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Record W7125788994 · doi:10.7264/r8cdn213

Beadmaking during the 17th and 18th Centuries in Eu County, Normandy

2021· article· W7125788994 on OpenAlexaff
Guillaume Klaës, Brad Loewen

Bibliographic record

VenueBeads (Ottawa. Online)/Beads · 2021
Typearticle
Language
FieldArts and Humanities
TopicCultural Heritage Materials Analysis
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsContext (archaeology)Mediterranean climatePeriod (music)Western europeMiddle Ages

Abstract

fetched live from OpenAlex

This paper reconstructs the history of a family of French beadmakers in Eu County, Normandy, from 1687 to 1747, as well as the context of their migration from the urban beadmaking center of Rouen. While Normandy had produced windowpane and bottles since the Middle Ages, artisans who made “crystal” soda glass – the glass of beads – were newcomers from Italy and Languedoc. They founded glassworks in Paris and Rouen in the late 16th century. Conflicts with Rouen artisans and merchants led the Mediterranean glassworkers to migrate to Eu County in 1634, where their crystal factories spun off a rural beadmaking trade. The present research builds on 19th-century archaeological reports of beads and beadmaking wasters in the villages of Aubermesnil-aux-Érables and Villers-sous-Foucarmont. We have identified three generations of the Demary family of beadmakers in the Eu Forest. Using genealogical methods, we have traced their migration from Rouen, their family history, and their links to Mediterranean crystal glassmakers. The example of the Demary patenôtriers sheds light on a transitional period of beadmaking in Normandy, characterized by its ruralization and its proximity with forest glassmaking in the second half of the 17th 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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.449
Threshold uncertainty score0.892

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.004
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.019
GPT teacher head0.239
Teacher spread0.220 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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
Published2021
Admission routes1
Has abstractyes

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Same venueBeads (Ottawa. Online)/BeadsSame topicCultural Heritage Materials AnalysisFrench-language works237,207