Bibliographic record
Abstract
ISTANBUL 2012 April was the cruellest month of the year for Istanbul this spring, with incessant rains and cold weather, which increased the attendance figures at the cinemas. The festival (31 March-15 April, 2012) celebrated its 31st anniversary with an eclectic program of features and documentaries, relying heavily on European products as customary, except for a martial arts package, the Chinese wuxia films. Due to its belated date in the festival calendar, Istanbul suffers from paucity of new films, but it is a feast for the local cinephiles with its wide spectrum of selections including feature films of the year, classics, masterpieces from masters, festival favorites, National Golden Tulip, International Golden Tulip and FACE Human Rights Competitions, documentaries, and children’s movies. This year’s additions were Cinema and Music, Filming Revolution, What’s Happening in Greece?, Within the Family and a 15-hour special view of Mark Cousins’s The Story of Film: An...
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 teacher head, 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".