Bibliographic record
Abstract
Male friendship, as a motif, pervades John Dryden's works. Through it he confronts problems of stability and continuity that he would ameliorate by means of his poetic powers and the revered institutions behind them. The sexual element of the relationships, which critics invariably treat anachronistically, is crucial to the succour Dryden finds in them. It derives from the traditions he evokes — real or imagined — of male aristocratic bonds (in which the poet has a share) that he revivified in order to negotiate contemporary politics and curtail the disintegration, as he perceived it, of the monarchy. The problem for Dryden and his contemporaries lay in manipulating existing paradigms in the face of Charles II's profligacy and its attendant chaos, the increase in popular power in the Restoration, and the Glorious Revolution. For Dryden, who closely associated poetic and monarchic continuity, the bonds he presented and the institution they perpetuated offered a fortifying power in the face of assaults upon sacrosanct traditions.
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.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.023 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".