Bibliographic record
Abstract
Books reviewed: Becker, Helaine. Boredom Blasters: Brain Bogglers, Awesome Activities, Cool Comics, Tasty Treats, and More. Illus. Claudia Davila. Maple Tree Press, 2004. 160 pp. $12.95 pb. ISBN 1-897066-03-1. Bowers, Vivien. That’s Very Canadian! Illus. Dianne Eastman. Maple Tree Press, 2004. 96 pp. $29.95 hc. ISBN 1-897066-04-X. Drobot, Eve. Money, Money, Money: Where It Comes From, How to Save it, Spend It & Make It. Illus. Claudia Davila. Maple Tree Press, 2004. 95 pp. $19.95 pb. ISBN 1-897066-11-2. Edwards, Wallace. Monkey Business. Kids Can, 2004. N. pag. $19.95 hc. ISBN 1-55337-462-2. Farmer, Bonnie. ABC Letters in the Library. Illus. Chum McLeod. Lobster Press, 2004. N. pag. $21.95. ISBN 189422287-3. Organ, Betty. My Newfoundland and Labrador Counting Book. Illus. Dana Carter. Tuckamore Books, 2004. N. pag. $9.95 pb. ISBN 1-894294-77-7. O’Reilly, Gillian. Slangalicious: Where We Got That Crazy Lingo. Illus. Krista Johnson. Annick Press, 2004. 84 pp. $14.95 pb. ISBN 1-55037-764-7. Renaud, Anne. A Bloom of Friendship: The Story of the Canadian Tulip Festival. Illus. Ashley Spires. Lobster Press, 2004. N. pag. $19.95 hc. ISBN 1-89422-289-X. Romanek, Trudee. Wow! The Most Interesting Book You’ll Ever Read About the Five Senses. Illus. Rose Cowles. Kids Can Press, 2004. 40 pp. $7.95 pb. ISBN 1-55337-630-7. Shannon, Rosemarie. Franklin’s Picture Dictionary. Kids Can, 2004. 111 pp. $18.95 hc. ISBN 1-55337-652-8. Wallace, Mary, and Jessica Wallace. The Girls’ Spa Book: 20 Dreamy Ways to Relax and Feel Great. Maple Tree Press, 2004. 64 pp. $21.95 hc. ISBN 1-897066-00-7. Weaver, Janice. The A to Z of Everyday Things. Illus. Francis Blake. Tundra Books, 2004. 116 pp. $12.99 pb. ISBN 0-88776-671-4.
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.010 |
| Scholarly communication | 0.010 | 0.012 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.063 | 0.014 |
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".