Bibliographic record
Abstract
For philosopher Gilles Deleuze, the work of philosophy consists of affirmatively and artistically creating and reworking concepts in response to real-life problems in an ongoing process that invites new perspectives and ways of thinking. Carol Matthews's music composition pedagogical practices reflect these processes, arguing that they demonstrate the philosophical construct called ‘philosophy as experience.’ Through interaction – or dance – Matthews and her students in Primaries (grades K–1, approximately 5–7 years old) and Juniors (grades 2–3, approximately 8–10 years old) engage in philosophy by making informed, mindful musical decisions in response to lived musical problems in the material process of composing two songs, ‘Plants, Plants' by the Primaries and ‘Remembering Flight’ by the Juniors. Empirically enacting philosophy as experience, Matthews's practices and her students' responses reveal ways of thinking and being related to teaching and learning music composition that may inform the practices of other music educators and students, with implications for music teacher preparation.
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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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 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".