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 a recent article published in the CQ I argued the likelihood that in comparable underworld scenes Vergil modelled Charon's challenge to Aeneas in Aeneid 6.388–97 on Aeacus' challenge to Heracles in a surviving fragment of the tragedy Pirithous composed by either Euripides or Critias, and I took the episode to be a reinforcement or a possible modification of E. Norden's suggestion that Aeneas' descent into the Underworld is modelled on a catabasis of Heracles. In the play Aeacus sees a figure approaching him and demands to know of the stranger both his identity and his business in coming. Heracles responds by giving his name and explaining that he has come hither at Eurystheus' command to fetch Cerberus alive from Hades and bring him to Mycenae's gates. Heracles must then have overcome Aeacus. for we next find Theseus and Heracles conversing in the Underworld about Pirithous. Earlier in the play Pirithous had lamented that he still languishes in Hades for having attempted, with Theseus as his accomplice, to carry off from the world below the goddess Persephone to be his bride. In the usual version both heroes are caught and punished in the world below and only Theseus is rescued by Heracles. In this play, however, Heracles now heaps praise upon Theseus for his loyalty in electing to stay with his friend Pirithous in Hades. Heracles then rescues both heroes.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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