Brock University View Book, circa 1986
Bibliographic record
Abstract
This view book is titled "Isaac Brock Wants You" and features a photograph of the University along with a small image of Sir Isaac Brock on horseback. The contents are as follows: Surgite, Where are we?, Student life, Proud to be part of Brock, What's on campus?, School of Administrative Studies, Administrative Studies, Co-op Accounting, Business Economics, Division of Humanities, Canadian Studies, Classics, English Language and Literature, Fine Arts, French, Italian and Spanish, Germanic and Slavic Studies, History, Liberal Studies, Philosophy, School of Physical Education and Recreation, Physical Education, Recreation and Leisure Studies, Division of Social Sciences, Asian Studies, Child Studies, Communications Studies, Economics, Environmental Science, Geography, Labour Studies, Politics, Psychology, Sociology, Teaching English as a Second Language, Urban and Environmental Studies, Division of Mathematics and Science, Biological Sciences, Chemistry, Computer Science and Information Processing, Geological Sciences, Mathematics, Physics, College of Education, Co-ops and community service, Good sports, Who should I talk to if, Let us show you around, ...and finally there comes an end.
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 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.471 | 0.381 |
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".