The Representation of Gays and Lesbians in South African Cinema 1985–2013
Bibliographic record
Abstract
THE REPRESENTATION OF GAYS AND LESBIANS IN SOUTH AFRICAN CINEMA 1895-2013 Despite South Africa's progressive constitution which prohibits discrimination against gays and lesbians, as well as a strong gay movement, South African cinematic images of gay men and women are limited and still at the margin of the South African film industry. One ends up with less than 20 short films, a few documentaries and less than 10 features with openly gay and lesbian characters in the past 114 years of South African cinema. Under apartheid, gay and lesbian voices in film and television were silenced. In a 20-year study of the representation of gays and lesbians in African, Asian and Latin American cinema (Botha 2003; 2012; Botha & Swinnen 2010), the author has noted that homosexual experience is unique in South Africa, precisely because of South Africa's history of racial division and subsequent resistance. South African gay identities...
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.
How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".