Bibliographic record
Abstract
TIRANA INTERNATIONAL SHORT FILM FESTIVAL 2005 After two strong outings, abetted by the breaking news that Tirana was chosen "World City 2005," it was a sure bet that the Third Tirana International Short Film Festival (5-11 December 2005) would go big time on the world festival stage too. With more than 20,000 Euros in purse prizes as bait, this year's TIFF received over 700 applications from 65 countries for entry in its five sections: 370 in the fiction category, 185 in animation, 85 in documentary, 60 in experimental, and 30 more in the cross-country Albanian-language shorts section. In addition, festival director Ilir Butka and programmer Genc Permeti programmed 27 feature films in free-fall evening programs that ran deep into the night. Most important of all for a festival's continued existence, TIFF 2005 could count on the support of 35 sponsors, plus the city's foreign ambassadors and cultural centres, for...
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.549 | 0.359 |
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".