Intimate Possibilities: The Beyond Bullying Project and Stories of LGBTQ Sexuality and Gender 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 this article, Jen Gilbert, Jessica Fields, Laura Mamo, and Nancy Lesko explore the Beyond Bullying Project, a multimedia, storytelling project that invited students, teachers, and community members in three US high schools to enter a private booth and share stories of lesbian, gay, bisexual, trans, and queer (LGBTQ) sexuality and gender. While recent policy making and educational research have focused on links between LGBTQ sexuality and gender, bullying, and other risks to educational and social achievement, Beyond Bullying aimed to identify the ordinary stories of LGBTQ sexuality and gender that circulate in schools and that an interventionist framing may obscure. After offering an overview of the method in Beyond Bullying, this article connects narratives of LGBTQ desire, family, and school life to the intimate possibilities—who students and teachers are, who they want to be, and the social worlds they want to build—available to them in schools.
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 | 0.001 |
| 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) | 0.001 | 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