Bibliographic record
Abstract
Since at least the fourteenth century the Slavic ethnic minority population known as Polish Lemkos has claimed the northern slopes of the Carpathian Mountains as its homeland. Lemkos are part of a larger east Slavic population of Carpathian Rus' collectively known as Rusyns, who reside in the Lemko region (in Poland), the Prešov region (in Slovakia), and western Subcarpathian Rus' (in Ukraine) (see Figure I). Beyond the Carpathian homeland Rusyns live in Serbia, Croatia, the Czech Republic, Hungary, Romania, and outside of Europe in the United States, Canada, and Australia (Magocsi 2005, 433; 2006, II). By the outset of the twentieth century in the Lemko Region, the term “Lemko” was gradually adopted as an ethnonym instead of “Rusyn.” Some Rusyns in lands other than Poland also choose to refer to themselves as Lemkos.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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".