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 Carpatho-Rusyns are central European people, numbering approximately 1.2 million, who live within the borders of five states: Poland, Slovakia, Ukraine, Romania, and Hungary. They have never had a state of their own. Disregarded and suppressed by most governments that ruled over them in the past, the Rusyn people have had to fight to retain their identity, culture, and language. This work is an attempt to redress the loss of historical memory and knowledge caused by decades of repression by investigating and explaining the historical past and culture of Rusyns in all countries where they live, including immigrant communities in the United States, Canada, and Yugoslavia. The encyclopedia contains over 1,100 alphabetically arranged entries in areas such as individuals, organizations, political parties, periodicals, historical terms, geographic regions, historical events, and on themes such as architecture, archaeology, cinema, communism, ethnography, geneaology, geography and economy, historiography, history, the internet, language, literature, nationalism, printing and publishing, and radio and television. The first encyclopedic work on Rusyns to appear in English, this book has laready proven to be an indispensable resource for European and Slavic studies specialists, and for general readers interested in international relations and nationalism. The Revised and Expanded Edition has been fully updated: New data and references have been provided for most existing entries ans many entirely new entries have been added.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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