Bibliographic record
Abstract
THE ANGUISH OF A DREAMER: ABRAHAM (2014) AND THE CINEMA OF JANS RAUTENBACH Introduction: Rautenbach's cinemaA few pioneers in the Afrikaans film industry of the sixties produced a number of films that could be labelled "involved films". The theme of these films was an examination of the cracks in apartheid ideology. They included Emil Nofal-Jans Rautenbach's films like Die Kandidaat (The Candidate, 1968) and Katrina (1968). Several film historians regard Jans Rautenbach as the pioneer of modern, bold and South African filmmaking in the 1960s and 1970s. Together with producer Emil Nofal he made ground-breaking films during a time when South African cinema hardly reflected the socio-political realities of the country. Born in 1936 in Boksburg, Jansen Delarosa Rautenbach grew up in a very poor household. His father worked in the mines. He started his school years at a primary school in Boksburg. Early influences in his life...
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".