[Bookplate for Thomas Philip Earl de Gray]
Bibliographic record
Abstract
This heraldic bookplate is elaborately engraved in Chippendale style. The escutcheon is counterchanged per fess, its primary quarterings (at top left and bottom right) consisting of a barry of six, argent (silver) and azure (blue). The quarter at mid-top is vert (green), divided per chevron, or (gold). The quarter is also charged with three stags statant, two over one. The top left quarter is argent (silver), with a saltier, azure. The quarter is also charged with a roundlet, argent. The bottom left quarter is a gyrony of eight pieces, or and sable (gold). The quarter at mid-bottom is argent, divided per fess, gules (red) with a fillet in the lower part, azure. The quarter is also charged with three rings, gules on both the upper and lower parts. The Chippendale escutcheon is surrounded by two detailed dragons, the dexter supporter with its tailed nowed. Above the escutcheon is a coronet of earl status, and below the shield with Latin motto within. The owner's name is surrounded with elaborate borderwork, in the same style of wreath surrounding the shield.
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 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.664 | 0.581 |
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".