Identification of Social Needs among Students with Disabilities from the View Point of Their Teachers: UAE Perspective
Bibliographic record
Abstract
The goal of this research endeavor was to discern the social requirements of children with disabilities within the educational context of schools situated in the emirate of Abu Dhabi. Additionally, the study sought to explore potential differentials in the extent of these needs predicated upon variables such as gender and age. To this end, the researchers used a questionnaire consisting of 17 distinct items was methodically constructed and subsequently administered to a demographically diverse cohort of 83 educators, encompassing both male and female participants. The empirical findings of this investigation underscored the considerable significance of addressing the social needs encountered by children with disabilities in the Emirates of Abu Dhabi's educational institutions. Furthermore, the research focused on disparities in social needs were not significantly contingent upon gender-based distinctions. However, the analysis shows that age emerged as a substantively influential variable. Specifically, the researchers found that children within the age range of 7 to 10 exhibited a greater degree of social needs in comparison to their counterparts belonging to other age brackets.
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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 | 0.000 | 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 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".