Same-Sex Relationships: From 'Odious Crime' to 'Gay Marriage'
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
I FROM FELONY TO THE LOVE THAT IS PROUD TO SPEAK ITS NAME II PARTNERSHIP OR MARRIAGE: THE PROVISIONS OF THE CIVIL PARTNERSHIP ACT III THE FAMILY, PARTNERSHIP, AND THE JUDGES APPENDICES Text of The Civil Partnerships Act 2004, Parts 1 and 2, and Schedules 1 to 9 Report of the Committee on Homosexual Offences and Prostitution paras 1 - 147 and pp 130 - 135 Judicial Decisions Halpern et al v Attorney General of Canada et al, Court of Appeal for Ontario Lawrence v Texas, United States Supreme Court Hillary Goodridge & others v Department of Health and others, Supreme Judicial Court of Massachusetts Opinions of the Justices to the Senate, Supreme Judicial Court of Massachusetts Lofton v Secretary of the Department of Children and Family Services, United States Court of Appeals, Eleventh Circuit
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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