Bibliographic record
Abstract
CINEMA IN THE LABYRINTH OF FREEDOM: POLISH FEATURE FILM AFTER 1989 “Freedom does not exist. We should aim towards it but the hope that we will be free is ridiculous.”Krzysztof Kieślowski1 This essay is the continuation of my previous deliberations on the evolution of the Polish feature film during socialist realism, which summarized its output and pondered its future after the victory of the Solidarity movement. In the paper “Cinema Under Political Pressure…” (1993), I wrote inter alia: “Those serving the Tenth Muse did not notice that martial law was over; they failed to record on film the takeover of the government by the political opposition in Poland. […] In the new political situation, the society has been trying to create a true democratic order; most of the filmmakers’ strategies appeared to be useless. Incipit vita nova! Will the filmmakers know how to use the...
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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 | 0.000 | 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 | 0.002 | 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) | 0.000 | 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".