Bibliographic record
Abstract
INTERNATIONAL FILM CAMERA FESTIVAL "MANAKI BROTHERS" IN BITOLA When you see packed houses for all the screenings at a film festival, you know that this will be an event to be remembered. So it was at the 26th International Film Camera Festival "Manaki Brothers" in Bitola (20-25 September 2005) under festival director Tomi Salkovski and selector-programmer Blagoja "Dore" Kunevski. Indeed, this specialized festival honouring the cinematographer had every reason to celebrate. For, as every film historian worth his salt knows, the first film shot in the Balkans was by the Manaki Brothers. Back in 1905, shortly after Yanaki Manaki returned home to Bitola in Macedonia from London with a Film Camera 300 in the Bioscope series bought from the Charles Urban Trading Company, he teamed with his photographer brother Milton Manaki to film in nearby Audela (today Greece) their 114-year-old grandmother at her spinning-wheel. Of course, a Manaki heir was...
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.626 | 0.416 |
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".