Bibliographic record
Abstract
COMING UP FOR AIR: FILM AND THE "OTHER" SINGAPOREAN The history of Singapore's film industry is marked by two distinct periods. The first period, which lasted from the 1950s to the 1960s, is considered the golden age of Singapore films due to the prolific outpouring of primarily Malay films produced by the local Cathay and Shaw studios. The second period, which began in the 1990s, constitutes a revival of sorts for Singapore film, and is marked by the recent spate of local productions that began with Medium Rare in 1991 and continues to the present. What is interesting about this current "resurgence" of local films is that while these films have resuscitated the previously dormant film industry in Singapore, and can, therefore, be considered a "revival," they are in fact very different kinds of films from the ones that were made during the golden age, just as the current...
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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 | 0.004 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".