Bibliographic record
Abstract
1999 may well go down in history as a watershed in the legal struggle for gay and lesbian equality. While in the late 1990s many legislatures across the world extended various statutory benefits to same-sex relationships,1 most legal systems continue to make a clear statutory distinction between same-sex and opposite-sex couples (usually by ignoring the former completely), as well as the more obvious (and deliberate) distinction between married and unmarried couples. Both distinctions have come under increasing challenge and in 1999 decisions from each of the highest courts in Canada, South Africa and Vermont, U.S.A. held legislation to be unconstitutional which treated same-sex couples differently from opposite-sex couples. In that year too, the British House of Lords held that a same-sex couple could be a “family” for certain statutory purposes,2 and the European Court of Human Rights for the first time accepted that the prohibition of discrimination contained in Article 14 of the European Convention on Human Rights covered sexual orientation discrimination.3
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.
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 | 0.022 | 0.031 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.032 |
| Scholarly communication | 0.014 | 0.009 |
| Open science | 0.004 | 0.010 |
| Research integrity | 0.023 | 0.023 |
| Insufficient payload (model declined to judge) | 0.010 | 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 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".