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Record W7125788133 · doi:10.7264/5b6h1n57

Glass Beadmaking and Enamel Lampwork in Paris, 1547-1610: Archival and Archaeological Data

2025· article· W7125788133 on OpenAlexaff
Élise Vanriest, Brad Loewen

Bibliographic record

VenueBeads (Ottawa. Online)/Beads · 2025
Typearticle
Language
FieldArts and Humanities
TopicCultural Heritage Materials Analysis
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsEnamel paintEstatePeriod (music)Range (aeronautics)Small town

Abstract

fetched live from OpenAlex

This article presents beadmaking in Paris during the second half of the 16th century as seen through period documents and artifacts. Parisian archives document beadmaking by artisans called patenôtriers who made a wide range of glass buttons and jewelry, including beads. Records of the patenôtriers’ guild provide an idea of the number of artisans engaged in this activity, while notarial contracts and estate inventories reveal individual careers and the material dimension of beadmaking in Paris. Patenôtriers obtained their materials – soda glass and enamel supplied as tubes, rods, or ingots – from glassmakers in rural France, Altare in Italy, and a small glassworks that operated in the suburb of Saint-Germain-des-Prés in 1598-1608. They exported rosary beads to Iberia and trade beads to North America. In European terms, Paris was a major beadmaking center during the 16th century and we know its products from a small number of archaeological finds and museum holdings.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.741
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.001
Science and technology studies0.0010.003
Scholarly communication0.0020.001
Open science0.0020.004
Research integrity0.0010.001
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 head0.054
GPT teacher head0.303
Teacher spread0.249 · 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 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
Published2025
Admission routes1
Has abstractyes

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