Bibliographic record
Abstract
18th INTERNATIONAL FESTIVAL OF THE CINEMAS OF ASIA (FICA) - VESOUL The only Asian film festival in France that stretches the boundaries from the Middle East to the Far East and from Central Asia to China and India, FICA-Vesoul (14-21 February 2012), opened the curtain this year with the most recent film of renowned Japanese filmmaker, Koreeda Hirokazu, Kiseki (I Wish, 2011) about two brothers separated after the divorce of their parents- one living with his unemployed mother and the other, with his bohemian musician father. Played with charm by two real life brothers, who are often more sensible than the adults around them, the film tenderly reflected the emotions of children, who are happiest when the family is together. The festival honoured KoreEda with the Golden Cycle, screening all his films including his documentaries such as Kare no ina hachigatsu ga (August Without Him, 1994) about the first...
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.242 | 0.079 |
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".