Bibliographic record
Abstract
MANNHEIM-HEIDELBERG INTERNATIONAL FILM FESTIVAL 2003 One of the oldest festivals of Germany, Mannheim-Heidelberg International Film Festival has remained loyal to its motto of ‘new comers' festival' showcasing films from unknown talents or totally marginalized filmmakers who favour exploring new film language. This year's event, which took place from 20 to 29 November, 2003 presented a large selection of films from Europe such as De Arm van Jezus (The Arm of Jesus) by Andre van der Hout from Holland, Sauja lozu (Handful of Bullets) by Una Celma from Latvia, Baby by Linda Wendel from Denmark and Donau, Dunaj, Duna, Dunav, Dunarea by Goran Rebi from Austria. From Iran, an eye-catching film was Khamoushiye Darya (The Silence of the Sea) by Vahid Mousaian, a visual reflection on exile's return tracing the tormented journey of an Iranian doctor settled in Sweden as he smuggled himself into his country of birth sans...
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.563 | 0.455 |
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".