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Record W3122320725 · doi:10.1484/j.ham.5.121713

Scultura altomedievale e analisi delle corrispondenze: l’atelier Piemontese-Provenzale (o la ‘Bottega delle Alpi Marittime’ quarant’anni dopo)

2020· article· it· W3122320725 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueHortus Artium Medievalium · 2020
Typearticle
Languageit
FieldArts and Humanities
TopicMedieval Architecture and Archaeology
Canadian institutionsnot available
Fundersnot available
KeywordsSeriation (archaeology)Middle AgesChronologyPeriod (music)ArchaeologyQuarter (Canadian coin)HistoryHumanitiesArtVisual arts

Abstract

fetched live from OpenAlex

In this paper, the statistical method of the correspondence analysis - already abundantly employed on several classes of archaeological finds - is applied, for the first time, to the Early Medieval church architectural sculpture, which is mainly found in fragments, owing to later reuse as building material. The correspondence analysis, in particular the seriation, allows to study the sculpted fragments in a systematic way, and to achieve solid and verifiable typological grouping. The typological grouping is extremely useful to ascertain the relative and absolute chronology of large sets of sculpted stone items, but can also be exploited for detecting, characterise and distinguish from one another the sculpting workshops operating in a given macro-region during a certain period. The ‘sample’ chosen for performing the seriation is a very significant group of sculpted fragments from nowadays South-Eastern France and North-Western Italy, which are not only particularly suitable to this kind of research, but also required a global, comprehensive reassessment in the light of the advancement of knowledge in archaeology and history in the last decades. Among other results, the study led to the identification of an itinerant group of sculptors who worked in thirteen locations towards the last quarter of the 8th century.

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.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.433
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.001
Science and technology studies0.0020.003
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0190.004

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 head0.033
GPT teacher head0.244
Teacher spread0.211 · 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