Bibliographic record
Abstract
Postcards Roxanne Harde First published in French in 2006 and then Spanish in 2007, Numeralia is an original collaboration between Mexican author, Jorge Luján, and Argentinian illustrator, Isol. These award-winning artists have put together a striking and deceptively simple book about the numbers 0 to 9. The colourful illustrations dance from animals (like 2 ducklings) to concepts (like 3 bedtime kisses) to cultural or historical figures (like 6 musketeers) to flights of fancy (like an upside down chair that looks like a 4 or secret creatures who fill out the 5 fingers of a glove). The lovely end papers are reminiscent of schoolroom number work. Luján’s charmingly creative text couples perfectly with Isol’s wonderful drawings to encourage children to make their own connections between text and images and numbers. Jorge Luján Numeralia Illustrated by Isol Toronto: Groundwood, 2014 Unp. ISBN: 9781554984442 (Picturebook; ages 2+) Copyright © 2015 Bookbird, Inc.
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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 | 0.002 | 0.021 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.819 | 0.747 |
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".