Bibliographic record
Abstract
This chapter discusses the history of the Nile Delta during the periods of Persian and Macedonian rule, as demarcated by the journey of Herodotus in the middle of the fifth century BCE and Strabo’s stay in the wake of the prefect Cornelius Gallus. The four centuries separating the two journeys were marked by a major event: the foundation and emergence of Alexandria. While Herodotus provides the description of a polycentric Delta, composed of a dozen large cities, Strabo’s description is dominated by the presence of Alexandria. Yet, however momentous, the Alexandrian history does not summarise that of the whole Delta. The development of the Eastern Delta is marked both by increased militarisation and by the strengthening of trade and economic relations between Egypt, the Levant and the Arabian Peninsula. Located far from the eastern military rampart but also away from the western capitals, the role of the Memphis area was gradually reduced by the development of east–west transversal routes converging on the Canopic branch, where the political nucleus of Egypt was located. Finally, the Western Delta was a political centre long before Alexandria, with ongoing connections to the history of the Libyan desert.
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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 | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.041 | 0.008 |
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".