[Bookplate for College de Saint-Laurent]
Bibliographic record
Abstract
In black ink on white paper, at the top of this bookplate one finds a banner bearing the text “BIBLIOTHÈQUE DU COLLÈGE DE SAINT-LAURENT” [French: Library of Saint-Laurent College], below which sits the coat of arms of Quebec. The coat of arms consists of a shield or escutcheon Or (gold) on a fess Gules (red) between two fleurs de lis in chief Azure (blue), and a sprig of three leaves of maple slipped Vert (green) in base, a lion passant guardant Or (gold). A banner below the escutcheon bears the motto “JE ME SOUVIENS” [French: I Remember]. On either side of the coat of arms of Quebec are shining five-point stars. Below the coat of arms of Quebec on the left is the coat of arms of the Congregation of the Holy Cross. The coat of arms consists of a shield or escutcheon Azure (blue), charged with a Latin cross, Or (gold), surmounted by two anchors, saltier, Argent (silver). A banner below the escutcheon bears the motto “SPES UNICA” [Latin: Our Only Hope]. To the right of the coat of arms of the Congregation of the Holy Cross appear the words “EX LIBRIS.” Further to the right is a third coat of arms, likely the coat of arms of the Collège de Saint-Laurent. The coat of arms consists of a shield or escutcheon party per fess, first party per pale Azure (blue), charged with a Latin cross, Or (gold), surmounted by two anchors, saltier, Argent (silver) ; Gules (red), charged with a feather quill, Argent (silver) ; second Azure (blue), a pale Or (gold). A banner dividing the shield per fess bares the acronym “C. S. L.” A banner below the escutcheon bears the motto of the Collège de Saint-Laurent: “PALMA DE CRUCE” [Latin: Victory by the Cross]. Below the three coats of arms appears a beaver facing left below which rests two crossed branches of sugar maple tied with a ribbon. At the bottom of the bookplate appear the words “MONTRÉAL, CANADA.”.
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 | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.808 | 0.714 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".