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Record W7159830836 · doi:10.37445/adiu.2025.02.16

ARCHAEOLOGICAL COLLECTIONS OF BARROW NECROPOLISES OF BILSK HILLFORT IN MUSEUM STORES OF KHARKIV AND KOTELVA

2025· article· W7159830836 on OpenAlexaboutno aff
I. Shramko, S. Zadnikov

Bibliographic record

VenueArchaeology and Early History of Ukraine · 2025
Typearticle
Language
FieldArts and Humanities
TopicAncient and Medieval Archaeology Studies
Canadian institutionsnot available
Fundersnot available
KeywordsExcavationChronologySettlement (finance)PopulationPeriod (music)Quarter (Canadian coin)

Abstract

fetched live from OpenAlex

A peculiarity of the barrow necropolises of the Bilsk microregion is their connection with a huge settlement complex that developed over several centuries, from the last quarter — the late 8th to the late 4th century BC. Material from the excavations of the barrows not only supplements the information obtained during the study of various components of the Bilsk hillfort and sites in its vicinity. It also significantly expands our understanding of various aspects of the life of local population and becomes reliable source for the working out of chronology of the sites of Forest-Steppe Scythia. Some artefacts discovered in the barrows of the Bilsk necropolises are unique and can be classified as the objects of national heritage. Most of the finds are kept in the museum stores of Kharkiv and Kotelva. The items, formed the core of collections, are linked with archaeological excavations of various expeditions, starting from the second half of the last century. Meanwhile, each of the institutions had the periods when their stores were replenished most intensively. The store of the Museum of Archaeology of Karazin University keeps material from excavations since 1965 till 1981 amounting to 1137 storage units. Collection of the Historical and Cultural Reserve «Bilsk» began to form after its foundation in 2005. Since 2014, the barrows have been explored by several expeditions which increased the number of artefacts in the reserves’ collection almost fourfold compared to the previous period up to 2,346 storage units. Despite the significant difference in the number of finds kept in each of the institutions, the ratio of the main categories of objects is approximately the same. Both collections include different categories of objects such as dishes, weapons, and jewellery. The rarest group of objects is the mirrors, which indicates some common features of the Bilsk collections and the possibility of predicting their replenishment. A significant number of metal products (38.2 and 67.4 %) in both collections indicates the priority of training of the metal restorers in this area and ensuring of storage conditions. Our monitoring of collections of the two institutions demonstrated their representativeness and even uniqueness, their significance for further scientific development of the issues of Scythian archaeology. Since the beginning of the full-scale war in Ukraine, the employees of the two institutions established work with the storage, having evacuated the most valuable and vulnerable part of collections, constantly monitored the state of preservation of artefacts, and kept in touch with restorers. In war the collections of the Bilsk Reserve continue to be replenished.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.036

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.004
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0110.001

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.

Opus teacher head0.021
GPT teacher head0.230
Teacher spread0.209 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

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Citations1
Published2025
Admission routes1
Has abstractyes

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