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
In this project, I examine a 1970s-1980s era Gay Liberation periodical which developed simultaneously with the Gay Liberation movement. The periodical, The Body Politic, was based in Toronto, Canada and enjoyed a worldwide following and fifteen year lifespan. I analyze the magazine’s content, relevant historical events and legal cases, and collected several oral histories of the founding members, contributors, and staff. I assert that the majority of The Body Politic’s articles can be classified as two forms of rhetoric: gay inclusive and straight exclusive. Using both forms of rhetoric and utilizing social and political dissent, the underlying goal of such rhetoric was the creation of a separatist gay culture: ulterior, distinct, and in opposition with the heterosexual or “dominant culture.” In this fashion, members of the Gay Liberation movement employed dissent to strengthen the solidarity of the gay community and to define the nascent gay culture under a banner of gay nationalism. Using acerbic critique and incendiary discourse, several authors of The Body Politic contributed to a hostile scenario to rally the unity of the gay culture. Fueled by such bellicose rhetoric and radical counterculture intellectualism, the early Gay Liberation movement took an aggressive, confrontational approach to political activism and Civil Disobedience which has affected the divisive nature of North American sexual politics to this day. Examining The Body Politic as a microcosm of the early Gay Liberation movement, I attempt to chart the origins of a specific communal gay identity that oftentimes placed itself at odds with the heterosexual community. Through this study, I attempt to illuminate some of the basis for the tenuous relationship between North American sexual cultures.
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 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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