К атрибуции одной случайной находки из коллекции Национального археологического музея в Варшаве
Bibliographic record
Abstract
The author proposes an attribution of a bronze dagger hilt from the collection of Scythian time in the National Museum of Archaeology in Warsaw. Daggers with similar hilts are well-known from the later sites in Western Siberia dated about the second quarter of the 1 st millennium AD. This is consistent with the information of a probable location of the find published by Z. Podkowinska in 1933, but it was put much debated. Weapons of the first half of the I Millennium AD found on archaeological sites in Western Siberian forests have a strong resemblance to the weapons of the middle and late Sarmatian burials, but at the same time bear traits of distinctive decoration, which survived to the early Middle Ages.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.004 | 0.004 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.009 | 0.008 |
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".