Bibliographic record
Abstract
Grant, Joyce. Gabby, Drama Queen. Illus. Jan Dolby. Markham, Ontario: Fitzhenry and Whiteside, 2013. Print.This book is best described as “busy.” The plot is both imaginative and complex, busying itself with a subplot—a play within a story, and incorporating spelling and phonics as integral elements of the text. The book features appended activity pages.Briefly, the protagonists, Gabby and Roy, become actors, bringing their stage and props into existence through the magic of letters spilled from a picture book Conveniently, they create a stage, a crown, and a stream. Children will probably not notice (but reading teachers will) that the story is a good introduction to lessons on consonant blends.The illustrations are cheerful, whimsical, and, once again, busy; they should engage a child’s attention. Still, regarding the beginning reader, the book is inherently problematic. The child who is only just beginning to sound out and spell the words “crown” and “stream” will not be able to read independently such sentences as “Queen Gabriella swanned dramatically onto the stage.”If the book is to fulfill its dual purposes of instructing and entertaining the child reader, its first reading, at least, will require adult assistance. This reviewer would suggest de-emphasizing the didactic elements, and letting the playfulness of the storyline carry the day. Reviewer: Leslie AitkenRecommended: 3 stars out of 4Leslie Aitken’s long career in librarianship involved selection of children’s literature for school, public, special, and university collections. She is the former Curriculum Librarian at the University of Alberta.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.145 | 0.074 |
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".