Insight into the 17th-Century Bead Industry of Middelburg, the Netherlands
Bibliographic record
Abstract
During the first half of the 17th century, several beadmaking establishments operated in the city of Middelburg in the southwestern corner of the Netherlands. Bead wasters recovered from several find sites in the old part of the city reveal the diversity of the product line which featured beads decorated with straight and spiral stripes. Several chevron types were also produced. There are similarities with wasters found at contemporary beadmaking sites in Amsterdam, indicating that both production centers made similar bead varieties. Few of the bead varieties represented have correlatives in the areas of North America that were under Dutch control, leaving one guessing what market the Middelburg beads were destined for. In that the city was a major center for the Dutch East India Company, it may be that their market was in that part of the world. Unfortunately, comparative material from South and Southeast Asia is currently lacking.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.019 | 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; both teacher heads agree on what is shown here.
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".