Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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 it