Results of the Study of the Chernovka I Campsite in the Samara Volga Region
Bibliographic record
Abstract
The paper deals with the results of study of the Chernovka I campsite located in the Sergiyevsk district, Samara region. The topography of site, the history of its study, information about stratigraphy and planigraphy of archaeological material location are considered. The characteristics of pottery assemblage of site and technology of pottery making are discussed. The detail description of the stone inventory and the main types of tools are presented. It characterizes the identified objects and burials studied within the excavation site. The materials from the site can be divided into several cultural-chronological groups, marking short-term phases of anthropogenic activity. The earliest is associated with the Mesolithic period and dates back to the beginning of the second quarter of the VIII millennium BC. Most of the morphologically marked tools, primarily the asymmetric trapezoid, find direct analogies in assemblages of the Yangelka culture from the Southern Trans-Urals. The next episode of visitation at the campsite dates back to the end of the second quarter of the VI millennium BC and records the economic activity of Neolithic groups there. Equally short-term was the presence at the site of bearers of the Early Eneolithic Khvalynsk culture. Another rather expressive group of artifacts may be associated with the late Eneolithic (Chekalino-type ceramics). Finally, the site was visited episodically in the late Bronze Age and the late Middle Ages; two burials are associated with this last phase.
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 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".