Bibliographic record
Abstract
Bronze vessels become more and more common on the mainland. Previously limited to the main Peloponnesian centres (tombs at Mycenae, Sparta, Pylos), they now appear in the regions of Achaea, Attica, and Boeotia (Matthäus 1980, maps pl. 64 A and B). There are also many on Crete, in the palace of Knossos and in the warrior burials (M. Popham, H. Catling, BSA 69, 1974, 247–52). They consist chiefly of large basins, adorned at the rim and handle, as well as piriform jugs with a decorated band on the shoulder ( AE2 , fig. 93). Taking their inspiration from Minoan Neopalatial vessels, the typical motifs are ‘snails’ (Matthäus 1980, n° 392), common also in goldwork or ivory, or stylised lilies, as on the rim and shoulder of an oenochoe from tomb 12 at Dendra (Åström 1977, pl. XXVII).
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 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 | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.038 | 0.011 |
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".