Курганный могильник Чеботарево IV в среднем течении р. Жайык
Bibliographic record
Abstract
Materials from the excavations of the Chebotarevo IV kurgan burial ground on the right bank of the Zhayik River, consisting of four kurgans, are being introduced into scientific circulation. Three kurgans were looted but contain dating materials. Kurgan No. 3 features an unlooted Early Sarmatian elite burial. The burial belongs to the group of monuments with ceremonial golden weaponry. The accompanying inventory includes an iron sword with a goldplated pommel and crossguard, two iron acinaces daggers, a mounted vessel, a quiver, arrowheads, a mirror, a gold chain, an iron belt hook, and a quiver clasp with gold plating. One kurgan is dated to the Sauromatian period, and three kurgans belong to various phases of the Early Sarmatian period. In the article, Kurgan No. 1 is attributed to the 4th century BCE, Kurgan No. 3 to the last quarter of the 2nd century to the beginning of the 1st century BCE, Kurgan No. 4 to the 6th–4th centuries BCE, and Kurgan No. 5 to the 3rd century BCE. Further research will refine or adjust these dates.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.024 | 0.015 |
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".