Bibliographic record
Abstract
Mlynowski, Sarah. Whatever After: Fairest of All. New York: Scholastic Press, 2012. Print Ten-year-old Abby has just moved to Smithville with her parents and younger brother Jonah, and life just isn’t the same. One night, the two siblings knock on the creepy mirror in the basement and are instantly sucked into a fairytale land. They need to get home, but don’t know how to get there. They find themselves at the cottage where Snow White is living with the Seven Dwarfs, just as the evil stepmother in disguise is offering up a red apple to eat. They intervene and save Snow White from being poisoned! Initially they are pleased about this, but soon realize that they have interfered with Snow’s future and she won’t meet her Prince Charming. They decide to stay with Snow until they can set things right and ensure she lives happily ever after, enjoying many adventures along the way. This is the first story in a new series of modern fairy tale retellings (the second book will recount what happens to Cinderella when Abby shows up!). It’s an amusing and easy read with lots of action. Abby and Jonah have a pretty typical relationship, with a bossy older sister ordering around her rambunctious younger brother, and so they behave as you would expect. Abby is practical, but funny, and will always accomplish what she sets out to do. She therefore presents a strong female character with whom young girls can connect. The tale ends in such a way that the reader can be sure of more humorous exploits to come.Highly Recommended: 4 out of 4 starsReviewer: Trish ChatterleyTrish is a Public Services Librarian for the John W. Scott Health Sciences Library at the University of Alberta. In her free time she enjoys dancing, gardening, and reading books of all types.
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.005 | 0.008 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.133 | 0.119 |
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".