Bibliographic record
Abstract
The following is an excerpt from a larger manuscript HOMOSEXUALITY AND AFRICAN CINEMA, a co-operative effort of Dr Botha (CityVarsity, Film & Television and Multimedia School in Cape Town, South Africa) and Professor Dethier and Dr. Willemse at the Free University of Brussels. IN A GLITTERING ceremony at the 49th Berlin International Film Festival a full-length South African film, The Man Who Drove With Mandela won the Documentary Teddy Prize. It was rewarded for its unique contribution to gay and lesbian history and for bringing forward a challenging and politically engaging subject. The Man Who Drove With Mandela was directed by Greta Schiller and researched by the co-writer of the outstanding compilation on South African lesbian and gay lives, Defiant Desire, namely Mark Gevisser. No other film in South African history chronicled the lives of lesbian and gays in the way Gevisser's documentary has done(1). It is a...
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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 | 0.002 | 0.002 |
| 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".