The Attitude Of Pre School Teachers Towards Autism Spectrum Disorder
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Social skills, social interaction, communication, and behavioural issues are hallmarks of autism spectrum disorder (ASD), a complex neurodevelopmental disorder. Preschool teachers are essential in detecting and assisting children with ASD in their early years because early intervention is so important for these youngsters. Preschool teachers have a significant impact on how young children, particularly those on the autism spectrum, learn. This study examines preschool instructors' perspectives toward autism spectrum disorder (ASD) from both a positive and a negative standpoint. It examines how various viewpoints impact classroom inclusion, instructional strategies, and the overall development of children with ASD. The study highlights the necessity of continual teaching, assistance, and awareness-raising to foster positive attitudes that improve the academic performance of kids with autism spectrum disorder. The research highlights the necessity of continual training, support, and awareness to foster positive attitudes that enhance educational achievements for children with autism.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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) | 0.000 | 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 it