Using the ICF-CY to Support Inclusive Education in Ghana
Bibliographic record
Abstract
The international classification of functioning, disability, and health for children and youth (ICF-CY) developed by the World Health Organization (WHO) is a framework for understanding concepts of disability specific to children and youth. This framework has been used in countries around the world to support the education of children with disabilities. In this article, we argue that the ICF-CY has the potential to inform and support Ghana’s education system and to improve the implementation of education for children with disabilities, particularly inclusive education, in Ghana. Specifically, we use children with intellectual and developmental disabilities (IDD) as an exemplar to examine how the ICF-CY can support inclusive education for children with disabilities within its main components: Body Functions and Structures, Activities and Participation, Environmental Factors, and Personal Factors. Examining the ICF-CY in these areas is significant, as many similar low- and middle-income contexts have yet to adopt the framework and may draw insights and lessons for its significance in educational contexts.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.047 | 0.005 |
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; both teacher heads agree on what is shown here.
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".