Attitudes of the Macedonian Preschool Teachers toward Students with Disabilities
Bibliographic record
Abstract
Preschool teachers are seen as key persons to implement inclusive education. Positive attitudes are therefore argued as playing a considerable role in implementing this educational change successfully. The aim of this study was to examine what attitudes Macedonian preschool teachers hold towards early inclusive education; which variables are related to their attitudes. We examined the impact of the teaching experience, age of the teachers, and experience of work with children with special needs. The Opinions Relevant to Integration of Students with Disabilities (ORI) was administered to 94 preschool teachers at 2 preschool institutions. The results of this study showed, in general, that the preschool teachers’ attitudes were more negative than positive towards the inclusion of students with disability (meaning of students with intellectual impairments, visual impairments, hearing impairments, autism spectrum disorder, physical impairments and ADHD). No significance was found in relation to the grade level of education of preschool teachers, occupational experience and previous teaching experience with students with disability.
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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 | 0.002 | 0.014 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.016 | 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".