Music Education with Autistic Students in the Mainstream Elementary Classroom
Bibliographic record
Abstract
The present qualitative research study examines the question: How do primary/junior teachers use music education with Autism Spectrum Disorder (ASD) students in the mainstream classroom? This study helps to understand teachers’ use of music education as an educational strategy for students with ASD and if it is being used to its full potential in the classroom. Data collection was done through semi-structured interviews with three Ontario certified primary/junior teachers working in the Peel District. Data revealed four main themes: Teachers’ comfort level and experience in music education with ASD students, Teachers’ beliefs of the benefits in incorporating music education in their classroom, Music education resources, strategies, and materials for students with ASD, and Challenges teachers have experienced with music education and ASD students. Implications and recommendations for the education community and teacher practice are discuss and stress the importance of challenges teachers face in connecting with the supports and resources to meet their students’ needs.
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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 | 0.000 | 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) | 0.143 | 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".