Thought Processes and Strategies of Students Engaged in Music Composition 1
Bibliographic record
Abstract
The purpose of the study was to explore thought processes and strategies of three 8-, three 11-, and three 14-year-old students that occurred while composing with technology. In this descriptive study, the following data were analyzed: (1) students' thoughts, responses, and behaviours that occurred during three composing sessions; (2) students' verbal responses to questions, given after each composing session, about their composing activities; and (3) students' verbal responses to questions, given before and after all composing sessions, about composing in general. The findings from the above three analyses were examined to discern what developmental patterns, if any, emerged across ages. Analysis of data revealed differences within and across ages in terms of composing processes and manipulation of elements. The results show that there may be a continuum of strategies and processes that are utilized while composing. As well, engaging students in metacognitive activities can raise the depth and scope of their awareness, and encourage them to begin to think like a composer.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".