ANADOLU SELÇUKLU VE BU ÜSLÛBU TAŞIYAN CİLDLERDE ZENCİREK TİPOLOJİSİ DENEMESİ
Bibliographic record
Abstract
Anatolian Seljuqids, as one of the important periods of Turkish history and civilization, have left great works in the field of bookbinding as in other fields of art. Bookbinding Art of Anatolian Seljuqid has begun in the 12th century and lasted to the first quarter of 14th century. Meanwhile, it had impacts on the Mamlukids, Ilkhanids and Qaramanids too. One of the sections on the covers of bookbinding is zencirek (bordur). In this article, it has been presented the typology of zencirek which we could have found out so far. It will be definitely added new ones to the twenty seven types of zencirek through the new researches on the topic
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".