[Bookplate for Montreal & District Brotherhood Federation, W. Bourdeu, S James United Brotherhood, and T. B. Macaulay]
Bibliographic record
Abstract
Black ink on white paper. A border consisting of a thick black line with thinner black lines surrounds the bookplate. At the top of the bookplate, there is a circular decoration with a black border. Inside the border is a plain section with rounded edges on the outer rim. Inside that section is a thick black circle with text printed in capitalized, sans serif white font. A thin white border separates the thick black section from an image of a black and white globe with cross sections. In the middle of the globe, a circle shows two hands with black sleeves shaking. Above the hands is a sun with beams. Below the hands, letters are printed in capitalized, sans serif block letters with a black border. Underneath the circular design, font is printed in capitalized, serif, black, font. On the next line is a dotted line. Below the dotted line is the same font in a smaller size followed by another dotted line. The same font, but larger, is printed on the next line. In the next line the font is smaller and then larger and smaller again in the subsequent two lines. Below these lines, text is printed in bold, black, small sans serif font. Underneath this line, text is printed in small, sentence case, black, serif font and is followed by a dotted line.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.717 | 0.450 |
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".