Empowering Inclusion of Children with Disabilities: Administrative and Leadership Requirements in Kindergarten Stage
Bibliographic record
Abstract
Background: Inclusion of children with disabilities in the kindergarten stage is crucial not only from humanitarian and legal standpoints but also from the standpoint of creating an inclusive society of harmonious coexistence with those with disabilities in the work environment and in social and familial contexts. Objective: This study aimed to determine the degree of availability of administrative and leadership requirements for including children with disabilities in the kindergarten stage, considering the viewpoints of special education teachers and kindergarten teachers and the differences in their responses based on their specialization and years of experience. Methods: A self-administered questionnaire survey on 103 kindergarten teachers in Riyadh was used. Results: Results revealed (1) a moderate degree of availability of administrative and leadership requirements for inclusion of children with disabilities in the kindergarten stage; (2) higher ranking of items indicating school administrations’ awareness of dissemination of an inclusive culture than those indicating their efforts to provide the material and human resources necessary for the inclusion processes; (3) teachers’ specialization was not statistically significant but years of experience was significant in comprehending administrative efforts. Conclusion: the study provided a clear vision of the administrative and leadership requirements for the inclusion of children with disabilities in the kindergarten stage from their teachers' point of view and the variables that may affect the degree of availability of these requirements.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".