Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In her article, ‘Women's Commensality in the Ancient Greek World', which appeared in this journal in 1998, Joan Burton set out to correct scholars’ neglect of ‘the topic of women's part in the history of ancient Greek dining and drinking parties’. She argued that the proposition that citizen women never participated in symposia is a broad generalization. Based on classical Athenian evidence, it misses variation over time and in different places. Even in the case of classical Athens it is overstated, overlooking the male bias of our sources. Moreover, scholars' concentration on the symposium has led to the neglect of other occasions of commensality and so of the important role played by women in Greek commensality more broadly: the participation of women in the history of Greek commensality does not depend solely on female presence at male-defined symposia. Just as men had a wide range of venues in which they might socialize with one another, including public banquets (many of them religious), so too women.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| 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 it