Age-verification technologies and the censorship of online pornography in Canada: a critique of Bill S-210: An Act to Restrict Young Persons’ Online Access to Sexually Explicit Material
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
Written in the style of an opinion editorial, this short article serves as a critical examination of Bill S-210, which proposes to restrict minors’ online access to sexually explicit material in Canada through age-verification technologies. Framed within the historical context of obscenity law and the feminist sex wars, the article underscores the impact of censorship and anti-pornography feminism on queer businesses and sexual expressions. Emphasizing the need for comprehensive sexual education rather than increased censorship, it critiques the impracticality of age-verification technologies as well as contemporary cultural anxiety around youth sexuality and the perceived need to ‘protect’ women and minors from pornography. Urging a re-evaluation of the Bill in light of its broader sociopolitical implications, the article cautions against rash policy decisions that may further stigmatize alternative forms of sexual expression, specifically queer, feminist, and fetish pornographies.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.000 | 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