Kids say the funniest things … anti‐homophobia group work in the classroom
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
For well over 12 years the Human Sexuality Program within Social Work Services of the Toronto District School Board has been serving lesbian, gay, bisexual and/or transgender (LGBT) students, teachers, parents and their families. Alongside individual, family and group support to the LGBT communities in the board, the program has also been delivering anti‐homophobia workshops to classrooms across the district from grades 1 to 12. At the classroom level, there has been a tremendous demand from teachers and schools seeking to fulfill their obligation under the school board's equity policy to create and maintain safe, welcoming and inclusive learning environments for LGBT students and students with LGBT parents. In the past two years much of the demand has come from teachers in the elementary panel, grades one to eight. This paper will discuss one aspect of the classroom work done in elementary schools, focusing on the students written responses to the anti‐homophobia presentations.
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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 | 0.002 | 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 | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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