Bibliographic record
Abstract
VIENNA INTERNATIONAL FILM FESTIVAL 2003 Right from the start, V'03 - The 2003 Vienna International Film Festival (17-29 October 2003) - was something special. An extra day had to be added onto the schedule to accommodate the run on tickets - 5,000 more sold than last year, for an overall attendance of 75,200. Altogether, "a nearly historic number of visitors," said festival director Hans Hurch at the close of the Viennale. To my regret, I arrived a day too late to see John Ford's Bucking Broadway (1917), a "Cheyenne Harry" Carey five-reeler found three years ago by chance in the archive of the Cinémathèque Française under the title Far West Drama. It was the sixth of 26 films made with Harry Carey and featured a rescue scene with a posse of cowboys ride down Broadway. But I did make in time to see Erich von Stroheim's silent classic The Merry...
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.590 | 0.561 |
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".