Waiting on a Friend: Statius, <em>Silvae</em> 4.7
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 renewed embrace of historicism in recent decades has helped revive the reputation of Statius’ Silvae. As remnants of the relationship between poet and patron in Flavian Rome, for example, the Silvae can exemplify the careful navigation required in the imperial court and high society of the time. Yet appreciation of their literary qualities has lagged behind this increased interest in the cultural context of the Silvae, and analysis of the poems’ exuberant strategies of praise too often seems to involve a degree of defensiveness. In recent years this trend has begun to reverse, with the appearance of studies treating the poems as poems and not mere cultural artifacts. Statius’ lyric ode to Vibius Maximus (Silvae 4.7) has yet to receive such treatment, however. Yet this poem offers an intimate and important view of Statius’ contemplation of his own art as well as its complicated relation to his patron.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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