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
Critics generally have not warmed to Heroides 8 (in which Hermione appeals to her husband, Orestes, to rescue her from Pyrrhus, who has claimed her as his promised bride, carried her off, and holds her prisoner). Jacobson opined that the poem is ‘not very successful’ and claimed that the lengthy argumentation is ‘rather boring, not to say sometimes silly and annoying’, while Palmer described it as ‘the feeblest and least poetical of all the Heroides ’. However, scholars have largely neglected some typically Ovidian cleverness and complexity in kaleidoscopic play with character. Ovid's Hermione is Hermione, but she also takes on the guise of other mythological heroines, and she represents a complete inversion of an earlier depiction of Hermione. All of this gives the poem a distinct intellectual appeal to supplement the emotional impact, with witty touches to ensure that the epistle is not mawkish.
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 | 0.000 | 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) | 0.002 | 0.005 |
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