“My Child, My Choice”? Mandatory Curriculum, Sex, and the Conscience of Parents
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
ABSTRACT In this essay Lauren Bialystok argues that the standard liberal defense of parental opt‐outs is inconsistent in the case of comprehensive sex education. Using the recent controversy over a new sex education curriculum in Ontario, Canada, as a case study, Bialystok examines the aims and effects of sex education and the self‐described conscience of opposing parents to reveal that children's interests may be harmed by deferring to parents' views on sexuality. The opt‐out strategy is a merely formal solution, which appears to be indifferent to both the strength of the justification for sex education and the content of the grounds on which parents oppose it. Being overly respectful of parental conscience in the case of sex education risks reproducing the illiberal paradigms that the curriculum is intended to erode, and thus subverts its own liberal intentions. Bialystok concludes by suggesting ways of honoring parents' right to involvement in their children's education while delivering a mandatory curriculum.
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 | 0.002 |
| 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 | 0.003 |
| 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