The Long and Narrow Road: An Inuit Student’s Journey Through Post-Secondary Music
Bibliographic record
Abstract
Eurocentrism is deeply embedded in the structures governing post-secondary music, from admissions to curricula. In this article, an Inuit student from northeastern Labrador recounts her journey to and through music school, including the challenges of accessing music instruction and navigating the audition, the considerable supports she received from mentors and organizations, and the culture shock, isolation, and racial micro-aggressions she experienced in university. Several recent qualitative studies of Indigenous students’ university experiences provide context for and support our conclusion that decolonization of post-secondary music must include deep structural change to provide broader and more flexible pathways for students and curricula that respond to the needs of a pluralistic society.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.055 | 0.013 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.004 | 0.011 |
| Research integrity | 0.006 | 0.012 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".