Bibliographic record
Abstract
HIGHLIGHTS FROM THE TORONTO INTERNATIONAL FILM FESTIVAL 2011 Programming for TIFF's 36th edition (8-18 September 2011) was suitably taut and continued its pragmatic fixation on politically dominant cinemas, but the routine also allowed some room for bold selections, notably in the inclusion of Mark Cousins' epic 15-hour documentary, The Story of Film: An Odyssey, along with Lav Diaz's challenging 6-hour drama, Century of Birthing. In its third year, the 'City to City' section looked to Buenos Aires and premiered ten new titles to highlight the vigour of contemporary Argentine cinema. And although Toronto rashly abandoned its short-lived Southeast Asian section some years ago, it was ironic that Southeast Asia enjoyed its best presence ever at the festival. For the first time by sheer coincidence, the event's extensive line-up berthed at least one representative film from (or about) the region's largest states: Indonesia, Malaysia, Myanmar, the Philippines, Thailand, and Vietnam....
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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 | 0.002 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.150 | 0.017 |
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".