Bibliographic record
Abstract
Rosenthal, Eileen. I Must Have Bobo! Illus. Marc Rosenthal. New York: Atheneum Books, 2010. Print. Perhaps I was expecting something more giddily nostalgia-smitten because I initially found the page layouts of I Must Have Bobo! too sparse. I came to realize the effectiveness of I Must Have Bobo! lies in its light aesthetic touch and refusal to indulge in hectic retro-pastiche. The page design could occasionally benefit from more balance between the negative space of the page and the illustrations’ carefully considered spatial dynamics and measured use of colour but it’s hard to begrudge more attention being drawn to the lovely, warm ivory paper on which the book is printed.While an adult reader may be tempted, as I was, to lazily conflate complexity with quality, a clean minimalist visual text can assist younger children in accessing a narrative more autonomously. As my children (two and four years of age) quickly familiarized themselves with I Must Have Bobo! the book’s charm and immediacy became apparent.I Must Have Bobo! restricts its text to dialogue and as children learn the text they can indulge in the gleeful pleasure of repeating the protagonist Willy’s simple but emphatic words. Even a very young child can become engaged in Willy’s endless efforts to keep his beloved stuffed monkey Bobo away from Earl, the family cat who is equally attached to Bobo for his own mysterious reasons. Earl appropriates Bobo at every opportunity and the book centres on Willy’s efforts to retain and relocate Bobo as he migrates around the house with Earl.An astute and playful book that maintains a respectful adherence to children’s sensibilities and narrative interests, “I Must Have Bobo!” is understatedly, intuitively appropriate for very early to late pre-school readers.Highly recommended: 4 out of 4 starsReviewer: Matilda RocheMatilda spends her days lavishing attention on the University of Alberta’s metadata but children’s illustrated books, literature for young adults and graphic novels also make her heart sing. Her reviews benefit from the critical influence of a four year old daughter and a one year old son – both geniuses. Matilda’s super power is the ability to read comic books aloud.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.132 | 0.142 |
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".