Bibliographic record
Abstract
Bernheimer, Kate. The Lonely Book. Illus. Chris Sheban. New York: Random House, 2012. Print.This charming story about a well-loved book will not easily be forgotten. It’s the sort of picture book I would have loved to discover during my childhood visits to the public library. The tale begins in a classic fairytale style, “Once there was a brand-new book that arrived at the library.” As the story unfolds, young readers learn all sorts of details about the inner workings of a public library, including the custom that many of the newest books are placed on a special shelf in a high traffic area.The “lonely book” of this story initially had a popular and fulfilling life on the new book shelf but eventually it is relegated to the children’s section, along with countless other well-loved titles. Years pass, the book becomes a little tattered and worn, and is now checked out all too infrequently. Then, one morning, a little girl named Alice discovers it and falls in love with the story about the girl and her life under a toadstool, and so she takes it home. “The book had never felt so beloved.” Readers will discover how lonely it becomes when Alice forgets to renew her old book, and especially so when it begins a new life in the library’s storage basement. In time, Alice longs for her favourite book and despairs that she may never see it again. The story ends on a cheerful note, however, when Alice is reunited with her once cherished book at the library’s big book sale.For those of us who understand what it is like to cherish a book from our childhood, this book will bring back fond memories. The soft watercolour illustrations complement the story beautifully and they evoke a magical time when children fall in love with books, read them late into the night, fall asleep with them under their pillows, and dream sweet dreams about favourite characters and events.Highly recommended: 4 out of 4 starsReviewer: Robert DesmaraisRobert Desmarais is Head of Special Collections at the University of Alberta and Managing Editor of The Deakin Review of Children’s Literature. A graduate of the University of Toronto’s Faculty of Information Studies, with a Book History and Print Culture designation, he also has university degrees in English literature and publishing. He has been collecting and enjoying children’s books for as long as he can remember.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.092 | 0.088 |
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".