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
The discovery of a manuscript of Marvell's Latin poem on the abbé Maniban sheds light on the text and context of that work. As well as offering separate witness to Marvell's poem, the manuscript ‘Grammatomantis’ provides a rare example of the circulation of his poetry other than his satires on affairs of state. It also helps settle an old conjecture about what occasion invited Marvell's writing and sending these elegiac distichs to his favourite nephew, William Popple, in Bordeaux. The poem reveals habits of voice and imagination characteristic of Marvell. His lasting concern about inquisitorial persecution finds expression, making the work something of a companion piece for the comparable Latin elegiac distichs in ‘Scævola Scoto-Brittannus’. The anticlerical impulse of ‘Grammatomantis’ is in keeping with other of Marvell's writings in the 1670s.
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 | 0.003 | 0.006 |
| 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 | 0.001 |
| 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