Waiting on a Friend: Statius, <em>Silvae</em> 4.7
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 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 | 0.004 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".