Bibliographic record
Abstract
identity perspectives, and shows how performances of music and dance can play important roles in how individuals perceive themselves and others. The experiences of the performers in Sveti Ivan are discussed, with particular reference to the significance of singing, dancing, and costuming as they relate to perceptions of Balkan identities, as well as “outside ” identities. “The Canadian dream, ” “A musical melting pot. " These were the words used to introduce Sveti Ivan, Newfoundland’s first Balkan folksong and dance group in a piece by Katie Nicholson aired on CBC television’s provincial news broadcast, “Here and Now. ” Indeed, the seventeen women brought together in St. John’s by Balkan music were “from all walks of life, ” as Nicholson stated. The mix of cultural backgrounds included eleven Canadians, two Americans, and a Bulgarian, a Romanian, and an Argentinean. The program revealed how, after only eight weeks, a performance of Balkan music and dance brought a group of “random people ” together, giving them something more than just music. Folklore ensembles such as Sveti Ivan are growing in number and gaining more
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.030 | 0.029 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".