Bibliographic record
Abstract
In 2013 LGBT History Month Scotland, a website project administered by LGBT Youth Scotland and partially funded by the Scottish government, posted a submissions call for Out There , an anthology in which Scottish authors who self-identify as lesbian, gay, bisexual, transgender or intersex would explore the nation's social and sexual landscape. The call stated that in addition to posting select pieces online, the anthology would be published by Glasgow's Freight Books, whose sister publication, Gutter , devoted a 2012 issue to LGBT stories. From the vantage point of 2015, a special issue and an anthology focused on LGBT writing does not represent groundbreaking news. That status quo, however, is in itself noteworthy. When Lillian Faderman and Stuart Timmons remark that ‘changes in gay life over the past half-century have been astonishing’, they refer to widespread societal developments (in the European Union and North America especially) related to the heightened agency and social status of sexual minorities that began in the late 1960s. These changes are all the more striking in light of earlier periods. Ellis's 1897 summation – ‘I realized that in England, more than in any other country, the law and public opinion combine to place a heavy burden and a severe social stigma on the manifestations of an instinct which to these persons who possess it frequently appeared natural and normal’ (p. 59) – stands in marked contrast to Tom Warner's 2002 description of the ‘historically unprecedented’ accomplishments of Anglo-American activists during the twentieth century's final decades: they rejected ‘the quasi-human role in which gays, lesbians and bisexuals had been cast throughout history, a role that forced them to hide their sexual orientation, to disguise themselves, and to lead double lives filled with fear, isolation, and self-loathing’. Burdensome conditions took various forms. Faderman illustrates one effect of categorization: ‘As an undergraduate in college I was an English major, but the only time I learned about a lesbian book was in an Abnormal Psych class, where [Radclyffe Hall's 1928 novel] The Well of Loneliness was mentioned.’ Similarly, Terry Castle remarks on Jeanette Howard Foster, whose Sex Variant Women in Literature was ‘issued privately and at her own expense in 1956, at a time when no reputable publisher would touch the subject of female homosexuality’; as an undergraduate in the early 1970s, Castle located Foster's book ‘hidden away in a special, non-circulating, “Triple X-rated” stack behind the front desk’.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.051 | 0.006 |
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".