Zine Production with Queer Youth and Pre-Service Teachers in New Brunswick, Canada: Exploring Connections, Divergences, and Visual Practices
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
Queer, trans, and non-binary youth navigate school spaces punctuated by erasures, silences, and oppression, and resist these experiences through solidarity-building, activism, and art practice. In this article, we seek to centre experiences of school and society as important spheres of inquiry through participatory visual research with queer, trans, and non-binary young people (ages 12 to 17) and pre-service teachers and community educators (ages 22 to 40) in Fredericton, New Brunswick, Canada. Using an intersectional lens, we consider how intersecting power structures—gender, race, class, and disability—produce unequal impacts in relation to school and social experiences in New Brunswick. Centring youth agency, we position youth as knowledge producers through participatory visual methods of inquiry, including the making of zines (DIY print productions). With youth and pre-service teachers, through inquiry into existing and desired school and social experiences, we seek to make visual the practice of intergenerational solidarity building through zine production. Keywords: participatory visual research, queer, trans and non-binary youth, pre-service teachers, zines
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 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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