L. Calpurnius Piso, Moles son of Moles, and emperor worship: statue bases from the upper agora at Oinoanda
Bibliographic record
Abstract
Abstract In the course of the late Alan Hall's survey of Oinoanda, a Graeco-Roman city of northern Lycia, between 1974 and 1983, further survey work at the site led by Stephen Mitchell in 1994 and excavations in 1997 led by the Director of Fethiye Museum, İbrahim Malkoç, and Martin Ferguson Smith, many architectural, historical and epigraphical questions have been answered or at least clarified. Other questions, however, await further fieldwork, to be carried out by others, at what is a very beautiful and forested, but rubble-strewn, waterless, and relatively inaccessible, site. In the meantime, progress can be made with the unpublished records and notes of previous campaigns. This article presents five inscribed statue bases, or their remnants, in context from the upper agora of Oinoanda.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".