Glass Beadmaking and Enamel Lampwork in Paris, 1547-1610: Archival and Archaeological Data
Bibliographic record
Abstract
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.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".