Bibliographic record
Abstract
Salsa and Its Transnational Moves presents a brilliant critical analysis of salsa dancing in a major North American city. Drawing from a vast number of disciplines, author Sheenagh Pietrobruno focuses on the tension between the status of dance as a bodily expression of identity and its function as a cultural commodity within the economic life of modern day cities. This engaging work investigates the transnational movements of salsa by exploring the circulation of salsa within the Montreal dance scene, nourished by the continuous flow of a people, and examining the commodification of the Latino culture. Pietrobruno's analysis is singular in highlighting how the migration of a people and a dance represent displacements that are not always homologous. At the core of this work, Pietrobruno offers an extensive and intricate ethnography of the institutions and individuals involved in shaping the Montreal salsa scene that will appeal to academics and general audiences alike, who are interested in the study of anthropology, popular music, dance, gender, ethnicity, and culture.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.020 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 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".