Bibliographic record
Abstract
This chapter examines Anna Botsford and John Henry Comstock's sabbatical year abroad in Egypt and Greece. On January 1, 1908, the Comstocks boarded the Italian steamer “Perseo,” bounded for Alexandria. Arriving early on January 5 in the city of Euclid and Cleopatra, the Comstocks then visited the Egyptian Quarter—a narrow, crooked street through houses that date back to Cleopatra's time. From Alexandria, they traveled to Cairo, where they wandered through the Ezbekieh Gardens and admired the palm trees and studied the hooded crows. They also took a train to Old Cairo and visited the pyramids. However, one of their most interesting experiences in Cairo was a visit to the University which is held in the Mosque of Gamai el-Azhar. Later, it was on the S.S. Osmaniah that the Comstocks took passage from Alexandria to Greece. They then went to the Acropolis and the Parthenon in Athens.
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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 | 0.006 | 0.003 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.025 | 0.006 |
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".