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Record W7083202266 · doi:10.37710/plural.v13i1_5

Siedlungen der Zarubincy-Kultur. Einige Bemerkungen zur Besiedlung des Mitteldnjepr-, Oberdnjepr- und Polesien Gebiets während der jüngeren vorrömischen Eisen- und frühen Römischen Kaiserzeit / Settlements of the Zarubincy culture. Some remarks on the settlement of the Middle Dnieper, Upper Dnieper, and Polesia regions during the younger pre-Roman Iron Age and early Roman Imperial periods

2025· article· en· W7083202266 on OpenAlexaboutno aff

Bibliographic record

VenuePLURAL History Culture Society · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicAncient and Medieval Archaeology Studies
Canadian institutionsnot available
Fundersnot available
KeywordsHuman settlementChronologyQuarter (Canadian coin)Syncretism (linguistics)PrehistorySettlement (finance)Period (music)Periodization

Abstract

fetched live from OpenAlex

The following article discusses the settlements of the Zarubincy culture. To date, more than 200 settlements have been discovered in the middle and upper Dnieper region. Of these, 24 sites are fortified settlements and 190 are open settlements. Approximately 34% of all sites have been excavated or examined by soundings; the remaining sites are known only through field research. Various archaeological finds were discovered in the settlements investigated through archaeological excavations: houses (surface and pit houses), fireplaces, pits, outbuildings, etc. The archaeological material found in the settlements includes clay vessels, tools, clothing accessories, weapons, coins, archaeological and archaeological materials. Regarding the origin of the Zarubincy culture, I assume that the above-mentioned cultural aspect represents a cultural syncretism between the traditions of the natives and the newly arrived – Central European – cultures. Regarding the chronology and periodization of the younger pre-Roman Iron Age and early Roman Imperial period in the middle and upper Dnieper region, I believe that the chronological boundaries of the settlements of the classical phase of the Zarubincy culture lie between the first quarter of the 2nd century BC and the beginning of the 1st century AD.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.806
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0030.005
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.020
GPT teacher head0.232
Teacher spread0.213 · 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; both teacher heads agree on what is shown here.

Study designQualitative
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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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