Same-Sex Partners And Family Class Immigration: Still Not Equal\nWith Opposite-Sex Partners
Bibliographic record
Abstract
The Immigration and Refugee Protection Act, which came into force in 2002, and the Regulations under it, expanded family class immigration to include commonlaw partners and conjugal partners in addition to spouses A common-law partner or a conjugal partner may be either an opposite-sex or same-sex partner-as can a spouse, depending upon the currently evolving law with respect to samesex marriage. Under the former Immigration Act, same-sex partners had been admitted pursuant to the discretion to admit immigrants on the basis of compassionate or humanitarian considerations. After examining the admission of same-sex partners under both the former and the current legislation, the author argues that same-sex partners were, and still are, treated unequally in comparison with opposite-sex partners. The only way to eliminate this sexual orientation discrimination is to extend marriage to same-sex partners. In the meantime, the government should facilitate the admission of same-sex partners unable to marry outside Canada.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.012 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".