#LOL at Multiculturalism: Reactions to Hockey Night in Canada Punjabi From the Twitterverse
Bibliographic record
Abstract
Arguably, two aspects of national identity that Canadians are most recognized for are hockey and multiculturalism; yet, few scholars have examined the implications of Canada’s mythological and nostalgic hockey culture for immigrants from various racial and ethnic backgrounds. This analysis uses Twitter to gain uncensored insight into how Hockey Night in Canada Punjabi (HNIC Punjabi) is received by the general Canadian public. It is argued that when people of color become visible in traditionally white arenas (such as hockey) some Canadians are flummoxed by the sight of multiculturalism, while not necessarily being opposed to the idea of it. Laughter was also observed as a common reaction to HNIC Punjabi; consequently, despite the promise of a multicultural society, Punjabi Sikh Canadians are situated as paradoxical to hockey in Canada.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.027 | 0.005 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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".