Queer teachers’ ethical dilemmas regarding queer youth
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
Although all teachers are expected to be “role models,” discursive trajectories reaching back to the West’s gay liberation pressure queer teachers to be role models in specific ways – by “coming out” and helping queer students out of their “time of difficulty.” Paradoxically, discourses that construct children as innocent and queers‐as‐a‐threat make it difficult for queer teachers not only to take up these positions as role models but to be visible in schools. In this article, I explore the discourses that shape queer teachers’ understanding of touch, sexuality, confidentiality, the private versus public domain, and pedagogical responsibility within the schooling context. Informed by Foucault, I analyze the interview data of three Ontario queer teachers to investigate the ways in which queers‐as‐a‐threat and teacher‐as‐role‐model influence the negotiation of their ethical dilemmas regarding their student crushes.
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 | 0.001 |
| 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 | 0.001 | 0.003 |
| 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