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Record W3199761961 · doi:10.51270/45.1.77

Situating Copper Crescents

2021· article· en· W3199761961 on OpenAlexvenueaboutno aff
Craig N. Cipolla

Bibliographic record

VenueCanadian Journal of Archaeology · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicHistorical and Cultural Archaeology Studies
Canadian institutionsnot available
Fundersnot available
KeywordsTypologyAssemblage (archaeology)ArchaeologyHistoryCopperAnthropologySociology

Abstract

fetched live from OpenAlex

This report considers copper crescent-shaped objects from Ontario, contextualizing them within broader archaeological discussions of the Old Copper Complex. I focus on a small assemblage of antiquarian-collected crescents from the Royal Ontario Museum. A literature review comprises the bulk of this report; crescents recovered from sites located in the center of the Old Copper Complex, in current-day Wisconsin and Michigan, help to situate examples in the antiquarian collection. I discuss crescents in terms of their chronological and geographic breadth, their formal variation, and the different depositional contexts in which they are found. Three examples from the antiquarian collection represent novel forms of copper crescent that are not represented in the accepted typology. Two of these, collected approximately 1,600 km apart from one another, closely resemble stone and copper ulu knives, each with a unique copper handle that once bore a haft. By situating this particular collection within broader discussions of native copper, this report demonstrates the continued importance of thinking through poorly-contextualized archaeological collections while remembering the limitations of rigid, typological thinking.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.921
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

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

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 head0.029
GPT teacher head0.280
Teacher spread0.251 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations1
Published2021
Admission routes2
Has abstractyes

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