Sex, Love, and Marriage: Questioning Gender and Sexuality Rights in International Law
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
The cover of Sex Rights: The Oxford Amnesty Lectures 2002 shows a picture of two men photographed from the back, with their hands holding each other's waists. They are walking towards a camera crew. Based on the way they are dressed, it seems that they have just been married. Both men are wearing white dress shirts and have similar hairstyles, with one wearing a black waistcoat over the white shirt and the other with black braces. This collection, based on the Oxford Amnesty Lectures series on gender and sexuality, thus apparently features on its cover the same-sex marriage of two men, ostensibly held in one of the few jurisdictions that have legalized such a union (perhaps the Netherlands, which was the first to do so, and was later followed by Belgium, Spain, Canada, Massachusetts (United States), and South Africa). And while we know that ‘love and marriage go together like a horse and carriage’, what has sex got to do with this? Would it not be more appropriate for a cover of a book entitled Sex Rights to feature two persons engaged in sex or having just engaged in sex rather than a marriage ceremony? Would it not be more appropriate to depict, on a cover of a book called Sex Rights , a picture of two men in a position that suggests they have just had sex, an act for which they could be persecuted and prosecuted in various jurisdictions? So why, then, does a book on Sex Rights feature same-sex marriage on its cover?
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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