Bibliographic record
Abstract
Despite the proliferating production of DVDs of all kind - bare-bone titles, directors' cuts, discs with special material, collector's editions, digital transfers and restorations, "ultimate" collections, not to mention bootleg ware and the new blu-ray and high-definition discs - there are still many missing pieces in the DVD mosaic which include even the most significant milestones of cinema's not-so-long history. Who would believe, for example, that Erich von Stroheim's American silent classic Greed is still unavailable on DVD or that the DVD of Luchino Visconti's Ludwig would exist only on PAL-Region 2 in the German-Italian language? Some of the long overdue titles, however, are coming out. Most recently, Bernardo Bertolucci's brilliant and neglected The Conformist has in recent months appeared on the shelves as well as his historical opus 1900 (in a 315-minute uncut original version). Criterion has published Buñuel's Viridiana and Louis Malle's famous "adolescent trilogy": Murmur of the Heart,...
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.682 | 0.387 |
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".