Bibliographic record
Abstract
Illustrations 1) God creating the world, from San Marino, Huntington Library MS 27523, fol. 1r. Early 15th c. 2) Cameleia (Wild Teasel), from London, British Library MS Sloane 1975, fol. 21r. 12th c. 3) Rose, from Paris, Bibliotheque Nationale de France MS nouv. acq. lat. 1673, fol. 83. Late 14th c. 4) from Montreal, Osler Library MS 7508. Mid 13th c. 5) Spurge, from Oxford, Bodleian Library MS Bodley 130, fol. 45r. Late 11th c. 6) Balsam, from London, British Library MS Egerton 747, fol. 12r. Late 13th c. 7) Green Man roof boss from Norwich Cathedral, UK. Early 15th c. 8) The lover sees the rose, from Bibliotheque Nationale de France MS fr. 12595, fol. 13v. 14th c. 9) Unknown plant, from New Haven, Bienecke Library MS 408, fol. 93v. 15th c.
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.752 | 0.663 |
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".