Interdisciplinary Research of Chernyakhov Culture Materials of the 4th Century AD from the Dalniy (Vydrin) Burial Ground in the Upper Reaches of the Sudzha River
Bibliographic record
Abstract
The article introduces previously unpublished materials studied on the Dalny (Vydrin) burial ground of the Chernyakhov culture in the upper reaches of the Sudzha River, an interfluvial area between the Sejm and Psel rivers. During the field work, 20 inhumation burials were excavated. So far, traces of cremation burials are known only by stray finds, including seven male, nine female, and three children’s; two are ritually destroyed. All burials can be dated to phases C3/D1 (second quarter of the 4th — the end of the 4th century). A rich burial of a man about 40 years old was revealed, which, based on material evidence, allowed him to be attributed to representatives of the military nobility. As a result of the typological analysis of chronological markers from the burial, this complex is late relative to the chronology of the Chernyakhov antiquities and belongs to the end of the 4th — the turn of the 4th/5th centuries. The study of the anthropological series was conducted according to a comprehensive program, including descriptive techniques, measurement methods, analysis of physiological stress markers, and pathologies. For the first time, data on the ratio of light nitrogen and carbon isotopes in bones and tooth enamel will be published, providing an opportunity for paleodietological and paleoecological reconstructions. Portrait reconstructions of 8 people buried in the burial ground (3 men and five women) were performed.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.004 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| 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".