Bibliographic record
Abstract
Majid Majidi, one of the distinguished names of new Iranian cinema started as an actor in amateur theatre groups and got roles in films after the Islamic revolution. His debut as a director and screenwriter) was with Baduk 1991), a feature film that was presented at the Directors' Fortnight of Cannes Film Festival 1992, which also won him several national awards. His second film, Pedar The Father) (1996) received the Jury Award of San Sebastian Film Festival. He won the Grand Prix of the Americas of the Montreal World Film Festival three times in five years. The first was with Bacheha-ye aseman (Children Of Heaven) in 1997; the second was with Rang-e-Khoda (The Color of Paradise) in 1999, and the third, in 2001, with Baran, which shared the top prize with Torzok (Abandoned) by Hungarian Arpad Sopsits. Having won several awards at its own country as well, Baran has become one of the most successful films of the year, having gained a special meaning after the September 11 events in New York.
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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 | 0.006 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.032 | 0.009 |
| Scholarly communication | 0.007 | 0.007 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.005 | 0.019 |
| Insufficient payload (model declined to judge) | 0.005 | 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".