Bibliographic record
Abstract
Abstract This chapter begins by examining Gilbert’s classmates at the American School of Classical Studies at Athens, in 1890–1891—Carleton Brownson, Andrew Fossum, John Pickard—and their professor, Annual Director Rufus Richardson of Dartmouth College. It then proceeds to examine Gilbert’s living accommodations at the American School’s new building on the eastern outskirts of Athens. From there, it paints a portrait of the city of Athens in 1890, highlighting the contrasts between old and new in the rapidly growing city. The chapter introduces Greek minister Michael Demetrius Kalopothakes and his Canadian-born wife Margaret who welcomed Gilbert and other Americans to their church and home in central Athens. It also introduces US consul Irving Manatt, a classical scholar who was an avid booster of the American School. Through the lenses of the Kalopothakes family and Manatt, the reader learns more about the politics, culture, and society of Greece in 1890 and gains a better understanding of how Gilbert experienced Greece.
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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 | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.097 | 0.020 |
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".