Bibliographic record
Abstract
Palmyra is usually studied for one of three reasons, either its role in the long-distance trade between Indian Ocean and Mediterranean, its distinctive cultural identity as visible in the epigraphic and material record from the city or its rise as an independent regional power in the Near East in the third quarter of the third century AD. While Palmyra was indeed a special place, with a private sorte , or destiny of its own, as Pliny famously expressed it (HN 5.88), the city’s ability to maintain its distinctiveness arguably rested on deep entanglements with her local and regional surroundings. This chapter addresses how the city engaged with its neighbours and its Roman imperial overlords. Actions, events and policies attested in the epigraphic record from the city and from the Palmyrene diaspora in the Roman Empire are discussed in light of theoretical insights from archaeology, sociology and economics. It is argued that Palmyra’s remarkable success built on the city’s ability to connect with the range of social networks that constituted the Roman Empire.
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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 | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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".