Bibliographic record
Abstract
FATE AND CHOICE IN KIEŚLOWSKI'S BLIND CHANCE FILM lovers who appreciate the cinema of the late Polish director Krzysztof Kieślowski (1941-1996) are likely to be familiar with his widely acclaimed works such as the Decalogue (1988), the series of mini-features made for Polish Television based on the Ten Commandments; the metaphysical beauty of The Double Life of Veronique (1991); and the Three Colours trilogy: Blue (1993), White (1993) and Red (1994), through which the director explores the concepts of liberty, equality and fraternity. Much less is known, however, of Kieślowski's numerous documentaries which started his career and of his early feature films which have yet to find commercial release in North America. Kieślowski was a filmmaker who came to be regarded as a philosopher, poet and humanist. His work is deeply concerned with questions of an existential nature and with moral dilemmas faced by ordinary people. His view of...
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.026 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.000 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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".