Interdisciplinární pohled na zlaté kování z doby stěhování národů z Kounic
Bibliographic record
Abstract
Kounice. e random nd of a small piece of gold tting in the cadastral territory of Kounice, district of Nymburk, is so far one of the few artefacts of Eastern provenance produced with the so-called cloisonn technique in Bohemia. anks to the use of archaeometric methods a whole range of remarkable information was found -the utilised stones are garnets from the Central Bohemian Uplands; the manufacturing technique of this jewel is at a relatively low level and it shows perhaps also signs of repairing; the purity of used gold is also relatively low. In terms of style, this object corresponds to production from Black Sea Lowland, but with regard to manufacturing quality it reminds rather Pannonian workshops from about the 2 nd third of the 5 th century. In the Bohemian region this is an extraordinary nd. Nevertheless, according to discovery circumstances, it is possible to think that it represents an accidentally lost piece in the roads between the quite densely populated areas of Prague eastern edge (on the west side) and the drainage basin of the Vrovka river (on the east side).
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How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.009 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.040 | 0.003 |
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; both teacher heads agree on what is shown here.
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".