More-than-safety: co-creating resourcefulness and conviviality in suburban LGBTQ2S youth out-of-school spaces
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
Between the sub-disciplines of children’s geographies and geographies of sexualities lie the spatialities of children’s and youth’s sexualities, an understudied subfield especially in non-metropolitan contexts. This paper examines the co-creation strategies of three LGBTQ2S out-of-school youth programmes in the Canadian peripheral municipality of Surrey, British Columbia. It argues that larger youth populations, a circumscribed hetero-temporality, and limited spatial resources necessitate attention to specific modes of co-creating out-of-school spaces for suburban LGBTQ2S youth (aged 15–24). The paper examines the practices of adaptive spatial co-creation with suburban LGBTQ2S youth within the fragmented local suburban governance landscape of community organizations. In contrast with the public visibility stressed within adult urban gay identity politics, a goal of ‘more-than-safety’ is primarily achieved for suburban LGBTQ2S youth through privacy, invisibility, and boundary work that results in weak integration, a lack of collaboration, and the re-bounding of identity parcels across suburbia’s extensive geography.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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