Bibliographic record
Abstract
"Barrel 39.4 inches long; calibre .65 of an inch; octagonal; at breech engraved with tendrils and foliation, where the initials M. S. occur, also owner's stamp at side of barrel, the royal crown above monogram C. L. Lock of high quality workmanship, enriched everywhere with engraving; on hammer fire-dragon's head...the two major themes of composition on single plates of ivory are Diana as musician charming the unicorn, and on cover, of pyrites-holder Diana sounding her horn. Double-headed eagle engraved on the butt-plate. Note: The artist signing his initials M.S. is doubtless Martin Sussebecker, b. in Liegnitz 1593, d. 1668 in Dresden. Provenance: Purchased by William Randolph Hearst from the European Arms and Armor Sale at American Art Association, Nov. 20, 1926 for $1050; sold to City Art Museum of St. Louis, Apr. 26, 1939 for $1050."
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.510 | 0.345 |
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".