Bibliographic record
Abstract
Ancient Egypt and the Egyptians have been renowned for their culture and literacy since classical antiquity. The storerooms of knowledge and literature were the libraries of the temples from the third millennium BC down to the fourth century AD. We distinguish three periods of ancient Egyptian history in the third and second millennia BC: the Old Kingdom (c. 2657–2120), the Middle Kingdom (c. 2119–1794), and the New Kingdom (c. 1550–1069). A period of foreign rule followed, and the pharaonic culture and religion were gradually Hellenized under the rule of Alexander and (after 332 BC) his successors, the Ptolemaic dynasty, and in the Roman empire, and finally replaced by Christendom. We can easily speak of 4,000 years of written culture in the Nile Valley if we include the Christian or Coptic period, which ended when the Ancient Egyptian language, of which Coptic is the latest offspring, disappeared and was finally replaced by Arabic in the fourteenth century AD. This immense time period is the frame or scope of this chapter.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| 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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".