Bibliographic record
Abstract
The study of 'Celtic' culture has been locked within modern nationalist paradigms, shaped by contemporary media, tourism, and labor migration. Celtic Modern collects critical essays on the global circulation of Celtic music, and the place of music in the construction of Celtic 'Imaginaries'. It provides detailed case studies of the global dimensions of Celtic music in Scotland, Wales, Ireland, Brittany, and amongst Diasporas in Canada, the United States and Australia, with specific reference to pipe bands, traditional music education in Edinburgh, the politics of popular/traditional crossover in Ireland, and the Australian bush band phenomenon. Contributors include performer musicians as well as academic writers. Critique necessitates reflexivity, and all of the contributors, active and in many cases professional musicians as well as writers, reflect in their essays on their own contributions to these kind of encounters. Thus, this resource offers an opportunity to reflect critically on some of the insistent 'othering' that has accompanied much cultural production in and on the Celtic World, and that have prohibited serious critical engagement with what are sometimes described as the 'traditional' and 'folk' music of Europe.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.034 | 0.006 |
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".