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
Alan Hughes presents a new complete account of production methods in Greek comedy. The book summarises contemporary research and disputes, on such topics as acting techniques, theatre buildings, masks and costumes, music and the chorus. Evidence is re-interpreted and traditional doctrine overthrown. Comedy is presented as the pan-Hellenic, visual art of theatre, not as Athenian literature. Recent discoveries in visual evidence are used to stimulate significant historical revisions. The author has directly examined 350 vase scenes of comedy in performance and actor-figurines, in 75 collections, from Melbourne to St Petersburg. Their testimony is applied to acting techniques and costumes, and women's participation in comedy and mime. The chapters are arranged by topic, for convenient reference by scholars and students of theatre history, literature, classics and drama. Overall, the book provides a fresh practical insight into this continually developing subject.
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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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