Bibliographic record
Abstract
THE PLATEAU EXHIBITION AT THE SCIENCE MUSEUM IN GHENT 2001 Film historians with a tick for the archaeology of the cinema are well advised to pay a visit to the Museum of Science in Ghent to view the exhibition honouring the 200th birthday of Belgian scientist Joseph Plateau. It was Plateau's experiments on optical deception and the persistence of vision in the middle of the 19th century that led to the invention of the anorthoscope (distorted view) and the phenakistiscope (deceitful view), the direct precursors of the first moving picture inventions. The entire range of related optical inventions the stroboscope (whirling view), the thaumatrope (magical turning), and zoetrope (life turning), to name just the key scientific discoveries that led to cinematography were placed on mechanically driven display at the opening of the 28th Flanders International Film Festival in Ghent (8-18 October 2001). Visitors to the Flanders festival were also...
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.071 | 0.008 |
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".