Chronology of early Islamic glass compositions from Egypt
Bibliographic record
Abstract
Compositional data of archaeological glasses offer an opportunity to trace the movement of materials in the ancient and medieval world. The lack of a comprehensive record of well-dated samples from Egypt, one of the major producers of glass throughout the first millennium CE, has limited the systematic application of a chronological and geographical model. Here, we report LA-ICP-MS results of Islamic glass weights and stamps from Egypt that provide a precise record of high temporal resolution of glass compositions from Abd al-Malik's monetary reform in 697 CE to the year 1020 CE. This period covers several radical changes in Islamic glassmaking. After a significant hiatus in the production of glass weights between the last quarter of the ninth and the middle of the tenth century we see the advent of novel glassmaking recipes based on the use of soda-rich plant ash. Our study establishes a temporal model that serves as a tool for dating archaeological glass assemblages, as well as a geographical model that allows for a clear classification of Levantine and Egyptian plant ash glasses.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".