Bibliographic record
Abstract
CANNES: INNOVATIONS IN THE CERTAIN REGARD, DIRECTORS' FORTNIGHT AND CRITICS WEEK For the third year in a row, an entry in Un Certain Regard was awarded the increasingly important prize of the Fondation GAN pour le cinéma (worth FF 200,000 in French distribution aid) by an independent international jury. Consequently this Cannes sidebar is now viewed by many as a "backup festival" to the Competition in the official program. For the second year in a row under the new management of Marie-Pierre Macia, the Quinzaine des Réalisateurs (Directors' Fortnight) continued to distance itself from the prior policies of Pierre-Henri Deleau (three decades on the job) by formulating a programming image that was even more actor-and-personality oriented than last year's event. And for the first time in 16 years, the Semaine de la critique (Critics Week) finds itself under new management: José María Riba was elected by the Paris-based critics...
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.110 | 0.028 |
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".