Bibliographic record
Abstract
IN JAPAN, the euphemistic term for the sex cinema is "pink films" (pinku-eiga) or "roman poruno" (romance pornography) while the Filipinos call it "bomba". In pre-and-post-1997 Hong Kong, sex films are rated and popularly known as Category III (adult audience only). No matter how sex films are termed, this genre still raises a lot of ire, from the censors as well as from the public. Last year, many film productions in the Philippines were suspended for fear of more censorship. The promise of naked flesh and the chimera of sexual release has always made the appetite for this genre insatiable. Yet the more interesting films have posed complex emotional, psychological and existential questions. For instance, the male fear of emasculation was seen in the breakthrough "hardcore" sex film, Nagisa Oshima's Ai no corrida (In The Realm Of The Senses, 1976), based on a true story in Tokyo in 1936,...
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 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".