<i>Nooz</i>or<i>nyooz?</i>: The Complex Construction of Canadian Identity
Bibliographic record
Abstract
Abstract We examine the diffusion of a phonological feature, namely the deletion of palatal glides in words such as news, tune, duke , and student . Within Canada, the conservative glided and innovative glideless pronunciations are no longer viewed as carrying, respectively, British versus American affiliation. One observes a steep generational decline in glide usage, with older, and especially upper-middle-class, females, resisting this change. This contrasts with broadcast media, where the overall glide usage rate is high: national media adopt the glided variant to a greater degree than their local counterparts; moreover, male media personnel display more glide retention than females. Both variants index different social meanings: the glided variant is associated with cultural erudition but is nevertheless not the formal target for all groups. Thus, the two variants hold different appeal for different segments of the population, and both are viewed as a prestige target within the same speech community.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".