A Ghanaian Approach to Disability Literature in Picture Books
Bibliographic record
Abstract
In this study, we examined how Ghanaian picture books present disabilities. Using a content-analysis approach, the primary goal was to deduce how picture books serve to promote positive attitudes and inclusion of students with disabilities in schools in Ghana. Data included the text and visuals of seven picture books published in 2016 by Curriculum Research and Development Division of Ghana Education Services (now known as the National Council for Curriculum and Assessment), a branch of the Ghana Ministry of Education. The findings show that picture books provide an opportunity to address issues of stigma related to learning and physical disabilities, while explaining disability to non-disabled readers and disabled readers, who identify with stories about children who are like them. The process of reading stories to and with children can act as a cultural-awareness indicator. This study of children’s literature, and others like it, serve as an educational support for the inclusion of students with disabilities in inclusive classroom settings. Picture books can help to increase disability awareness in young people.
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How this classification was reachedexpand
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 | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".