1944
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 rich cultural and social life of the Lemkos in New York, Philadelphia, Chicago, Winnipeg, Montreal, Toronto, and others. Along with the articles about the life of Lemkos in the North American countries, quite a few Lemko newspapers wrote about the cultural life of Lemko communities in South American countries, such as Brazil, Peru and Paraguay. The newspapers published columns To the Lemko Brothers from Uruguay and Ukrainians in Argentina that provide information about the cultural achievements of the Lemkos in these countries. The newspapers published articles about the life of Ruthenians in France, Germany, Britain, Czechoslovakia, Lithuania, and Yugoslavia as well. They inform about various cultural and educational events and considerable achievements of Lemko emigration in these countries. Finally, there were a few publications from Manchuria (Green Wedge) that give an idea of the scale of Lemko's emigration.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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