Marriage equality in Australia: The ‘no’ vote and symbolic violence
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
Until December 2017, there were no legal provisions within the Commonwealth of Australia for same-sex couples to marry in the same sense that their heterosexual friends and family can. Civil unions provide similar legal protections as marriage, but many argue that this is not enough – that same-sex couples occupy a ‘second-class’ citizen status in relation to marriage. Many jurisdictions globally recognise marriage equality: the UK, New Zealand, Canada and the USA, to name but a few globally, and those societies most similar to Australia’s. This article explores the attitudes towards elements of marriage equality among a group of gay men in Australia. Despite the ‘yes’ vote for marriage equality polling about two-thirds of eligible voters, a slew of symbolically violent messages appeared, including ‘Vote No’ skywritten across the emblematic Sydney Harbour, and ‘Vote no to faggots’ graffiti etched across Sydney train carriages. The importance of love is key in defence against this symbolic violence.
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 | 0.000 |
| 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