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
Abstract In the netherlands regional novels have never been considered as real literary works. in Flanders regional literature had a better status, especially because several writers of the Van Nu en Straks movement such as Stijn Streuvels wrote about regional themes. in Czech literature since 1848 regional themes was viewed as important in novels and stories, mainly till the end of world war ii. in 1932 the Catholic writer Antonín Matula defined the so-called ruralism, which became a movement of mainly Catholic writers from the countryside. Most of them were severely persecuted in a constructed Stalinist show trial against the green international in 1951. in his work Hlasy země v evropských literaturách (The Voice of Earth in European Literatures, 1933) Matula discussed nearly all major european literatures, i.e. Flemish regional writers. it is no coincidence that especially Flemish writers such as ernest Claes, Stijn Streuvels and Felix timmermans, were translated into Czech during the second quarter of the 20 th century.
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) | 0.001 | 0.001 |
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