Persistent Narratives: Intellectual Disability in Canadian Children’s Literature
Bibliographic record
Abstract
Canadian children’s literature rarely depicts characters labelled with intellectual disabilities, yet when it does it often remains mired in stereotypes that recycle prevalent myths and misconceptions. Even as more recent literature attempts to push back against such stereotypes, it nevertheless predominantly remains caught in these dangerous representational repertoires. This article offers a brief history of Canadian literary depictions of intellectual disability and a critique of the Canadian publishing spheres. Through a critical analysis of Lorna Schultz Nicholson’s book Fragile Bones, we discuss the limits of representation of intellectual disability in children’s fiction. We also offer a critique of the ableist publishing climate in Canada and suggest that structural barriers prevent disabled writers from entering the literary marketplace on an equal playing field. These barriers to publishing lead to the vast underrepresentation of disabled authors and the misrepresentation of disability in general and intellectual disability in particular in Canadian children’s literature.
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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 | 0.005 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.009 | 0.012 |
| Science and technology studies | 0.064 | 0.044 |
| Scholarly communication | 0.018 | 0.005 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.004 | 0.005 |
| 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".