Joining the Western Region: Sociophonetic Shift in Victoria
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
The literature on Canadian English provides evidence of distinct dialect regions. Within this landscape, the province of British Columbia is set apart as a sub-region in the west, yet information concerning “local” English is notably skewed toward a single urban setting, Vancouver. To assess and extend the generalizability of prior observations, this paper targets the city of Victoria and situates the results from a large-scale sociolinguistic investigation within the model of the typical (western) Canadian city presented in Boberg (2008, 2010). We consider vocalic features characterized as either General Canadian or distinctively Western Canadian. We also consider “yod” (i.e., the presence of an onglide in student, tune, and the like), a conservative feature that is obsolescing across the nation. Our results support Boberg’s (2008, 2010) observations while positioning Victoria as both innovative—participating in national changes—and conservative—joining certain changes relatively recently and retaining older dialect features. Such results enable us to trace leveling to national and more local dialect patterns, while also reminding us of sociohistorical forces in the formation of dialects.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.114 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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