Regional Novels and the Czech Ruralism
Bibliographic record
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 20th century.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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 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".