Bibliographic record
Abstract
REVOLUTION ON THE CROISETTE Scandinavia was a clear winner at Cannes 2000. But the revolution on the Croisette took place elsewhere. After Lars von Trier's remarkable run of five previous entries (four times competing) in the Official Program -- to wit: Element of Crime (1984), Epidemic (1987) (selected for the Certain Regard), Europa (1991), Breaking the Waves (1996) (runner-up Grand Jury Prize), and Idiots (1998) -- the Danish director finally received the Golden Palm he so well deserved for Dancer in the Dark. Arguably he should have won it back in 1996 for Breaking the Waves and certainly he was the talk of the 1998 festival for proclaiming the merits of "Dogma Manifesto" to all and sundry who would listen to this magnificent ploy. No matter, this time Dancer in the Dark was the clear favourite from the very moment the film packed the Salle Lumière for the 8:30...
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.198 | 0.038 |
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".