The ethnoracial commodification of Brazilianness at cultural festivals in Toronto, Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article analyzes representations of Brazilianness at festivals in Toronto, Canada, to understand how ethnoracialized groups are negotiating cultural commodification and neoliberal entrepreneurship. At these festivals, Brazilian immigrants employ specific semiotic assemblages to present themselves as a culturally rich, entrepreneurially successful group. They uphold Canadian multicultural ideals while avoiding negative stereotypes associated with Latin Americans. Entrepreneurship is thus a key idiom through which ethnoracial and cultural differences are managed and transformed for profit within a neoliberal regime where minoritized groups compete for visibility and resources. Current forms of cultural commodification therefore merit study because they illuminate how capitalism reproduces ethnoracial inequalities.
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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 | 0.001 | 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) | 0.000 | 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 it