Bibliographic record
Abstract
DIRECTOR JEFFERY JETURIAN IN CONVERSATION WITH YVONNE NG Born in 1959, Filipino director Jeffrey Jeturian won critical acclaim with his first feature drama, I Wish It Were Love (Sana pag-ibig na) in 1998. His second film Fetch a Pail of Water (Pila-balde, 2000), about life in the slums, received the Gold Award at the 2000 Worldfest International Film Festival in Houston, Texas and enjoyed commercial and critical success at home. It has played at numerous festivals, among them the Far East Film festival in Udine, Italy where this meeting with the filmmaker took place. Kinema: How did you get into filmmaking?Jeffery Jeturian: I studied broadcasting communication at the University of Philippines. That was supposed to be for television but right after school I went into film production. I started out as a production assistant and worked my way up into being a director. I worked as a script...
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.273 | 0.076 |
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".