Inconspicuous Consumption: The Sixth-Century B.C.E. Shipwreck at Pabuç Burnu, Turkey
Bibliographic record
Abstract
In the first half, probably the second quarter, of the sixth century B.C.E., a ship sank off the coast of Pabuç Burnu, Turkey, southeast of Bodrum (ancient Halikarnassos). Excavated by the Institute of Nautical Archaeology in 2002 and 2003, the preserved ceramic cargo and hull remains of the vessel provide evidence for the development of production and exchange systems in the Archaic period. The circulation of agricultural products in a moderate-sized merchant vessel—carrying a load of well under 10 tons—speaks for a practice of local transport designed to operate in a rather different framework of consumption from the exchange of luxury items catalogued by early Greek lyric poets or the optimized mechanisms utilized in the markets of classical Athens. This preliminary report of the ship's cargo and construction situates the vessel within the developing commercial environment of standardized quality and quantity in the archaic 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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".