Bums, Poops, and Pees: A Scholarly Examination of Why Children Love and Adults Censor the Scatological in Children’s Books
Bibliographic record
Abstract
Interviews with Canadian children’s public librarians reveal that they believe fiction and non-fiction scatological content has an important place in library collections, that children have an intellectual freedom right to access this material, and that adults have many misconceptions about the role of library collections and the development of juvenile humour.Des entrevues auprès de bibliothécaires jeunesses au Canada révèlent qu’ils croient que le contenu scatologique dans les documents de fiction et de non-fiction a sa place dans les collections en bibliothèque, que les enfants ont un droit intellectuel d’accès à ce type de matériel et que les adultes ont de nombreuses fausses idées quant au rôle des collections en bibliothèque et au développement d’un sens de l’humour juvénile.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.024 | 0.022 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
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".