Bibliographic record
Abstract
KARLOVY VARY INTERNATIONAL FILM FESTIVAL 2001 It came as no surprise when Jean-Pierre Jeunet's inventive Le fabuleux destin d'Amélie Poulain (Amélie from Montmartre, France) was awarded the Crystal Globe the 36th Karlovy Vary International Film Festival (5-14 July 2001) by an international jury headed by Poland's Krzysztof Zanussi. All the more so since this delightful comédie humaine -- about the dream world of a young waitress (Audrey Tautou) working at a bistro in Montmartre, who one day finds a hidden box full of childhood treasures in her apartment -- is currently a runaway box office hit in France. Just as impressive, however, was Robert Glinski's Czes Tereska (Hi, Tereska, Poland), awarded both the Special Jury Prize and the International Critics (FIPRESCI) Prize. This poignant portrait of a young girl seeking sexual and emotional stability in an environment that only restricts fulfilment came across as an authentic statement due to...
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.193 | 0.035 |
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".