Bibliographic record
Abstract
The present article is devoted to investigation results regarding materials on the Bajryk and Lybayevo culture of Kurja 1 multilayer settlement in the sub-taiga Low Tobol basin. During investigation of the site it was determined that the settlement territory was opened up by the Bajryk and Lybayevo communities twice: in the early III millennium B.C. and in the middle last quarter of III millennium B.C. A hetero-temporal nature of the complexes is testified by data of relative chronology, typology of pottery collections and certain features of stone industry. The available materials enable to conclude that specificity of the «sub-taiga» cultural sites generally copied processes typical for the Bajryk and Lybayevo antiquities of the forest and steppe zone. Archaeological materials make it possible to assume a leading role of hunting in economy of the cultures bearers, with a subordinated role of fishing.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.027 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.015 | 0.006 |
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".