Bibliographic record
Abstract
MONTREAL WORLD FILM FESTIVAL 2003 One of the ironies of the 27th Montreal World Film Festival (27 August to 7 September 2003) was the presentation by Montreal festival director Serge Losique of three films programmed at relatively the same time by Venice festival director Moritz de Hadeln at Venezia 60 (27 August to 6 September). These were the following: Andrei Zvjagintsev's Vozvraschenie (The Return, Russia), winner of the Golden Lion, Alejandro Gonzalez Iñarritu's 27 Grams (USA), with Sean Penn awarded the Coppa Volpi for Best actor; and Hana Makhmalbaf's Joy of Madness (Iran), a documentary made by the 14-year-old sister of Samira Makhmalbaf on the latter's making of Pan é asr (At Five in the Afternoon), her competition entry at Cannes. By way of a return gesture, a Montreal competition entry, Goutam Ghose's In the Forest Again (India), was next shipped to Venice for its European premiere on the Lido....
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.679 | 0.335 |
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".