Polarizing Avalon: The European virtuosity and global virtuality of Mamoru Oshii's filmic imaginary
Bibliographic record
Abstract
This article traces Asian and transnational imaginings of Europe in Avalon, Japanese anime director Mamoru Oshii's ( Ghost in the Shell ) ten-years-in-themaking feature film. Like The Matrix , which successfully combined video-game culture aesthetics with Asian anime and martial-arts style, Oshii's film is similarly indebted to game culture and also spawned its own worldwide cult audience. What sets Avalon apart in this tradition is that it was filmed entirely in Poland and engages with one of the most pervasive European mythologies, the Arthurian legends. The article pursues the traces of history and memory on which the film (literally) builds its computer graphics spaces, and explores how mythological images are mobilized as a response to the problems of place in game culture, rewarding success in the game with a particular grail, one with an uncanny resemblance to a global consumerist version of the European Union.
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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 | 0.002 | 0.000 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".