Ptolemaic Berenike: Resources, Logistics, and Daily Life in a Hellenistic Fortress on the Red Sea Coast of Egypt
Bibliographic record
Abstract
Excavations at Berenike (Trogodytika) on the Red Sea coast of Egypt provide a foundation date in the third quarter of the third century BCE, which corroborates Pliny the Elder's (HN 6.33.168) claim that Ptolemy II Philadelphus (ca. 285/2–246 BCE) established the port. Named after Philadelphus' mother, Berenike is the only archaeologically attested Hellenistic-era Red Sea emporium. According to literary evidence, it was one of about a dozen founded by early Ptolemaic rulers along the African coast. Study of Berenike's artifacts and ecofacts has confirmed the presence of elephants and has provided data on the diet of the residents and the location, acquisition, and distribution of drinking water. Research has also documented industrial and economic activities. This report presents highlights of these studies.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| 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".