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
Since its 1605 quarto publication, Ben Jonson's Sejanus has inspired much critical commentary. Although criticism credits Jonson with a compositorial role in the Quarto's production, critics continue to assess its marginalia as a defense against application, finding in Sejanus, the play, evidence of parallelography, whether it be ideologically instructional, in the mirror of princes tradition, or threateningly Republican. More benignly, they view the Quarto's bountiful margins as a scholarly pretext, a manifestation and awkward defense of Jonson's unorthodox education. Generically, they view the play as a Juvenalian satire, an imperfect tragedy, or a Machiavellian history and, sometimes, all three. As a satire, it suffers charges of application, of pointing too directly to contemporary events. As a tragedy, it fails to supply the necessary tragic error that leads to the hero's fall, not to mention the necessary hero. As a history, it takes too many liberties with the truth of argument. Editors have pared down the marginalia, setting them as footnotes or endnotes; others have relegated them to appendices; still others have abandoned then entirely. Neither critics nor editors have weighed Jonson's marginalia beside the dramatic text they inform. Reading the Quarto Sejanus as a composite of margins and center, within its bibliographical, theoretical, and literary contexts, shows it to be a learned study in emergent theories of historiography. In its innovations, the composite redresses the inefficacies of contemporary historians and editors.
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 | 0.000 |
| Science and technology studies | 0.002 | 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) | 0.001 | 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