Linguistic ambivalence amidst suburban diversity: LGBTQ2S municipal ‘social inclusions’ on Vancouver’s periphery
Bibliographic record
Abstract
Social inclusion frameworks to enhance ‘diversity’ inform late neoliberal municipal governance in North American metropolitan areas, especially in central cities, but suburban LGBTQ2S constituencies are neglected by researchers. This paper, therefore, uses linguistic discourse and content analysis of an LGBTQ2S-inclusion archive of municipal public-facing communication in the Canadian peripheral municipalities of Burnaby, New Westminster, and Surrey, in the Vancouver city-region to trace the micro-patterns of linguistic ambivalence shaping suburban sexual citizenship. It demonstrates municipal variance in vernacular vocabularies of LGBTQ2S social inclusion that signals equivocation within divergent local linguistic political opportunity structures for suburban sexual and gender minorities. It concludes with a typological narration that details varied gradations of linguistic obfuscation, revealing patterns of civic ambivalence towards LGBTQ2S social inclusion amidst suburban diversity. Across a shared regional geography, the paper shows that LGBTQ2S populations are infrequently referenced relative to other marginalized social groups and that their presence in social inclusion frameworks is dictated by the extent to which they align with civic priorities, particularly festivalization and marketization, but also safety, welcoming newcomers, integrating seniors, and anti-discrimination initiatives.
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.
How this classification was reachedexpand
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 | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".