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
There is a growing rift between HIV-positive and HIV-negative gay men, which finds expression in social, economic, structural and political divisiveness that, if not resolved, may 'kill' the "gay liberation movement." While disasters generally tend to create organizational solidarity, the AIDS crisis has operated in reverse, spawning a variety of competitive AIDS service organizations, alienating seropositive gays from the mainstream gay community, and in turn disenfranchising seronegative gay men as human and financial resources are redirected toward persons living with HIV and AIDS. Serostatus has become a social marker of societal status, operating in a bimodal discriminatory manner. Seronegative gay men experience discrimination from within the gay community as funding for and services to this sector diminish. Seropositive gay men (and the organizations that provide for some of their needs) have culturally, economically and socially dismissed the socio/psychological needs of seronegative gay men (survivor guilt, safer sex education, etc.) in favour of providing social and resource-based services to seropositive gay men. As the disparities in service and advocacy increase, the social distance between the gay movement and the AIDS movement correspondingly increases. If this trend continues, the social gap will serve further to push HIV-positive and HIV-negative gay men into polarized camps, resulting in a wider separation of the gay movement and the AIDS movement. The stigmatization of HIV-positive people will subsequently increase both within and outside the gay movement, and any ability to present a unified Gay Liberation front will correspondingly diminish. Additionally, the emergent notion within and without the gay communities that to be gay is to be HIV-positive will solidify. This will (a) further stigmatize all gay men in the eyes of the non-gay population, and (b) exacerbate the rift between HIV-positive and HIV-negative gay men within the gay community, reversing the stigma of HIV such that to be HIV-negative will be a marker of non-gay identity. In short, seropositivity will become the defining element of gayness.
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) | 0.004 | 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 it