Bibliographic record
Abstract
• The Northern Review, vol. 1, no. 1 by Northern Review -Reviewed by Shelagh D. Grant (pgs: 100-1) • The Central Okanagan Records Survey by Kathleen Barlee -Reviewed by Jean Barman (pgs: 102-3) • A Communist Life: Jack Scott and the Canadian Workers Movement, 1927-1985 by Bryan D. Palmer -Reviewed by Philip Resnick (pgs: 103-5) • The Chinese in Canada by Peter S. Li -Reviewed by Edgar Wickberg (pgs: 106-8) • Fishing With John by Edith Iglauer -Reviewed by Laurie Ricou (pgs: 108-10) • The Accidental Airline: Spilsbury's QCA by Howard White -Reviewed by Richard Mackie (pgs: 110-3) • Stein: The Way of the River by Wendy Wickwire, Michael M'Gonigle -Reviewed by Julia E. Gardner (pgs: 113-6)
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 teacher head, 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".