Characters with Exceptionalities Portrayed in Contemporary Canadian Children's Books
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article examines the ways in which exceptionality is addressed in Canadian children’s literature, offering critical literacy as an avenue toward social justice. A content analysis (Berg, 2009) of 134 Canadian children’s books offers a wide scope of contemporary titles to include in classrooms. We developed conceptual categories to explore patterns and trends through a qualitative interpretive stance (Seidman, 2006). Our findings include the following results: • ethnically diverse characters with exceptionalities, • authentic characters with real-world challenges, • fantasy blended with other genres. As narratives that include exceptionalities become more authentic and abundant, we can become more appreciative of diversity, further affecting inclusive schools and communities.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it