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
János Bak offers a sketch of the politically charged deployment in Hungary of medieval and later myths of national historical origin beginning with the anonymous Gesta Hungarorum of c.1200, which traces the Magyars back to Scythia and which was printed and then translated into Hungarian in the eighteenth century during a period of Romantic nationalism. Bak further discusses the late thirteenth-century Gesta of Simon of Kéza, which links the Hungarians to the Huns, as well as the Cronica de introductione Scytarum in Ungariam et Judaeorum de Aegypto, the rhymed Latin chronicle of the sixteenth-century Calvinist minister András Farkas, which draws parallels between Hungary and the Israelites. Bak concludes by turning to the debates among twentieth-century historians concerning the effects of the recent use of such myths for political propaganda.
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 | 0.000 | 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