From No Go to No Logo: Lesbian Lives and Rights in <i>Chatelaine</i>
Bibliographic record
Abstract
This study is a feminist cultural and critical analysis of articles about lesbians and their rights that appeared in Chatelaine magazine between 1966 and 2004. It explores the historical progression of their media representation, from an era when lesbians were pitied and barely tolerated, through a period when their struggles for their legal rights became paramount, to the turn of the present century when they were displaced by post-modern fashion statements about the “fluidity” of sexual orientation, and stripped of their identity politics. These shifts in media representation have had as much to do with marketing the magazine as with its liberal editors’ attempts to deal with lesbian lives and rights in ways that would appeal to readers. At the heart of this overview is a challenge to both the media and academia to reclaim lesbians in all their diversity in their real historical and contemporary contexts.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.027 | 0.021 |
| Scholarly communication | 0.012 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".