EXPLORING POTTERY PRODUCTION AT PROTOPALATIAL TO POSTPALATIAL PALAIKASTRO (EAST CRETE) THROUGH INTEGRATED PETROGRAPHIC AND ELEMENTAL ANALYSIS
Bibliographic record
Abstract
This paper presents an archaeological material science study of pottery production and use at the Bronze Age Minoan town of Palaikastro, east Crete, from Middle Minoan IIA to Late Minoan IIIA2 ( c. 1850 to 1300 BC), through petrographic analysis of thin sections and wavelength dispersive X-ray fluorescence spectroscopy. The compositions of 288 archaeological samples are compared with geological references collected from the site and its adjacent hinterland. The results of this study indicate that throughout this period the majority of the archaeological pottery assemblage was probably produced using materials from a small number of geological outcrops local to the town; however, the manner in which these resources were utilised changed significantly over time, particularly between the Proto- and Neopalatial periods.
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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 | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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".