“Alone it’s tough, TOGETHER IT’S EASY": Hedesthia, Aotearoa New Zealand’s First Trans Organisation, 1972-1990
Bibliographic record
Abstract
Founded in 1972, Hedesthia was a social, support, and advocacy group for transvestites and transsexuals - the first organisation of its kind in Aotearoa New Zealand. Hedesthia provided support to its members through monthly meetings, a bi-monthly newsletter, and various other services which included hot-line counselling and a lending library. For many members, Hedesthia and its o-shoot group, TransFormation, were lifelines in a world that could be intensely hostile to trans people. Pathbreaking in their trans activism, Hedesthia and TransFormation’s leaders diligently advocated for trans issues in their local communities. Yet Hedesthia also cultivated a transnormative politics of respectability. Largely middle-class and white, Hedesthia's leaders worked hard to define their members as ‘normal’ and acceptable, and in the process denigrated Māori and Pasifika trans sex workers.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".