Bibliographic record
Abstract
SINGAPORE INTERNATIONAL FILM FESTIVAL 2001: CROUCHING TYRANTS, HIDDEN TALENTS For a young island-state that once saw a "golden age of cinema" in the 50s and 60s, it was bittersweet to witness, after a score of idle years, a rise in the number of local film productions in the 1990s. But where local movies of the past triumphed in forging an indigenous film culture, recent Singaporean films have all but ignored the significance of maintaining such an objective. History, in this instance, has indeed repeated itself. Just as the thriving industry that had once characterised the "golden age" succumbed to the escalating popularity of Hong Kong and Taiwanese films in the 60s and 70s, the haphazard accomplishments of Singaporean films this past decade look set to remain in subordination to a longer-standing nemesis: that of Hollywood's domination. The consequence of this status quo has only served to highlight the problematic use...
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".