Exploring the Vowel Space of Multicultural Toronto English
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
While multiethnolects have been documented in major European metropolises over the last several decades, no such varieties have been reported in North America. This is surprising given the high degree of global immigration in many North American cities. We consider Toronto, Ontario, one of the most multicultural cities in the world, and explore the features of a Multicultural Toronto English. Data comes from young people in an ethnolinguistically diverse region of the Greater Toronto Area. We investigate five vocalic phenomena: goose fronting, the Canadian Vowel Shift, Canadian raising, ban/bag tensing, and goat monophthongization. Our results indicate a great deal of interspeaker variability with some suggestion that young, immigrant men are least likely to produce normative Canadian English patterns. However, a lack of cohesion in covariation between phenomena is consistent with a multiethnolect as understood as a variable repertoire. We argue that Multicultural Toronto English represents linguistic alterity and a means of everyday resistance for young Torontonians.
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 | 0.295 |
| 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