Bibliographic record
Abstract
This essay theorizes Korean art cinema today through an analysis of domestic festivals (especially Busan, Jeonju, and Bucheon), major festivals abroad (particularly Cannes, Berlin, and Toronto), and various other institutions in order to provide a comprehensive mapping of how art cinema within Korea currently operates. Using sociological theories of taste pioneered by Pierre Bourdieu, the paper shows how the dominant name auteurs of Korea, particularly Park Chan-wook and Lee Chang-dong, were established through international festivals, beginning in the 1990s but exploding in the 2000s, at the same time as Korean films began to compete with and surpass Hollywood films at the local box office. These filmmakers were shaped by the changing ideas of art cinema globally, as theorized by scholars such as David Andrews, and the dominance of these figures thus helped shape the domestic festivals, with younger Korean directors often following within these traditions. This explosion of the domestic box office helped created an independent cinema within the country, not unlike the emergence of indie cinema in the United States during the blockbuster era, which had the consequence of both increasing opportunities for young directors while often pigeon-holing them into narrow niches.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".