MétaCan
Menu
Back to cohort
Record W7038998469

L'abitato villanoviano di via S. Donato-Caserma Battistini a Bologna

2020· article· en· W7038998469 on OpenAlexaboutno aff

Bibliographic record

VenueArchivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna) · 2020
Typearticle
Languageen
FieldMathematics
TopicBenford’s Law and Fraud Detection
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)CraftNoticeQuarter (Canadian coin)PopulationBronze AgeSettlement (finance)
DOInot available

Abstract

fetched live from OpenAlex

The complex theme of the formation of the proto-urban settlement of Felsina is currently at the centre of the scientific debate. An important role for understanding these dynamics is played by the numerous older villages, located in the area around the future city. In this article we intend to present the village of via S. Donato-Caserma Battistini.
\nThe occupation of this area begins in the Final Bronze Age 3, with the construction of numerous elliptical huts. In the Early Iron Age this village was enlarged and its planimetric system was regularized through the construction of perimeter structures such as ditches and timber palisades. The internal area is divided into a housing sector, with many rectangular huts, and a productive area. This village is characterized by different phases, in which it is possible to notice the renovation of some huts and the construction of a gravel road. Around the middle of the 8th century BC, this context began to lose its residential connotation and became a craft area, with the presence of furnaces and large drain holes, which obliterated the perimeter structures and the huts. At the same time, we notice the implantation of some burials of non-eminent people in the whole surrounding area. During the third quarter of the 8th century BC the whole area can now be said to be abandoned.
\nThis analysis confirmed the presence of a structured population in the area surrounding the future centre of Felsina, during the advanced Final Bronze Age. It also clearly emerges that the city and the other villages have coexisted for several generations, but for now it seems difficult to hypothesize the relationships between these contexts. On the other hand, it is clear that these villages share numerous common features, like a unitary project, similar building techniques and the same material culture. It seems probable that they had to be in close socio-economic relationships with each other.

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), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.810
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

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

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 head0.027
GPT teacher head0.241
Teacher spread0.214 · 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 teacher head, not a consensus.

Study designTheoretical or conceptual
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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueArchivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)Same topicBenford’s Law and Fraud DetectionFrench-language works237,207