Reviews DVD/Blu-ray
Bibliographic record
Abstract
Abstract Laurence Anyways Laurence Anyways (2012) Canada Director Xavier Dolan Runtime 168 minutes DVD USA, 2013 Produced and Distributed by Alliance Viva Film (region 1) The Killing The Killing (1956) USA Director Stanley Kubrick Runtime 84 minutes Blu-ray USA, 2011 Produced and Distributed by The Criterion Collection A Look into the World of Independent Gaming Indie Game: The Movie (2012) USA Director Lisanne Pajot and James Swirsky Runtime 94 minutes DVD USA, 2008 Produced and Distributed by Blink Works Media (region 1) Jules et Jim Jules et Jim (1962) France Director François Truffaut Runtime 105 minutes Dual Format Blu-ray/ DVD USA, 2013 Produced and Distributed by The Criterion Collection (region 1) A Brief History of Time in 11 Frames A Brief History of Time (1991) UK/Japan/USA Director Errol Morris Runtime 84 minutes Dual Format Blu-ray/DVD USA, 2014 Produced and Distributed by The Criterion Collection (region A/1)
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 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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.556 | 0.331 |
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".