Monogamous Canadian Citizenship, Constructing Foreignness and the Limits of Harm Discourse
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 The Zero Tolerance for Barbaric Cultural Practices Act (2015) targets immigrants suspected of engaging in polygamy. While polygamy is already illegal in Canada and non-immigrant polygamous arrangements exist within Canadian borders, the framing of polygamy as a foreign practice portrays this familial arrangement as a threat to Canadian national values. Effects on women and children have traditionally provided a convincing argument for state regulation of polygamy; however, the combination of state under—and over—enforcement suggests that relying solely on a harm framework inadequately captures the complexities of state treatment. In this paper, I argue that the state's primary motivations for defending monogamy are not necessarily rooted in the avoidance of harm but in the preservation of a particular type of citizenship.
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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 | 0.003 | 0.009 |
| 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 | 0.008 |
| 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