Trace-element composition of single glass shards in distal Minoan tephra from SW Turkey
Bibliographic record
Abstract
Volcanic glass from the seventeenth century bc ( c . 3600 bp ) Minoan eruption of Santorini (Thera) has been recovered from a 4 cm thick tephra deposit at Gölhisar Gölü, a small lake in SW Turkey. Analysis of single grains of this glass by laser ablation inductively coupled plasma mass spectrometry (LA-ICP-MS) provides, for the first time, an accurate determination of the trace element composition of the juvenile glass component of this eruption, free from contaminants such as phenocrysts or detrital material. Individual glass shards (>150 μm) show a large degree of variation in their trace element composition, indicative of substantial, small-scale compositional heterogeneity in the magma. This is a result of the proximity of crystallizing phases, and provides insights into the chemical evolution of the Minoan magma. The range of elemental compositions displayed by individual glass shards combined with the consistency of many trace element ratios are characteristics of the Minoan glass. These features provide a trace element signature for the Minoan tephra, which will be of value in stratigraphic correlation across the Eastern Mediterranean.
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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 | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 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".