Some Mannean glazed bricks from the Little Zab River Basin, Northwestern Iran
Bibliographic record
Abstract
The article focusses on geographical area south of the Lake Urmia and on the period of the Iron Age III. This is a time span when settlements such as Rabat I-III, Tepe Paswe and Shinawe become real urban centres dominating the local social environment. Archaeological contexts from excavations of Rabat II reveal the ritual function of the site, which is to be identified as a temple. Among exceptional finds from excavations of this sites are glazed bricks. Examination of these objects deriving both from excavations and illegal diggings in Rabat II and Shinawe survey enables their classification. Particularly from morphological point of view they are classified as half, quarter, square, crenellated, and broken, and in sense of ornamentations as geometric, anthropomorphic, faunal, mythical, and inscriptional. The present data reveal the essential traits of material culture of the region during the period of existence of the Mannean confederation.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".