Archaeological excavations at the Nagovitsyn settlement (the last quarter of the V–III centuries BC) in 2020
Bibliographic record
Abstract
The article publishes the results of the 2020 archaeological research on the territory of the cultural heritage site of federal significance «Nagovitsynskoye (Fileyskoye) settlement» of Kirov. In accordance with the results of archaeological excavations at the settlement, a high degree of modern anthropogenic impact on the cultural layer of the site was determined and the chronological framework of its existence in the early Iron Age was established by the late Ananyino period (the last quarter of the V–III centuries BC). Eight pits were identified in the cultural layer, five of which can clearly be attributed to modern (XX–XXI century). Along with fragments of the Ananyino ceramics, modern garbage of the XX–XXI centuries (coins, casings, slagged glass, etc.) is recorded in their filling. Cultural stratifications of the Ananyino time, IV–III centuries BC, are also recorded.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".