O. A. C. Review Volume 31 Issue 1, September 1918
Bibliographic record
Abstract
This issue introduces the students to the many activities and campus organizations available at the College. Articles include a student's perspective on schoolteachers, the development of rural telephone service, and the annual report on the Ontario Agricultural College. Agricultural articles pertain to farm poultry, seed cultivation at the O. A. C., and community agricultural education. Other agricultural articles address the preparation of poultry for the winter and determining soil moisture on a farm. Profiled in this issue are the student organizations that include the Union Literary Society, the Philharmonic Society, the Athletic Association, and the Student Co-operative Association. Wartime articles highlight the Red Cross Society's appeal to Canadian farmers, the O. A. C. alumnus who is the chairman for the Red Cross Society, and the necessity of transporting foodstuffs to England. The editorial welcomes the new freshmen. The Alumni column includes wartime correspondence from the front, and alumni updates. The Macdonald Institute column reports the Macdonald graduate's list. While the Locals column provides campus humour.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.077 | 0.046 |
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".