Tending toward friendship: LGBTQ sexualities in US schools
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
In 2014, Beyond Bullying, a research project examining LGBTQ sexualities and lives at school, installed private storytelling booths in three US high schools. Students, teachers, and staff were invited to use the booths to share stories about LGBTQ sexualities—their stories often invoked the pleasures and disappointments of being and having a friend. This article analyzes narratives of friendship as told in the Beyond Bullying storytelling booths. Drawing on Foucault’s (1996) interview, ‘Friendship as a way of life,’ we explore participants’ stories of friendship as heralding ‘new relational modes’ that chart a liminal space between family and sexuality. These relational modes of friendship disrupt the familiar trope of the ‘ally’ in anti-bullying programs and complicate what empirical research on LGBTQ youth calls, ‘peer social support.’ Theorizing friendship allows LGBTQ sexuality in schools to reside in an ethics of discomfort, which accommodates complex social relations and varied forms of desire, intimacy, and yearning.
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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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